diff --git a/docs/api_rule_contract.md b/docs/api_rule_contract.md
new file mode 100644
index 000000000..51a1aceba
--- /dev/null
+++ b/docs/api_rule_contract.md
@@ -0,0 +1,188 @@
+# The `api` rule's contract
+
+> Filed as [#2730](https://github.com/squid-protocol/gitgalaxy/issues/2730). This document is the
+> stated contract the issue asked for, plus the audit of all 46 corpus languages against it.
+> `gitgalaxy/standards/how_to_add_a_language.md` carries the one-line form next to the rule in the
+> output schema; this file carries the reasoning, the fallback family, and the per-language verdicts.
+
+## The contract
+
+> **`api` matches a declaration that makes a named function or type visible outside the file it is
+> declared in.**
+
+Three corollaries, each of which the audit below found a language violating:
+
+1. **A reference is not a declaration.** A call site, an import, a struct-literal field key, a
+   `switch` case on the keyword, a package segment that happens to be spelled `internal` — none of
+   these publish a name, they consume one. (`cobol` counted `CALL`; `go` counted `Protocol:
+   protocol,`; `kotlin` counted `import okhttp3.internal.X`; `powershell` counted `return (`.)
+2. **A modifier counts where it modifies a declaration, not wherever it appears.** `\bpublic\b`
+   against a raw code stream is not a measurement of public surface; it is a measurement of how
+   often the word occurs, string literals included. The modifier must be anchored to the
+   declaration it applies to. (`java`, `csharp`, `kotlin`, `php`, `groovy`, `swift`, `typescript`.)
+3. **Where the language makes things public by default, the declaration itself IS the marker.**
+   `python` has always read `def <name>` this way, and `lua`, `scala`, `livecode`, `fortran` and
+   `powershell` follow it. A language whose functions are public unless marked otherwise must count
+   the declaration, or it measures 0 forever. (`abap` `FORM`, `perl` `sub`, `matlab` `function`,
+   `dart`'s top-level function, `ada`'s library-level subprogram.)
+
+### The documented fallback family
+
+Some languages have no per-function visibility concept at all. For those, `api` counts the
+**file-level declaration that exposes the file's surface**, and that substitution is deliberate,
+not a defect:
+
+| language | stands in for a public function declaration |
+|---|---|
+| `dockerfile` | `EXPOSE <port>` |
+| `yaml` | a workflow `on:` trigger block |
+| `css` | `:root`, `@property`, a `--custom-property:` definition |
+| `html` | `id=`/`name=`/`itemprop=`/`<slot>`/`og:`/`twitter:` — the document's addressable surface |
+| `yacc` | `%define`/`%code`/`%provides`/`%requires` |
+| `m4` | `AC_SUBST`/`AC_DEFINE`/`AC_PROVIDE`/`m4_provide` |
+| `cobol` | `ENTRY`, `LINKAGE SECTION` |
+| `agc_assembly` | `<LABEL> EQUALS` |
+| `makefile` | `.PHONY`, `export`, the conventional public targets |
+| `sqlite` | `CREATE [TEMP] VIEW` / `CREATE VIRTUAL TABLE` |
+| `matlab` | a column-0 `function` declaration (a function file's callable surface) |
+
+`matlab` is the one place where the fallback is knowingly approximate: a `.m` function file
+publishes only its *leading* function, and local functions after it are file-private, but nothing
+in the syntax distinguishes them — the file's name does. Counting every column-0 `function` is the
+same order of approximation as `python` counting a nested `def`, and it is strictly better than the
+0 the rule reported before, which said a file full of callable functions had no public surface at
+all.
+
+## What this is used for
+
+`api` feeds `_calc_api_exposure` and `_calc_documentation` in `signal_processor.py`, both of which
+land in scored risk, and `galaxyscope.py`'s Contextual Baseline Fix converts an imported file's
+uncalled orphans into `api` on top of the rule's own count (see #2731/#2734 for why the conversion
+now subtracts the orphans the rule already declared). A rule that is too narrow reads 0 for a file
+that exposes everything it defines; a rule that is too broad turns a modifier's word frequency into
+scored risk. Both directions are wrong in the same units.
+
+## The audit — all 46 corpus languages
+
+Counts are `api` matches over the **code stream** (comments stripped, exactly what the engine
+scans), on the `language-crucible` corpus at `v1.2.0` and on the `keyword-rosetta` control corpus.
+`a → b` is this change; a single number means the rule was already inside the contract and is
+untouched.
+
+| language | crucible | keyword-rosetta |
+|---|---|---|
+| `abap` | 6 | 0 → 13 |
+| `ada` | 0 | 0 → 13 |
+| `agc_assembly` | 367 → 44 | 4 |
+| `apex` | 0 | 12 |
+| `assembly` | 284 → 281 | 12 |
+| `c` | 8675 → 1141 | 29 → 15 |
+| `cobol` | 1396 → 553 | 10 |
+| `cpp` | 4 | 12 |
+| `csharp` | 387 | 12 |
+| `css` | 3618 | 4 |
+| `dart` | 174 → 149 | 0 → 13 |
+| `dockerfile` | 0 | 4 |
+| `embedded_python` | 123 | 13 |
+| `fortran` | 0 | 13 |
+| `go` | 614 → 438 | 12 |
+| `groovy` | 16 → 12 | 12 |
+| `haskell` | 3 | 4 |
+| `html` | 514 | 5 |
+| `java` | 220 | 12 |
+| `javascript` | 267 | 12 |
+| `jcl` | rule is `None` | n/a |
+| `kotlin` | 17 → 5 | 12 |
+| `livecode` | 607 | 13 |
+| `lua` | 288 → 272 | 13 |
+| `m4` | 242 | 12 |
+| `makefile` | 0 | 13 |
+| `markdown` | rule is `None` | n/a |
+| `matlab` | 0 → 23 | 0 → 13 |
+| `objective-c` | 5 → 13 | 0 |
+| `perl` | 20 → 840 | 0 → 13 |
+| `php` | 1153 → 1146 | 12 |
+| `powershell` | 199 → 154 | 12 |
+| `python` | 4086 | 13 |
+| `ruby` | 0 | 12 |
+| `rust` | 943 | 12 |
+| `scala` | 354 | 13 |
+| `scheme` | 1 | 12 |
+| `shell` | 178 | 12 |
+| `solidity` | 49 | 12 |
+| `sqlite` | 2 | 0 |
+| `swift` | 214 → 212 | 12 |
+| `tcl` | 24 | 12 |
+| `typescript` | 3730 → 3726 | 12 |
+| `yacc` | 0 | 4 |
+| `yaml` | 0 | 4 |
+| `zig` | 3880 | 12 |
+
+### Verdicts, by finding
+
+**Too narrow — the language's own visibility idiom was invisible (7, the issue's table):**
+
+| language | the idiom | what was added |
+|---|---|---|
+| `abap` | `FORM` subroutines and function modules are public by default | `^FORM\|FUNCTION <name>`, line-anchored so `CALL FUNCTION '...'` cannot match |
+| `ada` | a library-level subprogram is its own compilation unit | a `procedure`/`function` at **column 0**; nested (body-local, private) ones are indented |
+| `dart` | a top-level function whose name has no leading `_` | a column-0 return-type + public name + `(` |
+| `matlab` | a function file is callable by name | a column-0 `function` (the fallback family above) |
+| `objective-c` | a method declared in an `@interface` | a `-`/`+` method line terminated by `;` rather than a `{` body |
+| `ruby` | `public :name` (a top-level `def` is private on `Object`) | `public`/`public_class_method` followed by a symbol |
+| `shell` | `export -f name` | the flag run between `export` and the name |
+
+Two more of the same family, from the issue's closing paragraph:
+
+* `yaml` — `workflow_call`, the trigger that makes a workflow callable by another repository, was
+  missing from the trigger set.
+* `perl` — every alternative was a module-level export *list*, and each also lands on a rule that
+  already owns it (`@EXPORT_OK = (...)` is a `state_mutation`; `use Exporter|parent|base` is an
+  `import`), so `api` could only move by moving another planted count with it. A Perl `sub` is
+  package-scoped and callable as `Pkg::name` — public by default, corollary 3.
+
+**Too broad — a token counted where no declaration exists (11):**
+
+| language | what it counted | evidence |
+|---|---|---|
+| `c` | any indented declaration-shaped line, so every body-local declaration and every two-word statement | `return NULL;` alone was 513 crucible matches; 7534 of 8675 were not file-scope declarations |
+| `cobol` | `CALL`/`INVOKE` call sites, plus `END-CALL` via the hyphen boundary | 843 of 1396 |
+| `agc_assembly` | the `EXTEND` opcode | 323 of 367 |
+| `powershell` | `<name>(` at line start — a .NET method call or a statement | 61 of 199, every one a statement; #2656's exclusion set was lowercase against an `re.I` pattern, so `If (`/`Param(` matched anyway |
+| `go` | any line starting with an exported identifier — struct-literal keys, method calls on exported vars | 176 of 614 |
+| `lua` | `function ()`, an anonymous function that declares no name | 16 of 288 |
+| `assembly` | `EXTERN`/`IMPORT`, which import a name rather than publish one | 3 |
+| `dart` | `@pragma(...)`, a compiler hint | 34 of 174 |
+| `java`, `csharp`, `kotlin`, `php`, `groovy`, `swift`, `typescript` | a bare access modifier anywhere in the code stream | `import okhttp3.internal.X` (kotlin), `let package = Package(...)` (swift), `$public` and `'path.public'` (php), `case "public":` (typescript/csharp), prose in a log message (groovy) |
+
+`java` and `csharp` move zero matches on either corpus: real Java and C# put `public` in front of a
+declaration nearly always, so the anchor is a precision guard rather than a recount. That is the
+answer to "why did a real fix produce no diff" for those two — the strict tests
+(`test_java_api_contract_2730`, `test_csharp_api_contract_2730`) hold the guard in place.
+
+**Already inside the contract (23, untouched):** `apex`, `cpp`, `css`, `dockerfile`,
+`embedded_python`, `fortran`, `haskell`, `html`, `javascript`, `jcl` (`None`), `livecode`, `m4`,
+`makefile`, `markdown` (`None`), `python`, `rust`, `scala`, `scheme`, `solidity`, `sqlite`, `tcl`,
+`yacc`, `zig`.
+
+Two of these are worth naming, because they look like violations and are not:
+
+* `cpp` counts `public:` — a section label, so one hit per access section rather than one per
+  member. That is C++'s only file-visible marker short of parsing the class body, and it is
+  under-counting, not over-counting.
+* `rust`/`zig`/`solidity` count a bare `pub`/`export`/`public`/`external`. In all three the token is
+  a reserved word that can *only* introduce a declaration, so it is already anchored by the
+  grammar.
+
+## Adding a language after this
+
+When you write a new language's `api` rule, answer these in order:
+
+1. Does the language have an explicit per-function visibility marker? Anchor it to the declaration
+   it modifies — never `\b<modifier>\b` on its own.
+2. If not, is the language public-by-default? Then match the declaration itself (corollary 3), with
+   the language's private-by-convention prefix excluded if it has one (`_`, in python/lua/perl/dart).
+3. If the language has no per-function concept at all, pick the file-level declaration that exposes
+   the file, add it to the fallback table above, and say so in the rule's comment.
+4. Never match a call site, an import, or a literal that merely mentions the keyword. If a corpus
+   measurement shows the rule firing on one, that is a bug in the rule, not a quirk of the corpus.
diff --git a/gitgalaxy/standards/how_to_add_a_language.md b/gitgalaxy/standards/how_to_add_a_language.md
index 6c4a0a94c..542a0eceb 100644
--- a/gitgalaxy/standards/how_to_add_a_language.md
+++ b/gitgalaxy/standards/how_to_add_a_language.md
@@ -155,7 +155,7 @@ Generate a valid Python dictionary matching this exact structure.
         "high_risk_execution": re.compile(r""), 
         # io: Interaction with the disk, network, or external systems. Includes: File writing/reading, HTTP clients, sockets. EXCLUDES: Logging/printing.
         "io": re.compile(r""), 
-        # api: Code exposed to the outside world. Captures explicit visibility markers (export, public) AND implicit architectural defaults.
+        # api: A DECLARATION THAT MAKES A NAMED FUNCTION OR TYPE VISIBLE OUTSIDE THIS FILE. Anchor an explicit visibility marker (export, public) to the declaration it modifies -- never `\bpublic\b` on its own, which counts the word, not the surface. Where the language is public-by-default, match the declaration itself; where it has no per-function visibility concept, match the file-level declaration that exposes the file and record it in the fallback table. EXCLUDES call sites, imports, and references to an exported name. Full contract, corollaries and the 46-language audit: docs/api_rule_contract.md (#2730).
         "api": re.compile(r""), 
         # state_mutation: Reassignment of variables or modifying collections. Includes: let, mut, volatile, .push(), .set().
         "state_mutation": re.compile(r""), 
diff --git a/gitgalaxy/standards/language_standards/languages/abap.py b/gitgalaxy/standards/language_standards/languages/abap.py
index 2ca712b50..297a7f913 100644
--- a/gitgalaxy/standards/language_standards/languages/abap.py
+++ b/gitgalaxy/standards/language_standards/languages/abap.py
@@ -110,9 +110,19 @@
         # leading \b could only fire when a word char immediately
         # preceded the `@`, never true for how this annotation is
         # actually written. Never matched at all.
+        # BUG FIX #2730 (api contract): every alternative above needs a
+        # CLASS, RFC metadata or a CDS definition, so a classic ABAP report
+        # -- whose public surface is its `FORM` subroutines (callable from
+        # any program via `PERFORM ... IN PROGRAM`) and its function-module
+        # `FUNCTION` blocks -- measured 0. Both are public by default, which
+        # puts ABAP in the same family as python/lua/scala: the declaration
+        # itself IS the visibility marker. Anchored to the start of a line so
+        # `CALL FUNCTION 'RFC_PING'` (a call site, not a declaration) cannot
+        # match. Needs re.M for that anchor (Rule 13).
         "api": re.compile(
-            r"\b(?:REMOTE\s+FUNCTION|DEFINE\s+VIEW|DEFINE\s+SERVICE|EXPOSED|PUBLIC\s+SECTION)\b|@OData\.publish",
-            re.I,
+            r"\b(?:REMOTE\s+FUNCTION|DEFINE\s+VIEW|DEFINE\s+SERVICE|EXPOSED|PUBLIC\s+SECTION)\b|@OData\.publish|"
+            r"^[ \t]*(?:FORM|FUNCTION)[ \t]+[A-Za-z_]",
+            re.M | re.I,
         ),
         # 11. flux: State Mutation. State mutation (The core of ABAP data manipulation).
         "state_mutation": re.compile(
diff --git a/gitgalaxy/standards/language_standards/languages/ada.py b/gitgalaxy/standards/language_standards/languages/ada.py
index 4cf7cbcec..b6663ba82 100644
--- a/gitgalaxy/standards/language_standards/languages/ada.py
+++ b/gitgalaxy/standards/language_standards/languages/ada.py
@@ -152,9 +152,20 @@
         # "package X is new ..." (generic package instantiation, not a
         # spec declaration -- both use negative lookaheads, not an
         # optional group, per Rule 15).
+        # BUG FIX #2730 (api contract): a package spec is a separate `.ads`
+        # compilation unit, so a corpus of `.adb` bodies measured 0 even when
+        # every subprogram in it is a library-level unit. Added the
+        # library-level subprogram declaration: a `procedure`/`function` at
+        # COLUMN 0 is a compilation unit of its own, visible to any unit that
+        # `with`s it, while every nested (package-body-local, therefore
+        # private) subprogram is indented under its enclosing declarative
+        # part. Column-0 anchoring is the same shape go's rule already uses;
+        # `^[ \t]*` here would count the private ones too. Needs re.M
+        # (Rule 13).
         "api": re.compile(
-            r"\bpackage[ \t]+(?!body\b)(?:private[ \t]+)?([A-Za-z_][A-Za-z0-9_.]*)[ \t\n]+is\b(?![ \t\n]*new\b)",
-            re.I,
+            r"\bpackage[ \t]+(?!body\b)(?:private[ \t]+)?([A-Za-z_][A-Za-z0-9_.]*)[ \t\n]+is\b(?![ \t\n]*new\b)|"
+            r"^(?:procedure|function)[ \t]+[A-Za-z_]",
+            re.M | re.I,
         ),
         # state_mutation: Ada's assignment operator `:=` is lexically
         # distinct from `=` (equality) -- no ambiguity to guard against.
diff --git a/gitgalaxy/standards/language_standards/languages/agc_assembly.py b/gitgalaxy/standards/language_standards/languages/agc_assembly.py
index 269dbbcf2..7c7f59378 100644
--- a/gitgalaxy/standards/language_standards/languages/agc_assembly.py
+++ b/gitgalaxy/standards/language_standards/languages/agc_assembly.py
@@ -117,10 +117,16 @@
         "io": re.compile(r"\b(DSKY|CHANNEL|READ|WRITE|V\d+N\d+|OUT\d+|IN\d+)\b", re.I),
         # 10. api (Public Surface Area)
         # Global labels and externally visible entry points.
-        "api": re.compile(
-            r"^[A-Z0-9_-]+\s+EQUALS|^[ \t]*(?:SUBROUTINE|BEXT|EXTEND)\b",
-            re.M | re.I,
-        ),
+        # BUG FIX #2730 (api contract): the second alternative counted
+        # `EXTEND` and `BEXT`, which are AGC *instructions* (the extracode
+        # prefix and a bank-extended branch), not declarations that make a
+        # name visible outside the file -- 323 of the crucible corpus's 367
+        # matches were the bare `EXTEND` opcode. `SUBROUTINE` never fired
+        # at all (0 occurrences corpus-wide). Removed the whole alternative;
+        # `EQUALS` (the erasable/symbol equate that publishes a label) is
+        # AGC assembly's real named-surface declaration and is what
+        # docs/api_rule_contract.md records for this language.
+        "api": re.compile(r"^[A-Z0-9_-]+\s+EQUALS", re.M | re.I),
         # 11. flux (State Mutation)
         # Direct state mutation and register storage.
         "state_mutation": re.compile(
diff --git a/gitgalaxy/standards/language_standards/languages/assembly.py b/gitgalaxy/standards/language_standards/languages/assembly.py
index 7cea13263..dd6ffa713 100644
--- a/gitgalaxy/standards/language_standards/languages/assembly.py
+++ b/gitgalaxy/standards/language_standards/languages/assembly.py
@@ -130,8 +130,14 @@
         ),
         # 10. api (Public Surface Area)
         # Linker-visible global exports.
+        # BUG FIX #2730 (api contract): `EXTERN`/`IMPORT` declare a symbol
+        # defined in *another* translation unit -- they make an outside name
+        # visible HERE, the opposite direction from the contract ("a
+        # declaration that makes a named function or type visible outside
+        # this file"). Dropped; the remaining directives all publish a local
+        # symbol to the linker.
         "api": re.compile(
-            r"^[ \t]*(?:\.global|\.globl|global|EXPORT|PUBLIC|EXTERN|IMPORT)\b",
+            r"^[ \t]*(?:\.global|\.globl|global|EXPORT|PUBLIC)\b",
             re.M | re.I,
         ),
         # 11. flux (State Mutation)
diff --git a/gitgalaxy/standards/language_standards/languages/c.py b/gitgalaxy/standards/language_standards/languages/c.py
index 9117c6a2e..7b4498a2b 100644
--- a/gitgalaxy/standards/language_standards/languages/c.py
+++ b/gitgalaxy/standards/language_standards/languages/c.py
@@ -187,10 +187,25 @@
             # is a word character, never true for the realistic form
             # (whitespace/newline before the return type follows). Pulled
             # both out of the shared boundary group.
+            # BUG FIX #2730 (api contract): the two declaration-shaped
+            # alternatives allowed leading indentation, so every BODY-LOCAL
+            # declaration and every two-word statement counted as public
+            # surface -- `return NULL;` alone was 513 of the crucible
+            # corpus's 8675 matches, with `goto error;`, `int i;` and
+            # `PyObject *value;` behind it; 7534 of the 8675 were not
+            # file-scope declarations at all. (#2734 documented this shape
+            # from the other side, where the span form suppressed all 73
+            # orphans in `ceval.c`.) Anchored to column 0 -- C puts
+            # file-scope declarations there and indents everything inside a
+            # function -- and excluded the statement keywords that can
+            # legitimately start a line. `[ \t\n]` rather than `\s` keeps
+            # the K&R two-line form (`PyObject *\nfoo(void)`) matching, which
+            # is the reason the separator was allowed to span lines at all.
             r"\bextern\b|__declspec\(dllexport\)|"
             r'__attribute__\(\(visibility\("default"\)\)\)|'
-            r"^[ \t]*(?!static\b)[a-zA-Z_]\w*(?:\s*[*&]+\s*|\s+)[a-zA-Z_]\w*(?:\[[^\]]*\])?\s*=?|"
-            r"^[ \t]*[a-zA-Z_]\w*(?:\s*[*&]+\s*|\s+)[a-zA-Z_]\w*\s*\([^)]*\)\s*;",
+            r"^(?!static\b)(?!(?:return|goto|else|case|break|continue|do|while|if|for|switch|sizeof)\b)"
+            r"[a-zA-Z_]\w*(?:[ \t]*[*&]+[ \t\n]*|[ \t\n]+)[a-zA-Z_]\w*(?:\[[^\]\n]*\])?[ \t]*=?|"
+            r"^[a-zA-Z_]\w*(?:[ \t]*[*&]+[ \t]*|[ \t]+)[a-zA-Z_]\w*[ \t]*\([^)\n]*\)[ \t]*;",
             re.M,
         ),
         # 11. flux (State Mutation)
diff --git a/gitgalaxy/standards/language_standards/languages/cobol.py b/gitgalaxy/standards/language_standards/languages/cobol.py
index f5f76d670..36128988d 100644
--- a/gitgalaxy/standards/language_standards/languages/cobol.py
+++ b/gitgalaxy/standards/language_standards/languages/cobol.py
@@ -251,7 +251,14 @@
             re.I,
         ),
         # 10. api: Public Surface Area. Exposed linkage points and external entries.
-        "api": re.compile(r"\b(ENTRY|LINKAGE\s+SECTION|CALL|INVOKE|EXPORT)\b", re.I),
+        # BUG FIX #2730 (api contract): `CALL`/`INVOKE` are call SITES -- a
+        # reference to a name declared elsewhere, not a declaration that
+        # publishes one. They also swept up `END-CALL` (`\b` fires after the
+        # hyphen), which alone was 108 of the crucible corpus's 1396 matches;
+        # 843 of the 1396 came from this pair. `ENTRY` (a secondary entry
+        # point) and `LINKAGE SECTION` (the called program's parameter
+        # contract) are COBOL's real published surface.
+        "api": re.compile(r"\b(ENTRY|LINKAGE\s+SECTION|EXPORT)\b", re.I),
         # 11. flux: State Mutation. State mutation (The core of COBOL data manipulation).
         "state_mutation": re.compile(
             r"\b(MOVE|COMPUTE|ADD|SUBTRACT|MULTIPLY|DIVIDE|SET|INITIALIZE|REPLACE|STRING|UNSTRING)\b",
diff --git a/gitgalaxy/standards/language_standards/languages/csharp.py b/gitgalaxy/standards/language_standards/languages/csharp.py
index 595e2e182..adb7136ed 100644
--- a/gitgalaxy/standards/language_standards/languages/csharp.py
+++ b/gitgalaxy/standards/language_standards/languages/csharp.py
@@ -279,8 +279,28 @@
         ),
         # 10. api (Public Surface Area)
         # Public exposure surface. Explicit visibility + Controller mapping.
+        # BUG FIX #2730 (api contract): a bare `\bpublic|internal\b` counted the
+        # access modifier ANYWHERE in the code stream -- inside a string
+        # literal, a `switch` case, a dotted name -- not only where it
+        # declares something. The alternatives below anchor it to the
+        # declaration it modifies, per docs/api_rule_contract.md ("a
+        # declaration that makes a named function or type visible outside
+        # this file"). Every quantifier is bounded (Rule 5) and the modifier
+        # stepper is `{0,5}`, not `*`, so the `[ \t\n]+`-separated
+        # alternation cannot nest unboundedly (the ReDoS shape swift's `open`
+        # alternative was already written against).
+        # The type slot also accepts a tuple type (`(bool ok, int n)?`) and
+        # the name slot a generic argument list, both of which real Roslyn
+        # source puts between the modifier and the `(`. Measured: 387
+        # crucible matches before, 387 after.
         "api": re.compile(
-            r"\b(public|internal)\b|\[(?:HttpGet|HttpPost|HttpPut|HttpDelete|Route|ApiController|HubMethodName)\]|\bapp\.Map(?:Get|Post|Put|Delete|Group)\b"
+            r"\b(?:public|internal)[ \t\n]+"
+            r"(?:(?:static|virtual|override|abstract|sealed|async|unsafe|partial|new|extern|readonly|const|volatile|required|ref|event|delegate|implicit|explicit|file)[ \t\n]+){0,5}"
+            r"(?:class|interface|struct|record|enum|delegate|event|void\b"
+            r"|(?:\((?:[^()\n]|\([^()\n]*\))*\)\??|[@A-Za-z_][\w.]*(?:[ \t\n]*<(?:[^<>]|<[^<>]*>){0,200}>)?\??(?:\[[ \t\n,]*\])*)"
+            r"[ \t\n]+[@A-Za-z_]\w*(?:[ \t\n]*<(?:[^<>]|<[^<>]*>){0,200}>)?[ \t\n]*[({=;,]"
+            r"|[@A-Za-z_]\w*[ \t\n]*\()"
+            r"|\[(?:HttpGet|HttpPost|HttpPut|HttpDelete|Route|ApiController|HubMethodName)\]|\bapp\.Map(?:Get|Post|Put|Delete|Group)\b"
         ),
         # 11. flux (State Mutation)
         # Mutation of state. EXCLUDES const/readonly (freeze_hits).
diff --git a/gitgalaxy/standards/language_standards/languages/dart.py b/gitgalaxy/standards/language_standards/languages/dart.py
index 26e303009..da1974892 100644
--- a/gitgalaxy/standards/language_standards/languages/dart.py
+++ b/gitgalaxy/standards/language_standards/languages/dart.py
@@ -245,8 +245,25 @@
             re.I,
         ),
         # 10. api: Public Surface Area. Exposed visibility (Lack of _ prefix) and routing decorators.
+        # BUG FIX #2730 (api contract), two halves:
+        #  * `@pragma` is a compiler hint (`@pragma('vm:prefer-inline')`),
+        #    not a visibility marker -- 34 of the crucible corpus's 174
+        #    matches were pragmas. Dropped.
+        #  * Dart's primary public surface is a TOP-LEVEL function whose name
+        #    does not start with `_`, which none of the remaining
+        #    alternatives could see (they count class-like declarations and
+        #    `export` directives), so a library of free functions measured 0.
+        #    Added at column 0: a top-level declaration is unindented, while
+        #    every method and nested function sits inside a body. The leading
+        #    negative lookahead keeps statement and declaration keywords out
+        #    of the return-type slot, and `[A-Za-z]` on the name keeps Dart's
+        #    `_`-prefixed private convention excluded.
         "api": re.compile(
-            r"\b(export|part\s+of)\b|@(Route|Get|Post|Mapping|visibleForTesting|pragma)\b|^[ \t]*(?:class|mixin|enum|extension|typedef)\s+(?![_])[A-Za-z]\w*",
+            r"\b(export|part\s+of)\b|@(Route|Get|Post|Mapping|visibleForTesting)\b|"
+            r"^[ \t]*(?:class|mixin|enum|extension|typedef)\s+(?![_])[A-Za-z]\w*|"
+            r"^(?!(?:import|export|part|library|class|mixin|enum|extension|typedef|abstract|final|const|var|late|external|covariant|static|return|if|for|while|switch|do|try|catch|throw|new|assert|case|default|break|continue|yield|await|async|with|implements|extends|on|in|is|as|super|this|null|true|false)\b)"
+            r"(?:void|[A-Za-z_$][\w$]*(?:<(?:[^<>]|<[^<>]*>){0,100}>)?\??(?:\[\])?)[ \t]+"
+            r"(?:get[ \t]+|set[ \t]+)?[A-Za-z]\w*[ \t]*[(<]",
             re.I | re.M,
         ),
         # 11. flux: State Mutation. State mutation (setState and reactive collection mutators).
diff --git a/gitgalaxy/standards/language_standards/languages/go.py b/gitgalaxy/standards/language_standards/languages/go.py
index 6848d07c8..cd2068bf1 100644
--- a/gitgalaxy/standards/language_standards/languages/go.py
+++ b/gitgalaxy/standards/language_standards/languages/go.py
@@ -145,8 +145,23 @@
         # `DoSomething(`) -- `\b` forces the lookahead to apply at the
         # true word boundary, where backtracking can't produce a
         # second valid stopping point.
+        # BUG FIX #2730 (api contract): the indented alternative only
+        # excluded a following `(`, so any line STARTING with an exported
+        # identifier counted -- a struct-literal field key (`Protocol:
+        # protocol,`), a method call on an exported package var
+        # (`DefaultServeMux.register(...)`). Those are references to an
+        # exported name, not declarations of one; 176 of the crucible
+        # corpus's 614 matches were exactly that. The alternative now
+        # requires what a grouped `var (...)`/`const (...)` member or a
+        # struct field actually looks like -- `Name = value`, `Name Type`, or
+        # a bare embedded type on its own line -- which keeps every real
+        # top-level declaration the #2651 fix was written to preserve
+        # (`\tBurstReplicas = 500`) and drops the references. The optional
+        # `, Name` run needs a literal comma per step, so it cannot backtrack
+        # ambiguously.
         "api": re.compile(
-            r"^func\s+(?:\([^)]*\)[ \t]+)?[A-Z]\w+|^(?:type|var|const)\s+[A-Z]\w+|^[ \t]+\b[A-Z]\w+\b(?!\()",
+            r"^func\s+(?:\([^)]*\)[ \t]+)?[A-Z]\w+|^(?:type|var|const)\s+[A-Z]\w+|"
+            r"^[ \t]+[A-Z]\w*(?:[ \t]*,[ \t]*[A-Z]\w*)*(?:[ \t]*=[^=]|[ \t]+[\w\[\*\.]|[ \t]*$)",
             re.M,
         ),
         # 11. flux (State Mutation)
diff --git a/gitgalaxy/standards/language_standards/languages/groovy.py b/gitgalaxy/standards/language_standards/languages/groovy.py
index e92c9d51d..340e83291 100644
--- a/gitgalaxy/standards/language_standards/languages/groovy.py
+++ b/gitgalaxy/standards/language_standards/languages/groovy.py
@@ -201,8 +201,29 @@
         ),
         # 10. api (Public Surface Area)
         # Groovy classes/methods are implicitly public by default, making the whole file highly exposed.
+        # BUG FIX #2730 (api contract): a bare `\bpublic\b` counted the
+        # access modifier ANYWHERE in the code stream -- inside a string
+        # literal, a `switch` case, a dotted name -- not only where it
+        # declares something. The alternatives below anchor it to the
+        # declaration it modifies, per docs/api_rule_contract.md ("a
+        # declaration that makes a named function or type visible outside
+        # this file"). Every quantifier is bounded (Rule 5) and the modifier
+        # stepper is `{0,5}`, not `*`, so the `[ \t\n]+`-separated
+        # alternation cannot nest unboundedly (the ReDoS shape swift's `open`
+        # alternative was already written against).
+        # Measured: 16 crucible matches before, 12 after -- the four dropped
+        # were prose and string literals ("Could not open the public key
+        # ring.", `accepted-public-api-changes.json`, a `website/public/3.x`
+        # path). Groovy declarations are implicitly public, so this rule's
+        # own docstring still holds: the explicit modifier is the exception,
+        # not the measure.
         "api": re.compile(
-            r"\b(public)\b|@(RestController|Controller|Service|Component|Bean|RequestMapping|GetMapping|PostMapping|PutMapping|DeleteMapping|PatchMapping)\b"
+            r"\bpublic[ \t\n]+"
+            r"(?:(?:static|final|abstract|synchronized|native|strictfp|transient|volatile|@[\w.]+(?:\([^)\n]{0,200}\))?)[ \t\n]+){0,5}"
+            r"(?:class|interface|trait|enum|@interface|void\b|def\b"
+            r"|[A-Za-z_$][\w$.]*(?:[ \t\n]*<(?:[^<>]|<[^<>]*>){0,200}>)?(?:\[[ \t\n]*\])*[ \t\n]+[A-Za-z_$][\w$]*[ \t\n]*[({=;,]"
+            r"|[A-Za-z_$][\w$]*[ \t\n]*\()"
+            r"|@(RestController|Controller|Service|Component|Bean|RequestMapping|GetMapping|PostMapping|PutMapping|DeleteMapping|PatchMapping)\b"
         ),
         # 11. flux (State Mutation)
         # BUG FIX: the trailing bare `=` matched the first `=` of `==`,
diff --git a/gitgalaxy/standards/language_standards/languages/java.py b/gitgalaxy/standards/language_standards/languages/java.py
index e9cfb1297..d6453c726 100644
--- a/gitgalaxy/standards/language_standards/languages/java.py
+++ b/gitgalaxy/standards/language_standards/languages/java.py
@@ -199,8 +199,27 @@
             r"\b(File|InputStream|OutputStream|Reader|Writer|Scanner|Files\.|Path|Socket|RestTemplate|WebClient|RestClient|HttpClient|Connection|ResultSet|Statement|EntityManager|DataSource|Repository)\b"
         ),
         # 10. api (Public Surface Area)
+        # BUG FIX #2730 (api contract): a bare `\bpublic|protected\b` counted the
+        # access modifier ANYWHERE in the code stream -- inside a string
+        # literal, a `switch` case, a dotted name -- not only where it
+        # declares something. The alternatives below anchor it to the
+        # declaration it modifies, per docs/api_rule_contract.md ("a
+        # declaration that makes a named function or type visible outside
+        # this file"). Every quantifier is bounded (Rule 5) and the modifier
+        # stepper is `{0,5}`, not `*`, so the `[ \t\n]+`-separated
+        # alternation cannot nest unboundedly (the ReDoS shape swift's `open`
+        # alternative was already written against).
+        # Measured on the language-crucible corpus: 220 matches before, 220
+        # after -- real Java writes `public` almost only in front of a
+        # declaration, so this is a precision guard, not a recount.
         "api": re.compile(
-            r"\b(public|protected)\b|@(RestController|Controller|Service|Component|Bean|Produces|Consumes|RequestMapping|GetMapping|PostMapping|PutMapping|DeleteMapping|PatchMapping|Endpoint|WebFilter)\b"
+            r"\b(?:public|protected)[ \t\n]+"
+            r"(?:(?:static|final|abstract|synchronized|native|strictfp|default|sealed|non-sealed|transient|volatile|@[\w.]+(?:\([^)\n]{0,200}\))?)[ \t\n]+){0,5}"
+            r"(?:<(?:[^<>]|<[^<>]*>){0,200}>[ \t\n]*)?"
+            r"(?:class|interface|enum|record|@interface|void\b"
+            r"|[A-Za-z_$][\w$.]*(?:[ \t\n]*<(?:[^<>]|<[^<>]*>){0,200}>)?(?:\[[ \t\n]*\])*[ \t\n]+[A-Za-z_$][\w$]*[ \t\n]*[({=;,]"
+            r"|[A-Za-z_$][\w$]*[ \t\n]*\()"
+            r"|@(RestController|Controller|Service|Component|Bean|Produces|Consumes|RequestMapping|GetMapping|PostMapping|PutMapping|DeleteMapping|PatchMapping|Endpoint|WebFilter)\b"
         ),
         # 11. flux (State Mutation)
         # Mutation of state. EXCLUDES final (freeze_hits).
diff --git a/gitgalaxy/standards/language_standards/languages/kotlin.py b/gitgalaxy/standards/language_standards/languages/kotlin.py
index 560b01788..793f31847 100644
--- a/gitgalaxy/standards/language_standards/languages/kotlin.py
+++ b/gitgalaxy/standards/language_standards/languages/kotlin.py
@@ -151,8 +151,26 @@
         ),
         # 10. api (Public Surface Area)
         # Exposed surface. Implicit public/internal defaults + Ktor/Spring routes.
+        # BUG FIX #2730 (api contract): a bare `\bpublic|internal\b` counted the
+        # access modifier ANYWHERE in the code stream -- inside a string
+        # literal, a `switch` case, a dotted name -- not only where it
+        # declares something. The alternatives below anchor it to the
+        # declaration it modifies, per docs/api_rule_contract.md ("a
+        # declaration that makes a named function or type visible outside
+        # this file"). Every quantifier is bounded (Rule 5) and the modifier
+        # stepper is `{0,5}`, not `*`, so the `[ \t\n]+`-separated
+        # alternation cannot nest unboundedly (the ReDoS shape swift's `open`
+        # alternative was already written against).
+        # Kotlin always spells the declaration out with a keyword, so the
+        # anchor is just that keyword set. Measured: 17 crucible matches
+        # before, 5 after -- the 12 dropped were all the package segment in
+        # `import okhttp3.internal.<name>`, i.e. a reference to another
+        # module's internals, the exact opposite of a public declaration.
         "api": re.compile(
-            r"\b(public|internal)\b|@(RestController|Controller|Service|Component|RequestMapping|GetMapping|PostMapping|Route)\b"
+            r"\b(?:public|internal)[ \t\n]+"
+            r"(?:(?:open|abstract|final|override|suspend|inline|tailrec|infix|operator|external|expect|actual|data|sealed|enum|annotation|inner|companion|lateinit|const|value|vararg|@[\w.]+(?:\([^)\n]{0,200}\))?)[ \t\n]+){0,5}"
+            r"(?:class|interface|object|fun|val|var|typealias|constructor)\b"
+            r"|@(RestController|Controller|Service|Component|RequestMapping|GetMapping|PostMapping|Route)\b"
         ),
         # 11. flux (State Mutation)
         # CRITICAL FIX: Added re.M so it scans every line, not just the first line of the file!
diff --git a/gitgalaxy/standards/language_standards/languages/lua.py b/gitgalaxy/standards/language_standards/languages/lua.py
index b691e8b8d..4c3acf84e 100644
--- a/gitgalaxy/standards/language_standards/languages/lua.py
+++ b/gitgalaxy/standards/language_standards/languages/lua.py
@@ -97,8 +97,14 @@
         # 10. api: Public Surface Area. Functions NOT marked local or explicit module returns.
         # BUG FIX #2657: The 'return M' module-export idiom is anchored to column 0 (^return)
         # to avoid false positives on indented function-body returns, which spiked risk_api_exposure.
+        # BUG FIX #2730 (api contract): `[^_]` accepted ANY non-underscore
+        # character, so `function ()` -- an anonymous function, which
+        # declares no name at all -- counted as a public declaration (16 of
+        # the crucible corpus's 288 matches). Requiring a letter keeps the
+        # `_`-prefixed private-by-convention exclusion the class was written
+        # for while demanding a real name.
         "api": re.compile(
-            r"^[ \t]*function\s+[^_][\w.:]*|^return[ \t]+[a-zA-Z_]\w*[ \t]*$|---@public|\bexport\b",
+            r"^[ \t]*function\s+[A-Za-z][\w.:]*|^return[ \t]+[a-zA-Z_]\w*[ \t]*$|---@public|\bexport\b",
             re.M,
         ),
         # 11. flux: State Mutation. State mutation (assignments and table mutators).
diff --git a/gitgalaxy/standards/language_standards/languages/matlab.py b/gitgalaxy/standards/language_standards/languages/matlab.py
index c83720c04..772fe0dc8 100644
--- a/gitgalaxy/standards/language_standards/languages/matlab.py
+++ b/gitgalaxy/standards/language_standards/languages/matlab.py
@@ -119,8 +119,19 @@
         # anywhere in a (possibly multi-attribute) attribute list, while still
         # matching bare `methods` (implicitly public by MATLAB default) and
         # explicit `Access = public`. Bounded to 200 chars per Rule 5.
+        # BUG FIX #2730 (api contract): a MATLAB *function file* has no
+        # visibility syntax at all -- the function it declares is callable by
+        # name from anywhere on the path -- so a corpus of function files
+        # measured 0 against a rule that could only see a `classdef` methods
+        # block. Added the column-0 `function` declaration as MATLAB's
+        # file-level surface (the documented fallback family, see
+        # docs/api_rule_contract.md). Column 0 deliberately: a `function`
+        # inside a `classdef` is indented under its `methods` block and is
+        # already counted by the alternative above, so the two cannot
+        # double-count the same declaration.
         "api": re.compile(
-            r"^[ \t]*methods\b(?![ \t]*\([^)]{0,200}\bAccess[ \t]*=[ \t]*(?:private|protected)\b)",
+            r"^[ \t]*methods\b(?![ \t]*\([^)]{0,200}\bAccess[ \t]*=[ \t]*(?:private|protected)\b)|"
+            r"^function\b",
             re.M | re.I,
         ),
         # flux: Mutation of state via assignment.
diff --git a/gitgalaxy/standards/language_standards/languages/objectivec.py b/gitgalaxy/standards/language_standards/languages/objectivec.py
index d6c526704..077cfccea 100644
--- a/gitgalaxy/standards/language_standards/languages/objectivec.py
+++ b/gitgalaxy/standards/language_standards/languages/objectivec.py
@@ -206,7 +206,19 @@
             r"\b(NSFileHandle|NSFileManager|NSURLSession|NSURLConnection|NSData|NXNetPath|NXSocket|NXStream|NXFile|HTLoad|HyperText|HTGet|socket|connect|send|recv)\b"
         ),
         # 10. api: Public Surface Area. Exposed interface/C-level exports and Interface Builder hooks.
-        "api": re.compile(r"\b(FOUNDATION_EXPORT|UIKIT_EXTERN|OBJC_EXPORT|extern)\b|@(property)\b|IBOutlet|IBAction"),
+        # BUG FIX #2730 (api contract): Objective-C's primary way of making a
+        # method visible outside its file is declaring it in an `@interface`
+        # -- a `-`/`+` method line terminated by `;` rather than a `{` body.
+        # None of the C-level export macros above can see it, so a header's
+        # entire published method list measured 0. The type-cast shape
+        # (`\([ \t]*[A-Za-z_]...\)` then an identifier) is required so a
+        # wrapped arithmetic continuation line (`+ ((slot/10)%3)* 40;`) cannot
+        # match. Needs re.M for the new `^` anchor (Rule 13).
+        "api": re.compile(
+            r"\b(FOUNDATION_EXPORT|UIKIT_EXTERN|OBJC_EXPORT|extern)\b|@(property)\b|IBOutlet|IBAction|"
+            r"^[ \t]*[-+][ \t]*\([ \t]*[A-Za-z_][\w \t*<>,]{0,120}\)[ \t]*[A-Za-z_]\w*[^;{\n]{0,300};",
+            re.M,
+        ),
         # 11. flux: State Mutation. State mutation (Property setters and raw assignments).
         "state_mutation": re.compile(r"\b(?:self\.)?[a-zA-Z_]\w*[ \t]*=|\[self\s+set[A-Z]\w*:|(?:\+\+|--)"),
         # 12. dead_code (Commented Logic / Deprecated Trails) Commented out structural code.
diff --git a/gitgalaxy/standards/language_standards/languages/perl.py b/gitgalaxy/standards/language_standards/languages/perl.py
index c217e8df8..e4b86cb17 100644
--- a/gitgalaxy/standards/language_standards/languages/perl.py
+++ b/gitgalaxy/standards/language_standards/languages/perl.py
@@ -195,8 +195,20 @@
             r"\b(open|close|sysopen|sysread|syswrite|opendir|closedir|DBI->connect|Mojo::UserAgent|HTTP::Tiny|LWP::UserAgent|socket|connect|bind)\b|<[A-Z_0-9]+>|<>"
         ),
         # 10. api: Public Surface Area. Exposed surface area (Exports and modern routing).
+        # BUG FIX #2730 (api contract): every alternative above is a
+        # module-level export *list*, and each one also lands on a rule that
+        # already owns it (`@EXPORT_OK = (...)` is a state_mutation, `use
+        # Exporter|parent|base` an import), so the only way to move `api` was
+        # to move another planted count with it. A Perl `sub` is
+        # package-scoped and callable as `Pkg::name` from anywhere -- public
+        # by default, the same family as python/lua/scala -- so the
+        # declaration itself is the visibility marker. Leading letter
+        # required, which keeps the `_`-prefixed private-by-convention
+        # exclusion python's rule uses. Needs re.M for the `^` (Rule 13).
         "api": re.compile(
-            r'\b(?:get|post|put|del|any|patch)\s+[\'"]/[^\'"]*[\'"]|@(?:EXPORT|EXPORT_OK|EXPORT_TAGS|ISA)\b|use\s+(?:Exporter|parent|base)\b|:\s*(?:reader|writer|param)\b'
+            r'\b(?:get|post|put|del|any|patch)\s+[\'"]/[^\'"]*[\'"]|@(?:EXPORT|EXPORT_OK|EXPORT_TAGS|ISA)\b|use\s+(?:Exporter|parent|base)\b|:\s*(?:reader|writer|param)\b|'
+            r"^[ \t]*sub[ \t]+[A-Za-z]\w*",
+            re.M,
         ),
         # 11. flux: State Mutation. State mutation (assignments, array mutators, substitutions).
         # UPDATED: Removed '.=' and '=~' / '!~' to prevent massive string-builder false positives.
diff --git a/gitgalaxy/standards/language_standards/languages/php.py b/gitgalaxy/standards/language_standards/languages/php.py
index 3d05f1fed..182841da4 100644
--- a/gitgalaxy/standards/language_standards/languages/php.py
+++ b/gitgalaxy/standards/language_standards/languages/php.py
@@ -132,7 +132,26 @@
         ),
         # 10. api (Public Surface Area)
         # Exposed surface. Explicit public markers + attribute routes.
-        "api": re.compile(r"\b(public)\b|#\[(?:ApiResource|Route|Get|Post|Put|Delete|Patch)[^\]]*\]"),
+        # BUG FIX #2730 (api contract): a bare `\bpublic\b` counted the
+        # access modifier ANYWHERE in the code stream -- inside a string
+        # literal, a `switch` case, a dotted name -- not only where it
+        # declares something. The alternatives below anchor it to the
+        # declaration it modifies, per docs/api_rule_contract.md ("a
+        # declaration that makes a named function or type visible outside
+        # this file"). Every quantifier is bounded (Rule 5) and the modifier
+        # stepper is `{0,5}`, not `*`, so the `[ \t\n]+`-separated
+        # alternation cannot nest unboundedly (the ReDoS shape swift's `open`
+        # alternative was already written against).
+        # PHP always follows the modifier with `function`, `const`, a `$`
+        # property (optionally typed), or another modifier. Measured: 1153
+        # crucible matches before, 1146 after -- the seven dropped were a
+        # `$public` variable, a `'path.public'` container key and a
+        # `->public` property read.
+        "api": re.compile(
+            r"\bpublic[ \t\n]+(?:(?:static|final|abstract|readonly)[ \t\n]+){0,4}"
+            r"(?:function\b|const\b|\$[a-zA-Z_]|\??[\\A-Za-z_][\w\\|]*[ \t\n]+\$[a-zA-Z_])"
+            r"|#\[(?:ApiResource|Route|Get|Post|Put|Delete|Patch)[^\]]*\]"
+        ),
         # 11. flux (State Mutation)
         # Mutation of state. Variable reassignments and array mutators.
         # QUADRATIC BLOWUP FIX: the optional `(?:\w+)?` before the
diff --git a/gitgalaxy/standards/language_standards/languages/powershell.py b/gitgalaxy/standards/language_standards/languages/powershell.py
index 3d73d6c6c..531924034 100644
--- a/gitgalaxy/standards/language_standards/languages/powershell.py
+++ b/gitgalaxy/standards/language_standards/languages/powershell.py
@@ -169,10 +169,19 @@
         # BUG FIX: Issue #2656. The bare-identifier alternative lacked the keyword-exclusion
         # negative lookahead that func_start and args carry, causing 'param(', 'if (',
         # and 'switch (' lines to miscount as API surface. Added the exclusion set.
-        "api": re.compile(
-            r"\b(Export-ModuleMember|New-Alias|CmdletBinding)\b|^[ \t]*(?!hidden\s+)(?!(?:if|elseif|switch|while|for|foreach|until|trap|catch|param)\b)[a-zA-Z_]\w*\s*\(",
-            re.I | re.M,
-        ),
+        # BUG FIX #2730 (api contract): the bare-identifier alternative
+        # matched `<name>(` at the start of a line, which in PowerShell is a
+        # .NET method CALL or a control-flow statement -- a reference, never
+        # a declaration (a PowerShell function is declared `function Name`,
+        # a class method `[type] Name(`). #2656's keyword exclusion could not
+        # fix that, and could not even hold the line it was written for: the
+        # exclusion set is lowercase while the pattern is `re.I`, so `If (`
+        # and `Param(` matched anyway. All 61 of its crucible matches were
+        # statements (`return (`, `throw (`, `Param(`, `If (`). Removed;
+        # PowerShell's real published surface is `Export-ModuleMember` (and
+        # the `New-Alias`/`CmdletBinding` markers), which the first
+        # alternative already owns.
+        "api": re.compile(r"\b(Export-ModuleMember|New-Alias|CmdletBinding)\b", re.I),
         # 11. flux (State Mutation)
         # Mutation of state. Captures assignments, scoped variables, array indexing, and anchored increments.
         "state_mutation": re.compile(
diff --git a/gitgalaxy/standards/language_standards/languages/ruby.py b/gitgalaxy/standards/language_standards/languages/ruby.py
index 33da369ca..ad5c3604a 100644
--- a/gitgalaxy/standards/language_standards/languages/ruby.py
+++ b/gitgalaxy/standards/language_standards/languages/ruby.py
@@ -128,8 +128,15 @@
         ),
         # 10. api (Public Surface Area)
         # Implicit public defaults (undercased defs) + explicit module functions.
+        # BUG FIX #2730 (api contract): a top-level `def` in Ruby becomes a
+        # PRIVATE method on Object, so the declaration alone publishes
+        # nothing; the idiom that publishes one by name is `public :name`
+        # (and `public_class_method :name` for singleton methods). Neither
+        # was reachable -- `module_function` was the only per-method export
+        # form the rule could see.
         "api": re.compile(
-            r'\b(module_function)\b|^[ \t]*(?:get|post|put|patch|delete|resources?)\s+[:\'"]',
+            r'\b(module_function)\b|^[ \t]*(?:get|post|put|patch|delete|resources?)\s+[:\'"]|'
+            r'^[ \t]*public(?:_class_method)?[ \t]+[:&\'"]',
             re.M,
         ),
         # 11. flux (State Mutation)
diff --git a/gitgalaxy/standards/language_standards/languages/shell.py b/gitgalaxy/standards/language_standards/languages/shell.py
index 13ccc9a35..e82e54329 100644
--- a/gitgalaxy/standards/language_standards/languages/shell.py
+++ b/gitgalaxy/standards/language_standards/languages/shell.py
@@ -149,7 +149,14 @@
         "io": re.compile(r">|>>|<|\|(?:&)?|\b(curl|wget|nc|ssh|scp|ftp|rsync|cat|tail|grep|find|xargs|jq)\b"),
         # 10. api (Public Surface Area)
         # Exported variables and identifiers modifying the global environment.
-        "api": re.compile(r"^[ \t]*export\s+[a-zA-Z_]\w*", re.M),
+        # BUG FIX #2730 (api contract): the way a shell script makes a
+        # FUNCTION visible to its children is `export -f name`; the old
+        # pattern demanded a bare identifier straight after `export`, so the
+        # `-f` form (and every other flag spelling) never matched and the
+        # rule could only ever see exported variables. The flag run is
+        # bounded to one token each so it cannot chew through an argument
+        # list.
+        "api": re.compile(r"^[ \t]*export[ \t]+(?:-[a-zA-Z]+[ \t]+)*[a-zA-Z_]\w*", re.M),
         # 11. flux (State Mutation)
         # Mutation of state via assignment or arithmetic.
         # QUADRATIC BLOWUP FIX: the arithmetic-expansion branch's two
diff --git a/gitgalaxy/standards/language_standards/languages/swift.py b/gitgalaxy/standards/language_standards/languages/swift.py
index 1aed3de61..c768d5268 100644
--- a/gitgalaxy/standards/language_standards/languages/swift.py
+++ b/gitgalaxy/standards/language_standards/languages/swift.py
@@ -151,12 +151,20 @@
         # modifier and declaration lists on purpose; backtracking resolves it. The
         # stepper is `{0,4}` not `*` -- an unbounded nested quantifier over a
         # `[ \t]+`-separated alternation is a ReDoS shape (see
-        # test_swift_api_open_redos_immunity). `public`/`package` are untouched.
+        # test_swift_api_open_redos_immunity).
+        # BUG FIX #2730 (api contract): `public`/`package` were the two
+        # alternatives this rule did NOT anchor, so they counted the bare
+        # token anywhere -- including `let package = Package(...)` in a
+        # SwiftPM manifest and the word inside a diagnostic string. Folded
+        # into `open`'s alternative, which was already written to exactly the
+        # contract's shape (a modifier followed by the declaration it
+        # modifies); `typealias`/`associatedtype`/`case`/`operator`/
+        # `precedencegroup` join the declaration set, all of which take an
+        # access modifier in Swift.
         "api": re.compile(
-            r"\b(?:public|package)\b"
-            r"|\bopen\b[ \t]+"
+            r"\b(?:public|package|open)\b[ \t]+"
             r"(?:(?:final|override|weak|unowned|lazy|static|class|mutating|nonmutating|convenience|required|dynamic|indirect|(?:private|internal|fileprivate|public)\(set\))[ \t]+){0,4}"
-            r"(?:class|func|var|let|subscript|init\??|actor|struct|enum|protocol|extension)\b"
+            r"(?:class|func|var|let|subscript|init\??|actor|struct|enum|protocol|extension|typealias|associatedtype|case|operator|precedencegroup)\b"
             r"|@usableFromInline|@objc|@objcMembers|@_exported|@IBAction|@IBOutlet|@Published"
         ),
         # 11. flux (State Mutation)
diff --git a/gitgalaxy/standards/language_standards/languages/typescript.py b/gitgalaxy/standards/language_standards/languages/typescript.py
index 42c497dd3..36c485b5a 100644
--- a/gitgalaxy/standards/language_standards/languages/typescript.py
+++ b/gitgalaxy/standards/language_standards/languages/typescript.py
@@ -494,8 +494,27 @@
         ),
         # 10. api (Public Surface Area)
         # Captures explicit exports and public visibility.
+        # BUG FIX #2730 (api contract): a bare `\bexport|public|module.exports|exports.\b` counted the
+        # access modifier ANYWHERE in the code stream -- inside a string
+        # literal, a `switch` case, a dotted name -- not only where it
+        # declares something. The alternatives below anchor it to the
+        # declaration it modifies, per docs/api_rule_contract.md ("a
+        # declaration that makes a named function or type visible outside
+        # this file"). Every quantifier is bounded (Rule 5) and the modifier
+        # stepper is `{0,5}`, not `*`, so the `[ \t\n]+`-separated
+        # alternation cannot nest unboundedly (the ReDoS shape swift's `open`
+        # alternative was already written against).
+        # `export` stays bare -- it is a declaration keyword in its own
+        # right and cannot appear anywhere else -- while `public` (a class
+        # member / parameter-property modifier, and a legal property name)
+        # gets the anchor. Measured: 3730 crucible matches before, 3726
+        # after; the four dropped were the string `"public"` and a
+        # `case "public":` in a compiler that parses the keyword.
         "api": re.compile(
-            r"\b(export|public|module\.exports|exports\.)\b|@(Controller|Resolver|Get|Post|Put|Delete)\b"
+            r"\b(?:export|module\.exports|exports\.)\b"
+            r"|\bpublic[ \t\n]+(?:(?:static|readonly|abstract|override|async)[ \t\n]+){0,4}"
+            r"(?:get\b|set\b|[A-Za-z_$#][\w$]*[ \t\n]*[(:?<=;,])"
+            r"|@(Controller|Resolver|Get|Post|Put|Delete)\b"
         ),
         # 11. flux (State Mutation)
         # Mutation of state. EXCLUDES const (freeze_hits).
diff --git a/gitgalaxy/standards/language_standards/languages/yaml.py b/gitgalaxy/standards/language_standards/languages/yaml.py
index e91ec0854..5eb7c9f5e 100644
--- a/gitgalaxy/standards/language_standards/languages/yaml.py
+++ b/gitgalaxy/standards/language_standards/languages/yaml.py
@@ -79,7 +79,11 @@
         ),
         # Webhook/Workflow triggers
         "api": re.compile(
-            r"^[ \t]*on:[ \t]*(?:#.*)?\n(?:[ \t]*(?:#.*)?\n){0,10}[ \t]+(?:push|pull_request|workflow_dispatch|issues):",
+            # BUG FIX #2730 (api contract): `workflow_call` -- the trigger that
+            # makes a workflow callable BY ANOTHER REPOSITORY, i.e. the only
+            # one of these that is literally a published interface -- was
+            # missing from the trigger set.
+            r"^[ \t]*on:[ \t]*(?:#.*)?\n(?:[ \t]*(?:#.*)?\n){0,10}[ \t]+(?:push|pull_request|workflow_dispatch|workflow_call|issues):",
             re.M | re.I,
         ),
         "state_mutation": re.compile(
diff --git a/tests/extraction/languages/test_abap_strict.py b/tests/extraction/languages/test_abap_strict.py
index 7e6a557f6..5424eba7b 100644
--- a/tests/extraction/languages/test_abap_strict.py
+++ b/tests/extraction/languages/test_abap_strict.py
@@ -407,3 +407,28 @@ def test_abap_redos_immunity_sweep():
     assert ABAP_RULES["func_start"].search("METHOD do_thing.")
     assert ABAP_RULES["class_start"].search("CLASS zcl_foo DEFINITION.")
     assert ABAP_RULES["concurrency"].search("CALL FUNCTION 'ENQUEUE_FOO'.")
+
+
+def test_abap_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    FORM subroutines and function modules are public by default and were
+    invisible to a rule that needed a CLASS, RFC metadata or a CDS definition.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = ABAP_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('FORM probe_globals CHANGING cv_env.'), 'FORM subroutine (public by default)'
+    assert api.search('FUNCTION z_get_flight.'), 'function module'
+    assert api.search('PUBLIC SECTION.'), 'class public section (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search("  CALL FUNCTION 'RFC_PING'."), 'CALL FUNCTION is a call site'
diff --git a/tests/extraction/languages/test_ada_strict.py b/tests/extraction/languages/test_ada_strict.py
index 446b9bfc2..d767441fc 100644
--- a/tests/extraction/languages/test_ada_strict.py
+++ b/tests/extraction/languages/test_ada_strict.py
@@ -467,3 +467,30 @@ def test_ada_argument_fallback_does_not_regress_space_separated_languages():
     assert count("foo:bar baz:qux") == 2
     assert count("") == 0
     assert count("self") == 1
+
+
+def test_ada_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A subprogram declared at column 0 is a library-level compilation unit,
+    visible to anything that `with`s it; the old rule could only see a package
+    spec, which lives in a separate `.ads` file.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = ADA_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('procedure Probe_Globals (Env : Integer) is'), 'library-level procedure'
+    assert api.search('function Compute (X : Integer) return Integer is'), 'library-level function'
+    assert api.search('package Foo is'), 'package spec (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('   procedure Helper (X : Integer) is'), 'nested (body-local) procedure'
+    assert not api.search('package body Foo is'), 'package body'
diff --git a/tests/extraction/languages/test_agc_assembly_strict.py b/tests/extraction/languages/test_agc_assembly_strict.py
index fc22a1f16..5986a27cd 100644
--- a/tests/extraction/languages/test_agc_assembly_strict.py
+++ b/tests/extraction/languages/test_agc_assembly_strict.py
@@ -245,3 +245,27 @@ def test_agc_assembly_ambiguity_doc_vs_ownership_author_no_collision():
     assert not AGC_RULES["doc"].search(header)
     m = AGC_RULES["ownership"].search(header)
     assert m and m.group(1) == "Jane Doe"
+
+
+def test_agc_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    `EXTEND`/`BEXT` are AGC instructions, not declarations -- 323 of the
+    crucible corpus's 367 matches were the bare `EXTEND` opcode.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = AGC_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('SBIT1\t\tEQUALS\tBIT1'), 'EQUALS symbol equate'
+
+    # Not declarations -- must not match.
+    assert not api.search('\tEXTEND'), 'EXTEND is an instruction'
+    assert not api.search('EXTEND'), 'EXTEND at column 0'
diff --git a/tests/extraction/languages/test_assembly_strict.py b/tests/extraction/languages/test_assembly_strict.py
index 296d74ab8..991228b4e 100644
--- a/tests/extraction/languages/test_assembly_strict.py
+++ b/tests/extraction/languages/test_assembly_strict.py
@@ -394,3 +394,28 @@ def test_assembly_redos_immunity_sweep():
     assert ASM_RULES["func_start"].search("myFunc:\n\tret")
     assert ASM_RULES["api"].search("\tglobal main")
     assert ASM_RULES["encapsulation"].search("\t.local myVar")
+
+
+def test_assembly_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    `EXTERN`/`IMPORT` declare a name defined ELSEWHERE -- the opposite
+    direction from the contract.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = ASM_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('\t.globl\tmain'), 'GAS .globl'
+    assert api.search('GLOBAL _greet:function'), 'NASM GLOBAL'
+
+    # Not declarations -- must not match.
+    assert not api.search('EXTERN _printf'), 'EXTERN imports a name'
+    assert not api.search('\tIMPORT foo'), 'IMPORT imports a name'
diff --git a/tests/extraction/languages/test_c_strict.py b/tests/extraction/languages/test_c_strict.py
index ec99352f8..df7dd097b 100644
--- a/tests/extraction/languages/test_c_strict.py
+++ b/tests/extraction/languages/test_c_strict.py
@@ -481,3 +481,37 @@ def test_c_doc_block_redos_immune_regression():
     """#2672 ReDoS probes: unterminated `/**` and a very long unterminated `///` line must fail closed quickly."""
     assert_redos_immune(C_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
     assert_redos_immune(C_RULES["doc"], "///" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_c_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    The declaration-shaped alternatives allowed indentation, so body-local
+    declarations and two-word statements counted: 7534 of the crucible corpus's
+    8675 matches were not file-scope declarations at all.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = C_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('int main(int argc, char **argv)'), 'file-scope definition'
+    assert api.search('PyObject *\nfoo(void)'), 'K&R two-line return type'
+    assert api.search('void write_rtf_header(NXStream *s);'), 'file-scope prototype'
+    assert api.search('extern int errno;'), 'extern declaration (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('    return NULL;'), 'indented return statement'
+    assert not api.search('return NULL;'), 'column-0 return statement'
+    assert not api.search('\tgoto error;'), 'indented goto'
+    assert not api.search('    PyObject *value;'), 'body-local declaration'
+    assert not api.search('static int helper(void)'), 'static definition'
+
+    # ReDoS detonation on an unterminated declaration-shaped run.
+    assert_redos_immune(api, "a" * 40000 + " " + "*" * 40000, timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_cobol_strict.py b/tests/extraction/languages/test_cobol_strict.py
index 2ed6143fc..91de7a584 100644
--- a/tests/extraction/languages/test_cobol_strict.py
+++ b/tests/extraction/languages/test_cobol_strict.py
@@ -463,3 +463,28 @@ def test_cobol_doc_planted_construct_counts_once_regression():
     assert len(doc.findall(corpus_shaped)) == 2
 
     assert_redos_immune(doc, "      *> @author" + " " * 200000, timeout_sec=3.0)
+
+
+def test_cobol_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    `CALL`/`INVOKE` are call sites, not declarations, and swept up
+    `END-CALL` as well (108 crucible matches on their own).
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = COBOL_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search("       ENTRY 'SUBPROG'."), 'secondary entry point'
+    assert api.search('       LINKAGE SECTION.'), 'linkage section'
+
+    # Not declarations -- must not match.
+    assert not api.search('           END-CALL.'), 'END-CALL scope terminator'
+    assert not api.search("           CALL 'CEE3ABD'."), 'CALL is a call site'
diff --git a/tests/extraction/languages/test_csharp_strict.py b/tests/extraction/languages/test_csharp_strict.py
index d0b790743..7d3921000 100644
--- a/tests/extraction/languages/test_csharp_strict.py
+++ b/tests/extraction/languages/test_csharp_strict.py
@@ -677,3 +677,33 @@ def test_csharp_doc_line_marker_swallows_line_regression():
 def test_csharp_doc_line_marker_redos_immune_regression():
     """#2672 ReDoS probe: a very long unterminated `///` line must fail closed quickly, not hang."""
     assert_redos_immune(CSHARP_RULES["doc"], "///" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_csharp_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A bare `public`/`internal` counted the modifier anywhere in the code
+    stream, including inside a string literal and a `switch` case.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = CSHARP_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('public static SyntaxTree ParseText('), 'public static method'
+    assert api.search('public sealed partial class CSharpCompilation : Compilation'), 'public class'
+    assert api.search('internal (bool ok, int n)? TryGet(SimpleNameSyntax x)'), 'tuple return type'
+    assert api.search('internal TNode ParseWithStackGuard<TNode>(Func<int> f)'), 'generic method name'
+
+    # Not declarations -- must not match.
+    assert not api.search('case "public":'), 'keyword in a switch case'
+    assert not api.search('return "public";'), 'keyword in a string literal'
+
+    # ReDoS detonation on a modifier run that never reaches a declaration.
+    assert_redos_immune(api, "public " + "static " * 20000 + "@", timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_dart_strict.py b/tests/extraction/languages/test_dart_strict.py
index 1d0982dc1..0445d55bb 100644
--- a/tests/extraction/languages/test_dart_strict.py
+++ b/tests/extraction/languages/test_dart_strict.py
@@ -411,3 +411,34 @@ def test_dart_doc_block_redos_immune_regression():
     """#2672 ReDoS probes: unterminated `/**` and a very long unterminated `///` line must fail closed quickly."""
     assert_redos_immune(DART_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
     assert_redos_immune(DART_RULES["doc"], "///" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_dart_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    `@pragma` is a compiler hint, not a visibility marker, and Dart's real
+    public surface -- a top-level function without a leading underscore -- was
+    invisible.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = DART_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('int probeGlobals(int env) {'), 'top-level public function'
+    assert api.search('Future<void> main() async {'), 'generic return type'
+    assert api.search("export 'src/foo.dart';"), 'export directive (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search("@pragma('vm:prefer-inline')"), 'compiler pragma'
+    assert not api.search('  int helper(int x) {'), 'indented method'
+    assert not api.search('int _private(int x) {'), 'underscore-private top-level function'
+
+    # ReDoS detonation on an unclosed generic argument list.
+    assert_redos_immune(api, "int " + "<" * 40000, timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_go_strict.py b/tests/extraction/languages/test_go_strict.py
index 71b56885a..3a72aa72c 100644
--- a/tests/extraction/languages/test_go_strict.py
+++ b/tests/extraction/languages/test_go_strict.py
@@ -212,6 +212,16 @@ def test_go_api_and_encapsulation_column_zero_and_keyword_regression():
        `\\b` before that final lookahead, since plain greedy `\\w+`
        backtracking can otherwise dodge the `(?!\\()` check by matching one
        character short of the true identifier end.
+    4. #2730 (api contract): excluding a following `(` was not enough --
+       ANY line starting with an exported identifier counted, so a
+       struct-literal field key (`Group: "apps",`) and a method call on an
+       exported package var (`DefaultServeMux.register(...)`) both scored as
+       public surface. Those are references to an exported name, not
+       declarations of one. The indented alternative now requires what a
+       grouped `var`/`const` member or a struct field actually looks like
+       (`Name = value`, `Name Type`, or a bare embedded type alone on its
+       line), which is why the struct-literal assertion below is now
+       negative.
     """
     api = GO_RULES["api"]
     encap = GO_RULES["encapsulation"]
@@ -238,7 +248,23 @@ def test_go_api_and_encapsulation_column_zero_and_keyword_regression():
     assert not encap.search("\tBurstReplicas = 500")
     assert encap.search("\tenableFoo = true"), "encapsulation failed on an indented grouped-var member"
     assert not api.search("\tenableFoo = true")
-    assert api.search('\t\tGroup:    "apps",'), "api failed on an indented struct-literal field"
+    # Struct TYPE fields and embedded types are declarations -- they stay.
+    assert api.search("\tName string"), "api failed on an indented exported struct field"
+    assert api.search("\tItems []Thing"), "api failed on an indented exported slice field"
+    assert api.search("\tMaxSize, MinSize int"), "api failed on a multi-name field declaration"
+    assert api.search("\tReader"), "api failed on a bare embedded exported type"
+
+    # #2730: references to an exported name are not declarations.
+    assert not api.search('\t\tGroup:    "apps",'), "api counted a struct-literal field key"
+    assert not api.search("\tDefaultServeMux.register(pattern, handler)"), (
+        "api counted a method call on an exported package var"
+    )
+    assert not api.search("\tAlpha,"), "api counted a composite-literal element"
+
+    # The new multi-name run (`Name, Name, ... Type`) repeats an alternation
+    # that needs a literal comma per step, so it cannot backtrack ambiguously.
+    # Detonated on a run that never reaches a type or an `=`.
+    assert_redos_immune(api, "\tA" + ", A" * 40000, timeout_sec=3.0)
 
 
 def test_go_closures_redos_immunity_and_bare_return_type():
diff --git a/tests/extraction/languages/test_groovy_strict.py b/tests/extraction/languages/test_groovy_strict.py
index a6b007965..34e289b58 100644
--- a/tests/extraction/languages/test_groovy_strict.py
+++ b/tests/extraction/languages/test_groovy_strict.py
@@ -862,3 +862,28 @@ def test_groovy_doc_bare_tag_outside_block_still_counts_regression():
 def test_groovy_doc_block_redos_immune_regression():
     """#2672 ReDoS probe: an unterminated `/**` must fail closed quickly, not hang."""
     assert_redos_immune(GROOVY_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_groovy_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A bare `public` counted the word in prose and string literals.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = GROOVY_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('public static void setText(Element e, String v) {'), 'public method'
+
+    # Not declarations -- must not match.
+    assert not api.search('log.warn("Could not open the public key ring.")'), 'keyword in a string'
+
+    # ReDoS detonation on a modifier run that never reaches a declaration.
+    assert_redos_immune(api, "public " + "static " * 20000 + "@", timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_java_strict.py b/tests/extraction/languages/test_java_strict.py
index 73597b9db..57bd81a13 100644
--- a/tests/extraction/languages/test_java_strict.py
+++ b/tests/extraction/languages/test_java_strict.py
@@ -385,3 +385,34 @@ def test_java_doc_bare_tag_outside_block_still_counts_regression():
 def test_java_doc_block_redos_immune_regression():
     """#2672 ReDoS probe: an unterminated `/**` must fail closed quickly, not hang."""
     assert_redos_immune(JAVA_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_java_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A bare `public`/`protected` counted the modifier anywhere in the code
+    stream, not only where it declares something.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = JAVA_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('public void setResourceLoader(ResourceLoader r) {'), 'public method'
+    assert api.search('public @Nullable String getName() {'), 'annotated return type'
+    assert api.search('protected abstract Long processUptime();'), 'abstract method'
+    assert api.search('public Binder(Iterable<ConfigurationPropertySource> sources) {'), 'constructor'
+    assert api.search('public static void main(String[] args) throws Exception {'), 'main'
+
+    # Not declarations -- must not match.
+    assert not api.search('String mode = "public";'), 'keyword in a string literal'
+    assert not api.search('case "public":'), 'keyword in a switch case'
+
+    # ReDoS detonation on a modifier run that never reaches a declaration.
+    assert_redos_immune(api, "public " + "static " * 20000 + "@", timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_kotlin_strict.py b/tests/extraction/languages/test_kotlin_strict.py
index 3bafacae2..7c84318fb 100644
--- a/tests/extraction/languages/test_kotlin_strict.py
+++ b/tests/extraction/languages/test_kotlin_strict.py
@@ -372,3 +372,31 @@ def test_kotlin_doc_bare_tag_outside_block_still_counts_regression():
 def test_kotlin_doc_block_redos_immune_regression():
     """#2672 ReDoS probe: an unterminated `/**` must fail closed quickly, not hang."""
     assert_redos_immune(KOTLIN_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_kotlin_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A bare `internal` matched the package segment of
+    `import okhttp3.internal.<name>` -- a reference to another module's
+    internals, the exact opposite of a public declaration.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = KOTLIN_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('public override fun clone(): Call'), 'public override fun'
+    assert api.search('internal val lock = Any()'), 'internal val'
+
+    # Not declarations -- must not match.
+    assert not api.search('import okhttp3.internal.CONST_VERSION'), '`internal` inside an import path'
+
+    # ReDoS detonation on a modifier run that never reaches a declaration.
+    assert_redos_immune(api, "public " + "open " * 20000 + "@", timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_lua_strict.py b/tests/extraction/languages/test_lua_strict.py
index 98d3b6861..76e8b0f4f 100644
--- a/tests/extraction/languages/test_lua_strict.py
+++ b/tests/extraction/languages/test_lua_strict.py
@@ -259,3 +259,27 @@ def test_lua_safety_bypasses_globals_and_cleanup_ownership_regression():
     assert safety_bypasses.search("debug.getinfo(1)"), "debug.* must still count as safety_bypasses"
     assert safety_bypasses.search("getfenv(1)"), "getfenv must still count as safety_bypasses"
     assert safety_bypasses.search("setfenv(1, t)"), "setfenv must still count as safety_bypasses"
+
+
+def test_lua_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    `[^_]` accepted any non-underscore character, so `function ()` -- an
+    anonymous function, which declares no name -- counted.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = LUA_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('function Writer(doc, opts)'), 'named global function'
+
+    # Not declarations -- must not match.
+    assert not api.search('function ()'), 'anonymous function'
+    assert not api.search('local function helper()'), 'local function'
diff --git a/tests/extraction/languages/test_matlab_strict.py b/tests/extraction/languages/test_matlab_strict.py
index 81a9a2d05..a94d3ee25 100644
--- a/tests/extraction/languages/test_matlab_strict.py
+++ b/tests/extraction/languages/test_matlab_strict.py
@@ -664,3 +664,27 @@ def test_matlab_return_channel_scan_is_linear_on_pathological_input():
         start = time.perf_counter()
         d.coding_analysis([("matlab", payload, 0)])
         assert time.perf_counter() - start < 10.0, "return-channel scan went superlinear"
+
+
+def test_matlab_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A MATLAB function file has no visibility syntax; the rule could only see
+    a `classdef` methods block, so a corpus of function files measured 0.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = MATLAB_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('function out = probe_globals(env)'), 'column-0 function file entry'
+    assert api.search('    methods'), 'public methods block (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('        function y = helper(x)'), 'indented classdef method'
diff --git a/tests/extraction/languages/test_objectivec_strict.py b/tests/extraction/languages/test_objectivec_strict.py
index 2eb4b00a6..91df486d8 100644
--- a/tests/extraction/languages/test_objectivec_strict.py
+++ b/tests/extraction/languages/test_objectivec_strict.py
@@ -317,3 +317,32 @@ def test_objectivec_doc_block_redos_immune_regression():
     assert_redos_immune(OBJC_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
     assert_redos_immune(OBJC_RULES["doc"], "/*!" + "x" * 200000, timeout_sec=3.0)
     assert_redos_immune(OBJC_RULES["doc"], "///" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_objectivec_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A method declared in an `@interface` -- Objective-C's primary public
+    surface -- was invisible to the C-level export macros.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = OBJC_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('- (void) linkTo:(Anchor *)destination;'), '@interface method declaration'
+    assert api.search('+ (BOOL) follow;'), 'class method declaration'
+    assert api.search('extern int HTAccMgr;'), 'extern declaration (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('+ ((slotNumber/10)%3)* 40;'), 'wrapped arithmetic continuation'
+    assert not api.search('- (void) doWork {'), '@implementation method body'
+
+    # ReDoS detonation on an unclosed method type cast.
+    assert_redos_immune(api, "- (" + "a " * 40000, timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_perl_strict.py b/tests/extraction/languages/test_perl_strict.py
index 80ff8d9ae..e842107b3 100644
--- a/tests/extraction/languages/test_perl_strict.py
+++ b/tests/extraction/languages/test_perl_strict.py
@@ -594,3 +594,28 @@ def test_perl_doc_unterminated_opener_still_counts_regression():
 def test_perl_doc_pod_block_redos_immune_regression():
     """#2672 ReDoS probe: an unterminated `=pod` must fail closed quickly, not hang."""
     assert_redos_immune(PERL_RULES["doc"], "=pod\n" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_perl_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    Every alternative was a module-level export list that also lands on a
+    rule which already owns it, so `api` could only move by moving another
+    planted count. A Perl `sub` is package-public by default.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = PERL_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('sub probe_globals {'), 'package-public sub'
+    assert api.search('@EXPORT_OK = qw(foo);'), 'export list (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('sub _private_helper {'), 'underscore-private sub'
diff --git a/tests/extraction/languages/test_php_strict.py b/tests/extraction/languages/test_php_strict.py
index 965723cf9..478675ad1 100644
--- a/tests/extraction/languages/test_php_strict.py
+++ b/tests/extraction/languages/test_php_strict.py
@@ -417,3 +417,32 @@ def test_php_doc_bare_tag_outside_block_still_counts_regression():
 def test_php_doc_block_redos_immune_regression():
     """#2672 ReDoS probe: an unterminated `/**` must fail closed quickly, not hang."""
     assert_redos_immune(PHP_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_php_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A bare `public` matched a `$public` variable and the word inside a
+    string key.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = PHP_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('public function __construct('), 'public method'
+    assert api.search('public readonly int $x;'), 'typed readonly property'
+    assert api.search('public const FOO = 1;'), 'public constant'
+
+    # Not declarations -- must not match.
+    assert not api.search("$public = (bool) get_option('blog_public');"), 'variable named $public'
+    assert not api.search("$this->instance('path.public', $path);"), 'keyword inside a string key'
+
+    # ReDoS detonation on a modifier run that never reaches a declaration.
+    assert_redos_immune(api, "public " + "static " * 20000 + "@", timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_powershell_strict.py b/tests/extraction/languages/test_powershell_strict.py
index 6ceee34e1..5c64ad9f4 100644
--- a/tests/extraction/languages/test_powershell_strict.py
+++ b/tests/extraction/languages/test_powershell_strict.py
@@ -486,10 +486,20 @@ def test_powershell_return_not_counted_as_branch_regression():
 
 
 def test_powershell_api_no_control_flow_false_positives():
-    """#2656: the api rule's bare-identifier alternative lacked keyword exclusions,
-    causing control-flow lines ('param(', 'if (', 'switch (') to miscount as API
-    surface. It must not match control-flow; a real exported function or
-    Export-ModuleMember must still match."""
+    """#2656, superseded by #2730: the api rule's bare-identifier alternative
+    (`^<name>(`) lacked keyword exclusions, so control-flow lines ('param(',
+    'if (', 'switch (') miscounted as API surface. #2656 added an exclusion
+    set; #2730 removed the alternative outright, because `<name>(` at the
+    start of a PowerShell line is a .NET method CALL or a statement -- a
+    reference to a name, never a declaration that publishes one (a function
+    is declared `function Name`, a class method `[type] Name(`). #2656's
+    exclusion set could not even hold its own line: it is lowercase while
+    the pattern is `re.I`, so `If (` and `Param(` matched anyway. All 61 of
+    its matches across the language-crucible corpus were statements.
+
+    The control-flow cases below must therefore still not match, and now
+    neither may a bare call. `Export-ModuleMember` -- PowerShell's actual
+    published surface -- must still match."""
     api = POWERSHELL_RULES["api"]
 
     # Must NOT count as API
@@ -497,10 +507,15 @@ def test_powershell_api_no_control_flow_false_positives():
     assert not api.search("if ($x) {"), "if ( must not count as API"
     assert not api.search("switch ($x) {"), "switch ( must not count as API"
     assert not api.search("while ($true) {"), "while ( must not count as API"
+    # #2656's exclusion set was case-mismatched against its own re.I pattern.
+    assert not api.search("If ("), "If ( must not count as API"
+    assert not api.search("Param("), "Param( must not count as API"
+    # #2730: a bare call is a reference, not a declaration.
+    assert not api.search("GetFoo ("), "a bare call must not count as API"
+    assert not api.search("return (Get-PSOptions).Output"), "return ( must not count as API"
+    assert not api.search("throw ($packages | Out-String)"), "throw ( must not count as API"
 
     # Must STILL count as API
     assert api.search("Export-ModuleMember -Function 'Get-Foo'"), "Export-ModuleMember must count as API"
-    # NB: the bare-identifier alternative's [a-zA-Z_]\w* never matched hyphenated
-    # Verb-Noun cmdlet names (pre-existing, unrelated to #2656) -- use a plain
-    # identifier here to test the exclusion fix in isolation.
-    assert api.search("GetFoo ("), "Real bare-identifier function call should count as API"
+    assert api.search("New-Alias -Name gf -Value Get-Foo"), "New-Alias must count as API"
+    assert api.search("[CmdletBinding()]"), "CmdletBinding must count as API"
diff --git a/tests/extraction/languages/test_ruby_strict.py b/tests/extraction/languages/test_ruby_strict.py
index 05d268323..3dfe2be8f 100644
--- a/tests/extraction/languages/test_ruby_strict.py
+++ b/tests/extraction/languages/test_ruby_strict.py
@@ -241,3 +241,28 @@ def test_ruby_redos_immunity_sweep():
     assert_redos_immune(RUBY_RULES["args"], "def foo('" + "a" * 100000, timeout_sec=3.0)
     assert_redos_immune(RUBY_RULES["args"], 'def foo("' + "a" * 100000, timeout_sec=3.0)
     assert_redos_immune(RUBY_RULES["spec_exposure"], "[SPEC-" + "1" * 100000, timeout_sec=3.0)
+
+
+def test_ruby_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A top-level `def` is a PRIVATE method on Object; the idiom that
+    publishes one by name is `public :name`, which was unreachable.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = RUBY_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('public :probe_globals'), 'public :name'
+    assert api.search('public_class_method :new'), 'public_class_method :name'
+    assert api.search('module_function :probe_io'), 'module_function (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('def probe_globals(env)'), 'top-level def is private on Object'
diff --git a/tests/extraction/languages/test_shell_strict.py b/tests/extraction/languages/test_shell_strict.py
index 629b17eb4..94ff846b1 100644
--- a/tests/extraction/languages/test_shell_strict.py
+++ b/tests/extraction/languages/test_shell_strict.py
@@ -546,3 +546,30 @@ def test_shell_ambiguity_sweep_shared_literals_are_not_bugs():
     kill_call = "kill -HUP $pid"
     assert high_risk_execution.search(kill_call)
     assert panics_and_aborts.search(kill_call)
+
+
+def test_shell_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    `export -f name` -- the way a shell publishes a FUNCTION -- could never
+    match, so the rule only ever saw exported variables.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = SHELL_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('export -f probe_globals'), 'exported function'
+    assert api.search('export PROBE_GLOBALS=1'), 'exported variable (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('exported=1'), 'identifier starting with export'
+
+    # ReDoS detonation on an unterminated flag run.
+    assert_redos_immune(api, "export " + "-f " * 40000, timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_swift_strict.py b/tests/extraction/languages/test_swift_strict.py
index fb204fccb..93e9c8374 100644
--- a/tests/extraction/languages/test_swift_strict.py
+++ b/tests/extraction/languages/test_swift_strict.py
@@ -440,3 +440,29 @@ def test_swift_doc_block_redos_immune_regression():
     """#2672 ReDoS probes: unterminated `/**` and a very long unterminated `///` line must fail closed quickly."""
     assert_redos_immune(SWIFT_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
     assert_redos_immune(SWIFT_RULES["doc"], "///" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_swift_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    `public`/`package` were the two alternatives this rule did not anchor,
+    so they matched `let package = Package(...)` and the word in a string.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = SWIFT_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('public var description: String {'), 'public property'
+    assert api.search('package func helper() {}'), 'package-level function'
+    assert api.search('open class Foo {'), 'open class (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('let package = Package(name: "Alamofire",'), 'variable named package'
+    assert not api.search('"No public keys were found."'), 'keyword in a string literal'
diff --git a/tests/extraction/languages/test_typescript_strict.py b/tests/extraction/languages/test_typescript_strict.py
index b706a0f26..483230b72 100644
--- a/tests/extraction/languages/test_typescript_strict.py
+++ b/tests/extraction/languages/test_typescript_strict.py
@@ -476,3 +476,32 @@ def test_typescript_doc_bare_tag_outside_block_still_counts_regression():
 def test_typescript_doc_block_redos_immune_regression():
     """#2672 ReDoS probe: an unterminated `/**` must fail closed quickly, not hang."""
     assert_redos_immune(TYPESCRIPT_RULES["doc"], "/**" + "x" * 200000, timeout_sec=3.0)
+
+
+def test_typescript_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    A bare `public` matched the string `"public"` in a compiler that parses
+    the keyword.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = TYPESCRIPT_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('public dispose(): void {'), 'public method'
+    assert api.search('public expression: Expression,'), 'parameter property'
+    assert api.search('export function f() {}'), 'export (kept)'
+
+    # Not declarations -- must not match.
+    assert not api.search('return "public";'), 'keyword in a string literal'
+    assert not api.search('case "public":'), 'keyword in a switch case'
+
+    # ReDoS detonation on a modifier run that never reaches a declaration.
+    assert_redos_immune(api, "public " + "static " * 20000 + "@", timeout_sec=3.0)
diff --git a/tests/extraction/languages/test_yaml_strict.py b/tests/extraction/languages/test_yaml_strict.py
index c673ed836..c5a9a7801 100644
--- a/tests/extraction/languages/test_yaml_strict.py
+++ b/tests/extraction/languages/test_yaml_strict.py
@@ -698,3 +698,25 @@ def test_yaml_spec_exposure_redos_immunity():
     assert_redos_immune(spec_exposure, "# " + "[" * 100000, timeout_sec=3.0)
 
     assert spec_exposure.search("# [SPEC-4412] traceable")
+
+
+def test_yaml_api_contract_2730():
+    """
+    #2730: the api rule's stated contract is *a declaration that makes a
+    named function or type visible outside this file* (see
+    docs/api_rule_contract.md). Two failure directions are in scope: a
+    declaration the rule cannot see, and a token the rule counts where no
+    declaration exists.
+
+    `workflow_call` -- the trigger that makes a workflow callable by another
+    repository -- was missing from the trigger set.
+
+    Every case below was verified against the real compiled rule before
+    being written down (AGENTS.md rule 3).
+    """
+    api = YAML_RULES["api"]
+
+    # Declarations that publish a name -- must match.
+    assert api.search('on:\n  workflow_call:\n'), 'reusable-workflow trigger'
+    assert api.search('on:\n  push:\n'), 'push trigger (kept)'
+
diff --git a/tests/golden_master_audit.json b/tests/golden_master_audit.json
index e0bfbb76a..261187849 100644
--- a/tests/golden_master_audit.json
+++ b/tests/golden_master_audit.json
@@ -11,14 +11,14 @@
                 "pyyaml": false
             },
             "Target Root Name": "data",
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@@ -3907,20 +3907,20 @@
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@@ -3964,20 +3964,20 @@
             },
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@@ -4002,39 +4002,39 @@
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@@ -4059,20 +4059,20 @@
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@@ -4401,13 +4401,13 @@
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@@ -4420,20 +4420,20 @@
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@@ -4477,13 +4477,13 @@
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@@ -4515,20 +4515,20 @@
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@@ -4686,20 +4686,20 @@
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@@ -4762,20 +4762,20 @@
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@@ -5123,20 +5123,20 @@
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@@ -5256,58 +5256,58 @@
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                     "verification": 64.46,
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             "perl/spamassassin": {
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@@ -5351,20 +5351,20 @@
             },
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                     "verification": 80.0,
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@@ -5408,20 +5408,20 @@
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@@ -6230,15 +6230,15 @@
                         "path": "typescript/playwright/api.ts",
                         "value": 17.7857
                     },
-                    {
-                        "name": "numeric-dump.cob",
-                        "path": "cobol/gnucobol/numeric-dump.cob",
-                        "value": 17.5679
-                    },
                     {
                         "name": "alonesym-obj.asm",
                         "path": "assembly/nasm_testsuite/alonesym-obj.asm",
                         "value": 17.104
+                    },
+                    {
+                        "name": "gen_be_wrapper.ksh",
+                        "path": "fortran/wrf/gen_be_wrapper.ksh",
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                     }
                 ],
                 "lowest": [
@@ -6483,13 +6483,13 @@
                         "value": 100.0
                     },
                     {
-                        "name": "r_defs.h",
-                        "path": "c/doom/r_defs.h",
+                        "name": "gen_be_wrapper.ksh",
+                        "path": "fortran/wrf/gen_be_wrapper.ksh",
                         "value": 100.0
                     },
                     {
-                        "name": "object.h",
-                        "path": "cpp/godot/object.h",
+                        "name": "HyperText.h",
+                        "path": "objective-c/worldwideweb/HyperText.h",
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                     }
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@@ -6555,15 +6555,15 @@
                     "path": "fortran/wrf/module_physics_init.F",
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                 },
-                {
-                    "name": "codegen.c",
-                    "path": "cobol/gnucobol_internals/codegen.c",
-                    "value": 15222.16
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                 {
                     "name": "module_initialize_real.F",
                     "path": "fortran/wrf/module_initialize_real.F",
                     "value": 14995.88
+                },
+                {
+                    "name": "codegen.c",
+                    "path": "cobol/gnucobol_internals/codegen.c",
+                    "value": 14314.16
                 }
             ],
             "lowest": [
@@ -6726,41 +6726,26 @@
         },
         "cumulative_risk": {
             "highest": [
+                {
+                    "name": "Promise.pm",
+                    "path": "perl/mojo/Promise.pm",
+                    "value": 765.94
+                },
                 {
                     "name": "frames.ts",
                     "path": "typescript/playwright/frames.ts",
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-                {
-                    "name": "IC2244.2.cbl",
-                    "path": "cobol/che-che4z_nist_ccvs85/IC2244.2.cbl",
-                    "value": 737.14
-                },
-                {
-                    "name": "containerbackend.go",
-                    "path": "dockerfile/moby/builder/dockerfile/containerbackend.go",
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-                    "name": "IC2014.2.cbl",
-                    "path": "cobol/che-che4z_nist_ccvs85/IC2014.2.cbl",
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                 {
                     "name": "dispatcher.ts",
                     "path": "typescript/playwright/dispatcher.ts",
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-                    "name": "gengc.lua",
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                 {
                     "name": "connection.ts",
                     "path": "typescript/playwright/connection.ts",
@@ -6772,9 +6757,24 @@
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                 {
-                    "name": "kubelet.go",
-                    "path": "go/kubernetes/kubelet.go",
-                    "value": 724.19
+                    "name": "gengc.lua",
+                    "path": "lua/cosmopolitan/gengc.lua",
+                    "value": 721.07
+                },
+                {
+                    "name": "containerbackend.go",
+                    "path": "dockerfile/moby/builder/dockerfile/containerbackend.go",
+                    "value": 719.19
+                },
+                {
+                    "name": "revdeploylibraryios.livecodescript",
+                    "path": "livecode/livecode/revdeploylibraryios.livecodescript",
+                    "value": 718.82
+                },
+                {
+                    "name": "NC2434.2.cbl",
+                    "path": "cobol/che-che4z_nist_ccvs85/NC2434.2.cbl",
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@@ -11184,7 +11184,7 @@
     ],
     "6. Parsed Files (Scanned Artifacts)": {
         "cobol/che-che4z_nist_ccvs85": {
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+            "Directory Group Magnitude": 64553.06,
             "File Count": 151,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "99.3%",
@@ -11195,14 +11195,14 @@
                 "Error & Exception Exposure": "89.84%",
                 "Tech Debt Exposure": "98.84%",
                 "Testing Exposure": "57.39%",
-                "API Exposure": "3.56%",
+                "API Exposure": "1.47%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "82.74%",
                 "Commented Logic Exposure": "3.05%",
                 "Specification Exposure": "99.34%",
                 "Instability Exposure": "49.67%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "13.15%",
+                "Documentation Exposure": "5.64%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -11376,7 +11376,7 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 488.01,
+                        "X": 487.99,
                         "Y": 52.29,
                         "Z": 2969.9
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@@ -11390,7 +11390,7 @@
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                         "Coding LOC": 652,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 817.34,
+                        "Structural Magnitude": 816.34,
                         "Control Flow Ratio": "87.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -11403,14 +11403,14 @@
                         "Error & Exception Exposure": "99.86%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.12%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.77%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -12426,7 +12426,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 17,
                         "I/O and Network Boundaries": 131,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 489,
                         "Commented-out Code (Dead Logic)": 4,
                         "Structured Documentation Blocks": 2,
@@ -12536,7 +12536,7 @@
                     "2. Topological Coordinates": {
                         "X": 166.72,
                         "Y": -106.42,
-                        "Z": 1862.81
+                        "Z": 1862.83
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -12548,7 +12548,7 @@
                         "Total LOC": 682,
                         "Coding LOC": 651,
                         "Documentation LOC": 30,
-                        "Structural Magnitude": 808.02,
+                        "Structural Magnitude": 807.02,
                         "Control Flow Ratio": "87.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -12561,14 +12561,14 @@
                         "Error & Exception Exposure": "99.85%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.12%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.79%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -13604,7 +13604,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 17,
                         "I/O and Network Boundaries": 131,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 478,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 2,
@@ -13712,9 +13712,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -408.98,
+                        "X": -408.97,
                         "Y": -177.9,
-                        "Z": 2258.76
+                        "Z": 2258.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -13726,7 +13726,7 @@
                         "Total LOC": 745,
                         "Coding LOC": 686,
                         "Documentation LOC": 58,
-                        "Structural Magnitude": 829.42,
+                        "Structural Magnitude": 828.42,
                         "Control Flow Ratio": "83.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -13739,14 +13739,14 @@
                         "Error & Exception Exposure": "99.5%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.32%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -14802,7 +14802,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 109,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 504,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 2,
@@ -15564,9 +15564,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -29.25,
-                        "Y": -249.42,
-                        "Z": 937.35
+                        "X": 1250.84,
+                        "Y": -3.06,
+                        "Z": 1632.91
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -15578,7 +15578,7 @@
                         "Total LOC": 380,
                         "Coding LOC": 351,
                         "Documentation LOC": 28,
-                        "Structural Magnitude": 401.42,
+                        "Structural Magnitude": 363.42,
                         "Control Flow Ratio": "78.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -15591,14 +15591,14 @@
                         "Error & Exception Exposure": "98.77%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.33%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.93%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "73.87%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 48,
-                        "Exposed API / Public Exports": 38,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 217,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -16232,9 +16232,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1694.33,
-                        "Y": 220.86,
-                        "Z": 2925.51
+                        "X": 474.19,
+                        "Y": -194.0,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -16246,7 +16246,7 @@
                         "Total LOC": 46,
                         "Coding LOC": 29,
                         "Documentation LOC": 16,
-                        "Structural Magnitude": 15.78,
+                        "Structural Magnitude": 13.78,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -16259,7 +16259,7 @@
                         "Error & Exception Exposure": "62.58%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.42%",
-                        "API Exposure": "7.05%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "31.0%",
                         "Commented Logic Exposure": "0.0%",
@@ -16362,7 +16362,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 2,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -16470,9 +16470,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1355.84,
-                        "Y": 69.2,
-                        "Z": 2491.37
+                        "X": 1415.15,
+                        "Y": 136.11,
+                        "Z": 3011.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -16484,7 +16484,7 @@
                         "Total LOC": 495,
                         "Coding LOC": 458,
                         "Documentation LOC": 36,
-                        "Structural Magnitude": 526.56,
+                        "Structural Magnitude": 489.56,
                         "Control Flow Ratio": "63.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -16497,14 +16497,14 @@
                         "Error & Exception Exposure": "99.06%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.72%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.91%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "55.48%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -17230,7 +17230,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 59,
-                        "Exposed API / Public Exports": 37,
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                         "State Mutations / Variable Reassignments": 287,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 0,
@@ -17338,9 +17338,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1353.06,
-                        "Y": -20.32,
-                        "Z": 4024.73
+                        "X": 1156.82,
+                        "Y": 299.0,
+                        "Z": 3948.38
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                     "3. Architectural Profile": {
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@@ -17352,7 +17352,7 @@
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                         "Coding LOC": 44,
                         "Documentation LOC": 24,
-                        "Structural Magnitude": 21.18,
+                        "Structural Magnitude": 19.18,
                         "Control Flow Ratio": "0.0%",
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                         "Raw Churn Frequency": 0.0,
@@ -17365,7 +17365,7 @@
                         "Error & Exception Exposure": "70.21%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.43%",
-                        "API Exposure": "6.53%",
+                        "API Exposure": "3.26%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "59.87%",
                         "Commented Logic Exposure": "0.0%",
@@ -17468,7 +17468,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -17576,9 +17576,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1842.1,
-                        "Y": -274.2,
-                        "Z": 3300.14
+                        "X": 1530.64,
+                        "Y": 194.87,
+                        "Z": 3549.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -17864,9 +17864,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -593.65,
-                        "Y": 33.4,
-                        "Z": 4112.49
+                        "X": -726.57,
+                        "Y": -279.75,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -17878,7 +17878,7 @@
                         "Total LOC": 528,
                         "Coding LOC": 485,
                         "Documentation LOC": 42,
-                        "Structural Magnitude": 548.3,
+                        "Structural Magnitude": 546.3,
                         "Control Flow Ratio": "83.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -17891,7 +17891,7 @@
                         "Error & Exception Exposure": "99.13%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.13%",
+                        "API Exposure": "3.5%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.57%",
@@ -18724,7 +18724,7 @@
                         "Type/Safety Bypasses": 22,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 66,
-                        "Exposed API / Public Exports": 4,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 321,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -19150,9 +19150,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 285.06,
-                        "Y": -163.37,
-                        "Z": 995.0
+                        "X": 1221.68,
+                        "Y": 219.74,
+                        "Z": 3288.26
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -19164,7 +19164,7 @@
                         "Total LOC": 442,
                         "Coding LOC": 413,
                         "Documentation LOC": 28,
-                        "Structural Magnitude": 484.16,
+                        "Structural Magnitude": 453.16,
                         "Control Flow Ratio": "81.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -19177,14 +19177,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.38%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.75%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "48.94%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -19820,7 +19820,7 @@
                         "Type/Safety Bypasses": 17,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 56,
-                        "Exposed API / Public Exports": 31,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 272,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -19928,9 +19928,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -364.68,
-                        "Y": 102.66,
-                        "Z": 4406.5
+                        "X": 1394.57,
+                        "Y": -15.7,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -19942,7 +19942,7 @@
                         "Total LOC": 63,
                         "Coding LOC": 44,
                         "Documentation LOC": 18,
-                        "Structural Magnitude": 18.98,
+                        "Structural Magnitude": 17.98,
                         "Control Flow Ratio": "7.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -19955,7 +19955,7 @@
                         "Error & Exception Exposure": "66.5%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.44%",
-                        "API Exposure": "5.28%",
+                        "API Exposure": "3.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "69.0%",
                         "Commented Logic Exposure": "0.0%",
@@ -20058,7 +20058,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 4,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -20166,9 +20166,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1687.74,
-                        "Y": 146.15,
-                        "Z": 2578.75
+                        "X": -1370.84,
+                        "Y": -67.8,
+                        "Z": 4212.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -20180,7 +20180,7 @@
                         "Total LOC": 67,
                         "Coding LOC": 47,
                         "Documentation LOC": 19,
-                        "Structural Magnitude": 21.24,
+                        "Structural Magnitude": 20.24,
                         "Control Flow Ratio": "7.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -20193,7 +20193,7 @@
                         "Error & Exception Exposure": "70.21%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.45%",
-                        "API Exposure": "5.21%",
+                        "API Exposure": "3.29%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "91.68%",
                         "Commented Logic Exposure": "0.0%",
@@ -20296,7 +20296,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
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                         "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -20404,9 +20404,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 467.82,
-                        "Y": -190.65,
-                        "Z": 999.61
+                        "X": -1196.17,
+                        "Y": -379.02,
+                        "Z": 1255.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -20622,9 +20622,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 219.15,
-                        "Y": 222.84,
-                        "Z": 4354.37
+                        "X": -1882.23,
+                        "Y": -195.44,
+                        "Z": 3090.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -20850,9 +20850,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1294.53,
-                        "Y": -359.93,
-                        "Z": 1553.91
+                        "X": -1252.4,
+                        "Y": -103.82,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -20864,7 +20864,7 @@
                         "Total LOC": 468,
                         "Coding LOC": 426,
                         "Documentation LOC": 41,
-                        "Structural Magnitude": 425.22,
+                        "Structural Magnitude": 407.22,
                         "Control Flow Ratio": "77.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -20877,14 +20877,14 @@
                         "Error & Exception Exposure": "98.89%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.57%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.82%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.4%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -21530,7 +21530,7 @@
                         "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 48,
-                        "Exposed API / Public Exports": 18,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 238,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -21638,9 +21638,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -376.71,
-                        "Y": -319.57,
-                        "Z": 903.06
+                        "X": 1251.16,
+                        "Y": 210.78,
+                        "Z": 3696.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -21652,7 +21652,7 @@
                         "Total LOC": 340,
                         "Coding LOC": 307,
                         "Documentation LOC": 32,
-                        "Structural Magnitude": 312.24,
+                        "Structural Magnitude": 309.24,
                         "Control Flow Ratio": "71.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -21665,14 +21665,14 @@
                         "Error & Exception Exposure": "98.41%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.75%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.09%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -22038,7 +22038,7 @@
                         "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 41,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 192,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -22146,9 +22146,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1854.24,
-                        "Y": -412.02,
-                        "Z": 2010.32
+                        "X": -1853.65,
+                        "Y": -411.92,
+                        "Z": 2010.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -22160,7 +22160,7 @@
                         "Total LOC": 68,
                         "Coding LOC": 27,
                         "Documentation LOC": 40,
-                        "Structural Magnitude": 14.04,
+                        "Structural Magnitude": 13.04,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -22173,14 +22173,14 @@
                         "Error & Exception Exposure": "62.58%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.42%",
-                        "API Exposure": "3.27%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "31.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -22276,7 +22276,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 2,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -22602,9 +22602,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1068.72,
-                        "Y": -214.43,
-                        "Z": 2326.51
+                        "X": -1476.26,
+                        "Y": -268.61,
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                     },
                     "3. Architectural Profile": {
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@@ -22616,7 +22616,7 @@
                         "Total LOC": 616,
                         "Coding LOC": 581,
                         "Documentation LOC": 34,
-                        "Structural Magnitude": 703.62,
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                         "Control Flow Ratio": "84.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -22629,14 +22629,14 @@
                         "Error & Exception Exposure": "98.97%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.95%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "9.37%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.54%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -23582,7 +23582,7 @@
                         "Type/Safety Bypasses": 52,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 67,
-                        "Exposed API / Public Exports": 121,
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                         "State Mutations / Variable Reassignments": 321,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
@@ -23690,9 +23690,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1377.76,
-                        "Y": 24.01,
-                        "Z": 1574.88
+                        "X": -381.87,
+                        "Y": 142.27,
+                        "Z": 4637.9
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                     "3. Architectural Profile": {
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@@ -23704,7 +23704,7 @@
                         "Total LOC": 55,
                         "Coding LOC": 37,
                         "Documentation LOC": 17,
-                        "Structural Magnitude": 19.34,
+                        "Structural Magnitude": 17.34,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -23717,7 +23717,7 @@
                         "Error & Exception Exposure": "68.38%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.42%",
-                        "API Exposure": "6.89%",
+                        "API Exposure": "3.44%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "83.2%",
                         "Commented Logic Exposure": "0.0%",
@@ -23820,7 +23820,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
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                         "State Mutations / Variable Reassignments": 5,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -23928,9 +23928,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -174.75,
-                        "Y": -3.69,
-                        "Z": 3501.36
+                        "X": 1023.58,
+                        "Y": 87.65,
+                        "Z": 2927.27
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -23942,7 +23942,7 @@
                         "Total LOC": 680,
                         "Coding LOC": 632,
                         "Documentation LOC": 47,
-                        "Structural Magnitude": 717.84,
+                        "Structural Magnitude": 672.84,
                         "Control Flow Ratio": "88.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -23955,14 +23955,14 @@
                         "Error & Exception Exposure": "99.54%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.74%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.8%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "51.57%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -25108,7 +25108,7 @@
                         "Type/Safety Bypasses": 43,
                         "High-Risk Execution Commands": 10,
                         "I/O and Network Boundaries": 91,
-                        "Exposed API / Public Exports": 45,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 371,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
@@ -25474,9 +25474,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -741.66,
-                        "Y": -371.23,
-                        "Z": 945.48
+                        "X": -741.19,
+                        "Y": -371.03,
+                        "Z": 946.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -25488,7 +25488,7 @@
                         "Total LOC": 67,
                         "Coding LOC": 49,
                         "Documentation LOC": 17,
-                        "Structural Magnitude": 30.18,
+                        "Structural Magnitude": 26.18,
                         "Control Flow Ratio": "15.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -25501,7 +25501,7 @@
                         "Error & Exception Exposure": "94.85%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.48%",
-                        "API Exposure": "8.49%",
+                        "API Exposure": "3.29%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.83%",
                         "Commented Logic Exposure": "0.0%",
@@ -25604,7 +25604,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 5,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 11,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -25712,9 +25712,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 692.0,
-                        "Y": 277.16,
-                        "Z": 4222.95
+                        "X": -1741.91,
+                        "Y": -133.2,
+                        "Z": 3411.15
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -25950,9 +25950,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 600.86,
-                        "Y": 158.18,
-                        "Z": 4025.45
+                        "X": 335.62,
+                        "Y": -202.85,
+                        "Z": 1154.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -25964,7 +25964,7 @@
                         "Total LOC": 476,
                         "Coding LOC": 444,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 483.78,
+                        "Structural Magnitude": 480.78,
                         "Control Flow Ratio": "82.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -25977,14 +25977,14 @@
                         "Error & Exception Exposure": "98.93%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.5%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.67%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -26680,7 +26680,7 @@
                         "Type/Safety Bypasses": 19,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 60,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 281,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -27096,9 +27096,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -510.29,
-                        "Y": 110.63,
-                        "Z": 4439.94
+                        "X": -925.84,
+                        "Y": -296.09,
+                        "Z": 1340.02
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -27110,7 +27110,7 @@
                         "Total LOC": 349,
                         "Coding LOC": 332,
                         "Documentation LOC": 16,
-                        "Structural Magnitude": 368.84,
+                        "Structural Magnitude": 348.84,
                         "Control Flow Ratio": "78.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -27123,14 +27123,14 @@
                         "Error & Exception Exposure": "99.5%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.39%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.05%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "32.53%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -27566,7 +27566,7 @@
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                         "High-Risk Execution Commands": 7,
                         "I/O and Network Boundaries": 46,
-                        "Exposed API / Public Exports": 20,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 217,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -27674,9 +27674,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1527.57,
-                        "Y": 220.97,
-                        "Z": 3507.49
+                        "X": 256.61,
+                        "Y": 170.06,
+                        "Z": 4520.7
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -27688,7 +27688,7 @@
                         "Total LOC": 47,
                         "Coding LOC": 31,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 25.72,
+                        "Structural Magnitude": 20.72,
                         "Control Flow Ratio": "20.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -27701,7 +27701,7 @@
                         "Error & Exception Exposure": "97.34%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.47%",
-                        "API Exposure": "9.9%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "98.2%",
                         "Commented Logic Exposure": "0.0%",
@@ -27794,7 +27794,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 6,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 8,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -27902,9 +27902,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2025.67,
-                        "Y": -239.31,
-                        "Z": 2907.24
+                        "X": 20.86,
+                        "Y": 214.86,
+                        "Z": 4549.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -27916,7 +27916,7 @@
                         "Total LOC": 37,
                         "Coding LOC": 21,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 10.12,
+                        "Structural Magnitude": 9.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -27929,7 +27929,7 @@
                         "Error & Exception Exposure": "60.55%",
                         "Tech Debt Exposure": "99.98%",
                         "Testing Exposure": "2.38%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
@@ -28002,7 +28002,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -28110,9 +28110,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1143.92,
-                        "Y": -62.01,
-                        "Z": 1088.39
+                        "X": -1501.05,
+                        "Y": -385.93,
+                        "Z": 1279.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -28124,7 +28124,7 @@
                         "Total LOC": 37,
                         "Coding LOC": 21,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 10.12,
+                        "Structural Magnitude": 9.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -28137,7 +28137,7 @@
                         "Error & Exception Exposure": "60.55%",
                         "Tech Debt Exposure": "99.98%",
                         "Testing Exposure": "2.38%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
@@ -28210,7 +28210,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -28318,9 +28318,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 548.95,
-                        "Y": -197.03,
-                        "Z": 1178.17
+                        "X": -1642.52,
+                        "Y": -396.05,
+                        "Z": 1946.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -28332,7 +28332,7 @@
                         "Total LOC": 338,
                         "Coding LOC": 321,
                         "Documentation LOC": 16,
-                        "Structural Magnitude": 342.22,
+                        "Structural Magnitude": 327.22,
                         "Control Flow Ratio": "77.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -28345,14 +28345,14 @@
                         "Error & Exception Exposure": "99.43%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.52%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.1%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "21.84%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -28758,7 +28758,7 @@
                         "Type/Safety Bypasses": 10,
                         "High-Risk Execution Commands": 7,
                         "I/O and Network Boundaries": 44,
-                        "Exposed API / Public Exports": 15,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 203,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -28866,9 +28866,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1532.78,
-                        "Y": -406.38,
-                        "Z": 1413.77
+                        "X": 1853.88,
+                        "Y": 192.35,
+                        "Z": 2787.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -28880,7 +28880,7 @@
                         "Total LOC": 33,
                         "Coding LOC": 17,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 9.84,
+                        "Structural Magnitude": 8.84,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -28893,7 +28893,7 @@
                         "Error & Exception Exposure": "60.55%",
                         "Tech Debt Exposure": "99.98%",
                         "Testing Exposure": "2.37%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
@@ -28966,7 +28966,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -29074,9 +29074,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1031.92,
-                        "Y": -22.5,
-                        "Z": 4244.23
+                        "X": -1031.56,
+                        "Y": -22.53,
+                        "Z": 4243.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -29088,7 +29088,7 @@
                         "Total LOC": 37,
                         "Coding LOC": 21,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 12.12,
+                        "Structural Magnitude": 11.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -29101,7 +29101,7 @@
                         "Error & Exception Exposure": "86.83%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.41%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "31.0%",
                         "Commented Logic Exposure": "0.0%",
@@ -29184,7 +29184,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 2,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -29292,9 +29292,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1587.36,
-                        "Y": 135.01,
-                        "Z": 2130.08
+                        "X": -1050.01,
+                        "Y": 5.7,
+                        "Z": 4024.45
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -29306,7 +29306,7 @@
                         "Total LOC": 330,
                         "Coding LOC": 313,
                         "Documentation LOC": 16,
-                        "Structural Magnitude": 326.36,
+                        "Structural Magnitude": 312.36,
                         "Control Flow Ratio": "76.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -29319,14 +29319,14 @@
                         "Error & Exception Exposure": "98.57%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.33%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.14%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "22.14%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -29702,7 +29702,7 @@
                         "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 42,
-                        "Exposed API / Public Exports": 14,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 196,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -29810,9 +29810,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1755.58,
-                        "Y": -143.26,
-                        "Z": 3757.35
+                        "X": 679.05,
+                        "Y": 267.12,
+                        "Z": 4568.45
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -29824,7 +29824,7 @@
                         "Total LOC": 45,
                         "Coding LOC": 29,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 15.68,
+                        "Structural Magnitude": 13.68,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -29837,7 +29837,7 @@
                         "Error & Exception Exposure": "66.5%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.39%",
-                        "API Exposure": "7.05%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "69.0%",
                         "Commented Logic Exposure": "0.0%",
@@ -29920,7 +29920,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 4,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -30028,9 +30028,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 934.27,
-                        "Y": 176.82,
-                        "Z": 3552.85
+                        "X": -545.22,
+                        "Y": 50.81,
+                        "Z": 4145.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -30042,7 +30042,7 @@
                         "Total LOC": 695,
                         "Coding LOC": 558,
                         "Documentation LOC": 136,
-                        "Structural Magnitude": 630.96,
+                        "Structural Magnitude": 546.96,
                         "Control Flow Ratio": "76.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -30055,14 +30055,14 @@
                         "Error & Exception Exposure": "97.55%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.61%",
+                        "API Exposure": "2.12%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.69%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "93.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -30788,7 +30788,7 @@
                         "Type/Safety Bypasses": 23,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 46,
-                        "Exposed API / Public Exports": 85,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 322,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
@@ -30896,9 +30896,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 967.68,
-                        "Y": 173.07,
-                        "Z": 3886.72
+                        "X": 967.5,
+                        "Y": 173.02,
+                        "Z": 3886.51
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -30910,7 +30910,7 @@
                         "Total LOC": 498,
                         "Coding LOC": 374,
                         "Documentation LOC": 123,
-                        "Structural Magnitude": 397.58,
+                        "Structural Magnitude": 388.58,
                         "Control Flow Ratio": "72.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -30923,14 +30923,14 @@
                         "Error & Exception Exposure": "98.55%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.41%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.63%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -31386,7 +31386,7 @@
                         "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 39,
-                        "Exposed API / Public Exports": 9,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 240,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -31494,9 +31494,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1720.22,
-                        "Y": -259.65,
-                        "Z": 2398.99
+                        "X": -1719.94,
+                        "Y": -259.61,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -31508,7 +31508,7 @@
                         "Total LOC": 438,
                         "Coding LOC": 364,
                         "Documentation LOC": 73,
-                        "Structural Magnitude": 394.38,
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                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Documentation LOC": 39,
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@@ -64067,14 +64067,14 @@
                         "Error & Exception Exposure": "98.36%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.23%",
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                         "Commented Logic Exposure": "5.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                     "5. Function Analysis": [
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
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@@ -66051,14 +66051,14 @@
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                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.33%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -66644,7 +66644,7 @@
                         "Type/Safety Bypasses": 20,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 107,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 429,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -66752,9 +66752,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1248.09,
-                        "Y": -31.03,
-                        "Z": 1681.96
+                        "X": -32.8,
+                        "Y": -277.41,
+                        "Z": 987.18
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -67372,7 +67372,7 @@
                     "2. Topological Coordinates": {
                         "X": -242.35,
                         "Y": -153.87,
-                        "Z": 1805.54
+                        "Z": 1805.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -67384,7 +67384,7 @@
                         "Total LOC": 758,
                         "Coding LOC": 706,
                         "Documentation LOC": 51,
-                        "Structural Magnitude": 739.82,
+                        "Structural Magnitude": 737.82,
                         "Control Flow Ratio": "81.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -67397,14 +67397,14 @@
                         "Error & Exception Exposure": "99.24%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -68240,7 +68240,7 @@
                         "Type/Safety Bypasses": 32,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 97,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 472,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -68348,9 +68348,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -502.52,
+                        "X": -502.5,
                         "Y": -2.67,
-                        "Z": 3757.12
+                        "Z": 3757.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -68362,7 +68362,7 @@
                         "Total LOC": 711,
                         "Coding LOC": 669,
                         "Documentation LOC": 41,
-                        "Structural Magnitude": 700.28,
+                        "Structural Magnitude": 698.28,
                         "Control Flow Ratio": "80.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -68375,14 +68375,14 @@
                         "Error & Exception Exposure": "99.2%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.35%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -69158,7 +69158,7 @@
                         "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 93,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 447,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -69266,9 +69266,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 506.96,
-                        "Y": -123.35,
-                        "Z": 1623.32
+                        "X": 838.07,
+                        "Y": 76.05,
+                        "Z": 2996.62
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -69280,7 +69280,7 @@
                         "Total LOC": 712,
                         "Coding LOC": 669,
                         "Documentation LOC": 42,
-                        "Structural Magnitude": 697.28,
+                        "Structural Magnitude": 695.28,
                         "Control Flow Ratio": "80.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -69293,14 +69293,14 @@
                         "Error & Exception Exposure": "99.16%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.34%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -70076,7 +70076,7 @@
                         "Type/Safety Bypasses": 27,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 93,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 445,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -70184,9 +70184,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 64.41,
-                        "Y": 85.64,
-                        "Z": 3610.95
+                        "X": -1124.29,
+                        "Y": -158.87,
+                        "Z": 2826.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -70198,7 +70198,7 @@
                         "Total LOC": 712,
                         "Coding LOC": 669,
                         "Documentation LOC": 42,
-                        "Structural Magnitude": 697.28,
+                        "Structural Magnitude": 695.28,
                         "Control Flow Ratio": "80.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -70211,14 +70211,14 @@
                         "Error & Exception Exposure": "99.16%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.34%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -70994,7 +70994,7 @@
                         "Type/Safety Bypasses": 27,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 93,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 445,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -71102,9 +71102,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -957.81,
-                        "Y": -222.88,
-                        "Z": 2028.84
+                        "X": 476.88,
+                        "Y": -62.39,
+                        "Z": 1791.3
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -71116,7 +71116,7 @@
                         "Total LOC": 711,
                         "Coding LOC": 669,
                         "Documentation LOC": 41,
-                        "Structural Magnitude": 697.28,
+                        "Structural Magnitude": 695.28,
                         "Control Flow Ratio": "80.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -71129,14 +71129,14 @@
                         "Error & Exception Exposure": "99.16%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.35%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -71912,7 +71912,7 @@
                         "Type/Safety Bypasses": 27,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 93,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 445,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -72020,9 +72020,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1113.99,
-                        "Y": -181.42,
-                        "Z": 2828.26
+                        "X": -437.45,
+                        "Y": -233.26,
+                        "Z": 1594.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -72034,7 +72034,7 @@
                         "Total LOC": 713,
                         "Coding LOC": 671,
                         "Documentation LOC": 41,
-                        "Structural Magnitude": 697.52,
+                        "Structural Magnitude": 695.52,
                         "Control Flow Ratio": "80.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -72047,14 +72047,14 @@
                         "Error & Exception Exposure": "99.15%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.34%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -72830,7 +72830,7 @@
                         "Type/Safety Bypasses": 27,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 95,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 445,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -72938,9 +72938,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -721.55,
-                        "Y": -246.83,
-                        "Z": 1793.9
+                        "X": -198.35,
+                        "Y": -0.07,
+                        "Z": 3362.99
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -72952,7 +72952,7 @@
                         "Total LOC": 724,
                         "Coding LOC": 680,
                         "Documentation LOC": 43,
-                        "Structural Magnitude": 717.1,
+                        "Structural Magnitude": 715.1,
                         "Control Flow Ratio": "81.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -72965,14 +72965,14 @@
                         "Error & Exception Exposure": "99.24%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.34%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.34%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -73758,7 +73758,7 @@
                         "Type/Safety Bypasses": 29,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 96,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 460,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -73866,9 +73866,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 801.22,
-                        "Y": 19.94,
-                        "Z": 2085.92
+                        "X": -347.15,
+                        "Y": 82.22,
+                        "Z": 3953.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -73880,7 +73880,7 @@
                         "Total LOC": 700,
                         "Coding LOC": 652,
                         "Documentation LOC": 47,
-                        "Structural Magnitude": 678.24,
+                        "Structural Magnitude": 676.24,
                         "Control Flow Ratio": "80.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -73893,14 +73893,14 @@
                         "Error & Exception Exposure": "99.15%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.35%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.05%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -74626,7 +74626,7 @@
                         "Type/Safety Bypasses": 25,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 91,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 436,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -74734,8 +74734,8 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -962.3,
-                        "Y": -162.72,
+                        "X": -962.27,
+                        "Y": -162.71,
                         "Z": 2790.27
                     },
                     "3. Architectural Profile": {
@@ -74748,7 +74748,7 @@
                         "Total LOC": 755,
                         "Coding LOC": 702,
                         "Documentation LOC": 52,
-                        "Structural Magnitude": 731.94,
+                        "Structural Magnitude": 729.94,
                         "Control Flow Ratio": "83.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -74761,14 +74761,14 @@
                         "Error & Exception Exposure": "99.33%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -75574,7 +75574,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 99,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 467,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -75682,9 +75682,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1330.07,
-                        "Y": -77.71,
-                        "Z": 3787.96
+                        "X": 1478.55,
+                        "Y": 150.9,
+                        "Z": 2570.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -75696,7 +75696,7 @@
                         "Total LOC": 504,
                         "Coding LOC": 463,
                         "Documentation LOC": 40,
-                        "Structural Magnitude": 410.76,
+                        "Structural Magnitude": 409.76,
                         "Control Flow Ratio": "77.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -75709,14 +75709,14 @@
                         "Error & Exception Exposure": "98.29%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -76142,7 +76142,7 @@
                         "Type/Safety Bypasses": 17,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 76,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 263,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -76250,9 +76250,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -292.62,
-                        "Y": 24.32,
-                        "Z": 3785.56
+                        "X": 683.46,
+                        "Y": 115.54,
+                        "Z": 3465.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -76264,7 +76264,7 @@
                         "Total LOC": 734,
                         "Coding LOC": 660,
                         "Documentation LOC": 73,
-                        "Structural Magnitude": 678.0,
+                        "Structural Magnitude": 677.0,
                         "Control Flow Ratio": "87.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -76277,14 +76277,14 @@
                         "Error & Exception Exposure": "99.04%",
                         "Tech Debt Exposure": "99.99%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.33%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -76830,7 +76830,7 @@
                         "Type/Safety Bypasses": 25,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 118,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 438,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -76938,9 +76938,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 290.03,
-                        "Y": -110.19,
-                        "Z": 1569.23
+                        "X": -1220.14,
+                        "Y": -113.34,
+                        "Z": 3277.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -76952,7 +76952,7 @@
                         "Total LOC": 736,
                         "Coding LOC": 668,
                         "Documentation LOC": 67,
-                        "Structural Magnitude": 668.66,
+                        "Structural Magnitude": 667.66,
                         "Control Flow Ratio": "84.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -76965,14 +76965,14 @@
                         "Error & Exception Exposure": "98.72%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.33%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -77558,7 +77558,7 @@
                         "Type/Safety Bypasses": 20,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 87,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 430,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -78464,9 +78464,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1232.73,
-                        "Y": 197.7,
-                        "Z": 3299.27
+                        "X": -577.32,
+                        "Y": -302.21,
+                        "Z": 982.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -78478,7 +78478,7 @@
                         "Total LOC": 599,
                         "Coding LOC": 516,
                         "Documentation LOC": 82,
-                        "Structural Magnitude": 458.42,
+                        "Structural Magnitude": 457.42,
                         "Control Flow Ratio": "79.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -78491,14 +78491,14 @@
                         "Error & Exception Exposure": "98.13%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.17%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.47%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -79194,7 +79194,7 @@
                         "Type/Safety Bypasses": 26,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 71,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 268,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -79570,9 +79570,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1583.28,
-                        "Y": -406.83,
-                        "Z": 1433.73
+                        "X": 846.73,
+                        "Y": -146.67,
+                        "Z": 928.79
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -79828,9 +79828,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1183.44,
-                        "Y": 260.77,
-                        "Z": 3863.99
+                        "X": 1731.65,
+                        "Y": 155.26,
+                        "Z": 2305.73
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -80086,9 +80086,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 997.65,
-                        "Y": 235.72,
-                        "Z": 3818.9
+                        "X": -181.53,
+                        "Y": -199.92,
+                        "Z": 1342.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -80100,7 +80100,7 @@
                         "Total LOC": 476,
                         "Coding LOC": 455,
                         "Documentation LOC": 20,
-                        "Structural Magnitude": 510.7,
+                        "Structural Magnitude": 509.7,
                         "Control Flow Ratio": "84.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -80113,14 +80113,14 @@
                         "Error & Exception Exposure": "99.36%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.25%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.67%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -80876,7 +80876,7 @@
                         "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 66,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 304,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -81473,8 +81473,8 @@
                     },
                     "2. Topological Coordinates": {
                         "X": 73.5,
-                        "Y": 6.29,
-                        "Z": 3383.58
+                        "Y": 6.28,
+                        "Z": 3383.56
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -81486,7 +81486,7 @@
                         "Total LOC": 748,
                         "Coding LOC": 724,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 793.78,
+                        "Structural Magnitude": 792.78,
                         "Control Flow Ratio": "73.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -81499,14 +81499,14 @@
                         "Error & Exception Exposure": "99.14%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.09%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.32%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -82432,7 +82432,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 56,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 466,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -82540,9 +82540,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 451.24,
-                        "Y": 186.18,
-                        "Z": 4351.75
+                        "X": 584.15,
+                        "Y": -158.87,
+                        "Z": 1163.76
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -82554,7 +82554,7 @@
                         "Total LOC": 347,
                         "Coding LOC": 325,
                         "Documentation LOC": 21,
-                        "Structural Magnitude": 339.5,
+                        "Structural Magnitude": 338.5,
                         "Control Flow Ratio": "78.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -82567,14 +82567,14 @@
                         "Error & Exception Exposure": "98.89%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.37%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.06%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -83000,7 +83000,7 @@
                         "Type/Safety Bypasses": 13,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 46,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 207,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -83108,9 +83108,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1078.28,
-                        "Y": -20.61,
-                        "Z": 1806.12
+                        "X": 635.25,
+                        "Y": 127.38,
+                        "Z": 3617.18
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -83122,7 +83122,7 @@
                         "Total LOC": 466,
                         "Coding LOC": 443,
                         "Documentation LOC": 22,
-                        "Structural Magnitude": 588.76,
+                        "Structural Magnitude": 587.76,
                         "Control Flow Ratio": "85.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -83135,14 +83135,14 @@
                         "Error & Exception Exposure": "99.76%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.26%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.7%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -83748,7 +83748,7 @@
                         "Type/Safety Bypasses": 21,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 38,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 389,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -83856,9 +83856,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -76.46,
+                        "X": -76.47,
                         "Y": -106.54,
-                        "Z": 2094.18
+                        "Z": 2094.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -83870,7 +83870,7 @@
                         "Total LOC": 711,
                         "Coding LOC": 683,
                         "Documentation LOC": 27,
-                        "Structural Magnitude": 868.96,
+                        "Structural Magnitude": 867.96,
                         "Control Flow Ratio": "90.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -83883,14 +83883,14 @@
                         "Error & Exception Exposure": "99.64%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.09%",
+                        "API Exposure": "12.03%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "61.35%",
+                        "Documentation Exposure": "60.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -84966,7 +84966,7 @@
                         "Type/Safety Bypasses": 57,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 137,
-                        "Exposed API / Public Exports": 52,
+                        "Exposed API / Public Exports": 51,
                         "State Mutations / Variable Reassignments": 476,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -85074,9 +85074,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -730.06,
+                        "X": -730.04,
                         "Y": -157.67,
-                        "Z": 2155.27
+                        "Z": 2155.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -85088,7 +85088,7 @@
                         "Total LOC": 711,
                         "Coding LOC": 679,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 792.78,
+                        "Structural Magnitude": 791.78,
                         "Control Flow Ratio": "88.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -85101,14 +85101,14 @@
                         "Error & Exception Exposure": "99.48%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.11%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -86274,7 +86274,7 @@
                         "Type/Safety Bypasses": 52,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 43,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 444,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -86382,9 +86382,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1180.33,
+                        "X": 1180.31,
                         "Y": 164.39,
-                        "Z": 3096.73
+                        "Z": 3096.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -86396,7 +86396,7 @@
                         "Total LOC": 519,
                         "Coding LOC": 493,
                         "Documentation LOC": 25,
-                        "Structural Magnitude": 541.96,
+                        "Structural Magnitude": 540.96,
                         "Control Flow Ratio": "79.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -86409,14 +86409,14 @@
                         "Error & Exception Exposure": "99.41%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.22%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.59%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -87122,7 +87122,7 @@
                         "Type/Safety Bypasses": 34,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 71,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 324,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -87230,9 +87230,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -182.44,
-                        "Y": -254.39,
-                        "Z": 1178.47
+                        "X": -989.34,
+                        "Y": -60.51,
+                        "Z": 3811.51
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -87244,7 +87244,7 @@
                         "Total LOC": 487,
                         "Coding LOC": 466,
                         "Documentation LOC": 20,
-                        "Structural Magnitude": 514.12,
+                        "Structural Magnitude": 513.12,
                         "Control Flow Ratio": "83.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -87257,14 +87257,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.65%",
+                        "API Exposure": "10.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.65%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.13%",
+                        "Documentation Exposure": "33.28%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -87780,7 +87780,7 @@
                         "Type/Safety Bypasses": 20,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 52,
-                        "Exposed API / Public Exports": 26,
+                        "Exposed API / Public Exports": 25,
                         "State Mutations / Variable Reassignments": 310,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -87888,9 +87888,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1315.3,
-                        "Y": -334.19,
-                        "Z": 1894.89
+                        "X": -1315.28,
+                        "Y": -334.18,
+                        "Z": 1894.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -87902,7 +87902,7 @@
                         "Total LOC": 501,
                         "Coding LOC": 481,
                         "Documentation LOC": 19,
-                        "Structural Magnitude": 527.32,
+                        "Structural Magnitude": 526.32,
                         "Control Flow Ratio": "83.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -87915,14 +87915,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.6%",
+                        "API Exposure": "10.48%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "34.34%",
+                        "Documentation Exposure": "32.56%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -88438,7 +88438,7 @@
                         "Type/Safety Bypasses": 20,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 52,
-                        "Exposed API / Public Exports": 26,
+                        "Exposed API / Public Exports": 25,
                         "State Mutations / Variable Reassignments": 322,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -88546,9 +88546,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -119.89,
-                        "Y": -205.0,
-                        "Z": 1666.82
+                        "X": 962.92,
+                        "Y": 53.39,
+                        "Z": 2694.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -88560,7 +88560,7 @@
                         "Total LOC": 652,
                         "Coding LOC": 588,
                         "Documentation LOC": 63,
-                        "Structural Magnitude": 687.56,
+                        "Structural Magnitude": 686.56,
                         "Control Flow Ratio": "85.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -88573,14 +88573,14 @@
                         "Error & Exception Exposure": "95.84%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.49%",
-                        "API Exposure": "2.14%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "10.23%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -89646,7 +89646,7 @@
                         "Type/Safety Bypasses": 27,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 102,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 401,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 0,
@@ -89754,9 +89754,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1254.36,
-                        "Y": -235.97,
-                        "Z": 2154.17
+                        "X": 318.29,
+                        "Y": 158.51,
+                        "Z": 3816.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -89768,7 +89768,7 @@
                         "Total LOC": 613,
                         "Coding LOC": 568,
                         "Documentation LOC": 44,
-                        "Structural Magnitude": 666.76,
+                        "Structural Magnitude": 665.76,
                         "Control Flow Ratio": "84.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -89781,14 +89781,14 @@
                         "Error & Exception Exposure": "93.03%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.46%",
-                        "API Exposure": "2.16%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.26%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -90764,7 +90764,7 @@
                         "Type/Safety Bypasses": 15,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 98,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 399,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -90872,9 +90872,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -439.1,
+                        "X": -439.09,
                         "Y": -61.0,
-                        "Z": 3010.9
+                        "Z": 3010.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -90886,7 +90886,7 @@
                         "Total LOC": 744,
                         "Coding LOC": 699,
                         "Documentation LOC": 44,
-                        "Structural Magnitude": 972.38,
+                        "Structural Magnitude": 971.38,
                         "Control Flow Ratio": "85.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -90899,14 +90899,14 @@
                         "Error & Exception Exposure": "99.75%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.96%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -92112,7 +92112,7 @@
                         "Type/Safety Bypasses": 17,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 118,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 659,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -92220,9 +92220,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 474.27,
+                        "X": 474.26,
                         "Y": 119.02,
-                        "Z": 3342.62
+                        "Z": 3342.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -92234,7 +92234,7 @@
                         "Total LOC": 505,
                         "Coding LOC": 484,
                         "Documentation LOC": 20,
-                        "Structural Magnitude": 734.38,
+                        "Structural Magnitude": 733.38,
                         "Control Flow Ratio": "85.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -92247,14 +92247,14 @@
                         "Error & Exception Exposure": "99.95%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -92960,7 +92960,7 @@
                         "Type/Safety Bypasses": 34,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 74,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 517,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -93646,9 +93646,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1636.63,
-                        "Y": -383.72,
-                        "Z": 1899.19
+                        "X": 422.1,
+                        "Y": 160.38,
+                        "Z": 4318.7
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -93660,7 +93660,7 @@
                         "Total LOC": 406,
                         "Coding LOC": 364,
                         "Documentation LOC": 41,
-                        "Structural Magnitude": 335.88,
+                        "Structural Magnitude": 334.88,
                         "Control Flow Ratio": "69.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -93673,14 +93673,14 @@
                         "Error & Exception Exposure": "97.74%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.85%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -94166,7 +94166,7 @@
                         "Type/Safety Bypasses": 11,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 50,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 204,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -94276,7 +94276,7 @@
                     "2. Topological Coordinates": {
                         "X": 69.46,
                         "Y": 158.18,
-                        "Z": 4369.65
+                        "Z": 4369.62
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -94288,7 +94288,7 @@
                         "Total LOC": 480,
                         "Coding LOC": 440,
                         "Documentation LOC": 39,
-                        "Structural Magnitude": 434.6,
+                        "Structural Magnitude": 433.6,
                         "Control Flow Ratio": "83.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -94301,14 +94301,14 @@
                         "Error & Exception Exposure": "98.77%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.24%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.67%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -94994,7 +94994,7 @@
                         "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 66,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 242,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -95102,8 +95102,8 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1697.15,
-                        "Y": -186.85,
+                        "X": -1697.13,
+                        "Y": -186.84,
                         "Z": 2891.15
                     },
                     "3. Architectural Profile": {
@@ -95116,7 +95116,7 @@
                         "Total LOC": 588,
                         "Coding LOC": 457,
                         "Documentation LOC": 130,
-                        "Structural Magnitude": 447.24,
+                        "Structural Magnitude": 446.24,
                         "Control Flow Ratio": "84.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -95129,14 +95129,14 @@
                         "Error & Exception Exposure": "98.76%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.17%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.48%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -95912,7 +95912,7 @@
                         "Type/Safety Bypasses": 34,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 74,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 234,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -96020,9 +96020,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1193.67,
-                        "Y": -118.15,
-                        "Z": 3522.63
+                        "X": -1073.7,
+                        "Y": -307.46,
+                        "Z": 1719.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -96034,7 +96034,7 @@
                         "Total LOC": 549,
                         "Coding LOC": 517,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 600.84,
+                        "Structural Magnitude": 599.84,
                         "Control Flow Ratio": "86.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -96047,14 +96047,14 @@
                         "Error & Exception Exposure": "99.63%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.2%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.54%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -96850,7 +96850,7 @@
                         "Type/Safety Bypasses": 39,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 72,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 373,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -96958,9 +96958,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -91.94,
-                        "Y": 82.32,
-                        "Z": 3994.85
+                        "X": 721.84,
+                        "Y": -74.59,
+                        "Z": 1679.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -96972,7 +96972,7 @@
                         "Total LOC": 644,
                         "Coding LOC": 605,
                         "Documentation LOC": 38,
-                        "Structural Magnitude": 606.3,
+                        "Structural Magnitude": 605.3,
                         "Control Flow Ratio": "87.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -96985,14 +96985,14 @@
                         "Error & Exception Exposure": "99.29%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.14%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.42%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -97998,7 +97998,7 @@
                         "Type/Safety Bypasses": 61,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 100,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 319,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -98106,9 +98106,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 724.77,
-                        "Y": -38.35,
-                        "Z": 1785.51
+                        "X": 912.86,
+                        "Y": 183.78,
+                        "Z": 3523.19
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -98120,7 +98120,7 @@
                         "Total LOC": 623,
                         "Coding LOC": 587,
                         "Documentation LOC": 35,
-                        "Structural Magnitude": 621.24,
+                        "Structural Magnitude": 620.24,
                         "Control Flow Ratio": "87.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -98133,14 +98133,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.46%",
+                        "API Exposure": "10.35%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.44%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "30.17%",
+                        "Documentation Exposure": "28.8%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -99156,7 +99156,7 @@
                         "Type/Safety Bypasses": 49,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 92,
-                        "Exposed API / Public Exports": 28,
+                        "Exposed API / Public Exports": 27,
                         "State Mutations / Variable Reassignments": 311,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -99264,9 +99264,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1220.48,
-                        "Y": -132.73,
-                        "Z": 3098.67
+                        "X": -765.69,
+                        "Y": -250.67,
+                        "Z": 1538.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -99278,7 +99278,7 @@
                         "Total LOC": 581,
                         "Coding LOC": 550,
                         "Documentation LOC": 30,
-                        "Structural Magnitude": 676.1,
+                        "Structural Magnitude": 675.1,
                         "Control Flow Ratio": "88.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -99291,7 +99291,7 @@
                         "Error & Exception Exposure": "99.62%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.45%",
+                        "API Exposure": "2.18%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.49%",
@@ -100134,7 +100134,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 78,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 405,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -100242,9 +100242,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1069.48,
-                        "Y": 10.7,
-                        "Z": 2107.76
+                        "X": -1246.47,
+                        "Y": -308.55,
+                        "Z": 1961.83
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -100256,7 +100256,7 @@
                         "Total LOC": 658,
                         "Coding LOC": 621,
                         "Documentation LOC": 36,
-                        "Structural Magnitude": 661.62,
+                        "Structural Magnitude": 660.62,
                         "Control Flow Ratio": "85.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -100269,14 +100269,14 @@
                         "Error & Exception Exposure": "99.15%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.77%",
+                        "API Exposure": "10.68%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.4%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "34.86%",
+                        "Documentation Exposure": "33.45%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -101292,7 +101292,7 @@
                         "Type/Safety Bypasses": 47,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 90,
-                        "Exposed API / Public Exports": 32,
+                        "Exposed API / Public Exports": 31,
                         "State Mutations / Variable Reassignments": 356,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -101400,9 +101400,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -407.76,
-                        "Y": -191.51,
-                        "Z": 1513.5
+                        "X": 832.96,
+                        "Y": 31.55,
+                        "Z": 2049.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -101414,7 +101414,7 @@
                         "Total LOC": 655,
                         "Coding LOC": 621,
                         "Documentation LOC": 33,
-                        "Structural Magnitude": 699.62,
+                        "Structural Magnitude": 698.62,
                         "Control Flow Ratio": "84.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -101427,14 +101427,14 @@
                         "Error & Exception Exposure": "99.33%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.27%",
+                        "API Exposure": "10.16%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.4%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.46%",
+                        "Documentation Exposure": "27.21%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -102310,7 +102310,7 @@
                         "Type/Safety Bypasses": 41,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 78,
-                        "Exposed API / Public Exports": 27,
+                        "Exposed API / Public Exports": 26,
                         "State Mutations / Variable Reassignments": 399,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -102418,9 +102418,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1025.06,
-                        "Y": -41.44,
-                        "Z": 1745.18
+                        "X": -1587.98,
+                        "Y": -268.27,
+                        "Z": 2753.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -102432,7 +102432,7 @@
                         "Total LOC": 525,
                         "Coding LOC": 504,
                         "Documentation LOC": 20,
-                        "Structural Magnitude": 504.78,
+                        "Structural Magnitude": 503.78,
                         "Control Flow Ratio": "83.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -102445,14 +102445,14 @@
                         "Error & Exception Exposure": "98.73%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.52%",
+                        "API Exposure": "10.4%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.58%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "32.88%",
+                        "Documentation Exposure": "31.22%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -103188,7 +103188,7 @@
                         "Type/Safety Bypasses": 31,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 68,
-                        "Exposed API / Public Exports": 26,
+                        "Exposed API / Public Exports": 25,
                         "State Mutations / Variable Reassignments": 275,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -103296,9 +103296,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -528.78,
+                        "X": -528.77,
                         "Y": -22.1,
-                        "Z": 3469.44
+                        "Z": 3469.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -103310,7 +103310,7 @@
                         "Total LOC": 690,
                         "Coding LOC": 662,
                         "Documentation LOC": 27,
-                        "Structural Magnitude": 744.64,
+                        "Structural Magnitude": 743.64,
                         "Control Flow Ratio": "90.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -103323,14 +103323,14 @@
                         "Error & Exception Exposure": "98.18%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.36%",
+                        "API Exposure": "11.28%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.37%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "44.41%",
+                        "Documentation Exposure": "42.97%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -104286,7 +104286,7 @@
                         "Type/Safety Bypasses": 48,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 82,
-                        "Exposed API / Public Exports": 40,
+                        "Exposed API / Public Exports": 39,
                         "State Mutations / Variable Reassignments": 359,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -104394,9 +104394,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 131.25,
-                        "Y": -151.94,
-                        "Z": 1755.12
+                        "X": -850.79,
+                        "Y": -113.79,
+                        "Z": 3219.64
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -104408,7 +104408,7 @@
                         "Total LOC": 668,
                         "Coding LOC": 631,
                         "Documentation LOC": 36,
-                        "Structural Magnitude": 710.52,
+                        "Structural Magnitude": 709.52,
                         "Control Flow Ratio": "91.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -104421,14 +104421,14 @@
                         "Error & Exception Exposure": "97.81%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.42%",
+                        "API Exposure": "11.34%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.39%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "45.37%",
+                        "Documentation Exposure": "43.86%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -105364,7 +105364,7 @@
                         "Type/Safety Bypasses": 45,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 82,
-                        "Exposed API / Public Exports": 40,
+                        "Exposed API / Public Exports": 39,
                         "State Mutations / Variable Reassignments": 327,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -105472,9 +105472,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1426.04,
-                        "Y": -239.85,
-                        "Z": 2470.21
+                        "X": 106.46,
+                        "Y": -158.47,
+                        "Z": 1424.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -105486,7 +105486,7 @@
                         "Total LOC": 572,
                         "Coding LOC": 546,
                         "Documentation LOC": 25,
-                        "Structural Magnitude": 589.92,
+                        "Structural Magnitude": 588.92,
                         "Control Flow Ratio": "85.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -105499,14 +105499,14 @@
                         "Error & Exception Exposure": "98.55%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.26%",
+                        "API Exposure": "12.19%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.51%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "67.18%",
+                        "Documentation Exposure": "65.61%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -106062,7 +106062,7 @@
                         "Type/Safety Bypasses": 19,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 53,
-                        "Exposed API / Public Exports": 48,
+                        "Exposed API / Public Exports": 47,
                         "State Mutations / Variable Reassignments": 335,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -106170,9 +106170,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -668.77,
-                        "Y": -158.43,
-                        "Z": 2669.82
+                        "X": -668.76,
+                        "Y": -158.42,
+                        "Z": 2669.83
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                     "3. Architectural Profile": {
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@@ -106184,7 +106184,7 @@
                         "Total LOC": 699,
                         "Coding LOC": 675,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 861.2,
+                        "Structural Magnitude": 860.2,
                         "Control Flow Ratio": "91.4%",
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@@ -106197,14 +106197,14 @@
                         "Error & Exception Exposure": "98.65%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.01%",
+                        "API Exposure": "12.97%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "81.58%",
+                        "Documentation Exposure": "80.7%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -106880,7 +106880,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 39,
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@@ -106988,9 +106988,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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+                        "Y": -27.69,
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@@ -107002,7 +107002,7 @@
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                         "Coding LOC": 479,
                         "Documentation LOC": 28,
-                        "Structural Magnitude": 548.18,
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@@ -107015,14 +107015,14 @@
                         "Error & Exception Exposure": "99.41%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.59%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "52.48%",
+                        "Documentation Exposure": "50.48%",
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@@ -107758,7 +107758,7 @@
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                         "I/O and Network Boundaries": 62,
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@@ -107868,7 +107868,7 @@
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@@ -107880,7 +107880,7 @@
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                         "Coding LOC": 472,
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@@ -107893,14 +107893,14 @@
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                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                     "5. Function Analysis": [
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@@ -108784,9 +108784,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
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@@ -108798,7 +108798,7 @@
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@@ -108811,14 +108811,14 @@
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                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                     "5. Function Analysis": [
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@@ -110060,9 +110060,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
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-                        "Z": 1018.16
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+                        "Y": -356.16,
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                     "3. Architectural Profile": {
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@@ -110074,7 +110074,7 @@
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                         "Documentation LOC": 38,
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                         "Control Flow Ratio": "0.0%",
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@@ -110087,14 +110087,14 @@
                         "Error & Exception Exposure": "75.29%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.41%",
-                        "API Exposure": "8.93%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                     "5. Function Analysis": [
@@ -110170,7 +110170,7 @@
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                         "I/O and Network Boundaries": 0,
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@@ -110278,9 +110278,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1135.3,
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                         "Y": -29.91,
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                     },
                     "3. Architectural Profile": {
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@@ -110292,7 +110292,7 @@
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                         "Coding LOC": 242,
                         "Documentation LOC": 64,
-                        "Structural Magnitude": 215.14,
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                         "Control Flow Ratio": "54.2%",
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@@ -110305,7 +110305,7 @@
                         "Error & Exception Exposure": "97.14%",
                         "Tech Debt Exposure": "99.99%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "6.25%",
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                         "Concurrency Exposure": "0.0%",
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@@ -110608,7 +110608,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 5,
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                         "State Mutations / Variable Reassignments": 133,
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@@ -110716,9 +110716,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1226.88,
-                        "Y": 220.19,
-                        "Z": 3686.62
+                        "X": -401.02,
+                        "Y": -310.15,
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                     "3. Architectural Profile": {
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@@ -110730,7 +110730,7 @@
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                         "Coding LOC": 309,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 310.78,
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                         "Control Flow Ratio": "72.4%",
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@@ -110743,7 +110743,7 @@
                         "Error & Exception Exposure": "98.64%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.78%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
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@@ -111116,7 +111116,7 @@
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                         "I/O and Network Boundaries": 39,
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@@ -111224,9 +111224,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1386.52,
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-                        "Z": 2820.99
+                        "X": -1012.36,
+                        "Y": -316.38,
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                     "3. Architectural Profile": {
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@@ -111238,7 +111238,7 @@
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                         "Coding LOC": 603,
                         "Documentation LOC": 43,
-                        "Structural Magnitude": 497.46,
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@@ -111251,14 +111251,14 @@
                         "Error & Exception Exposure": "97.94%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.14%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                     "5. Function Analysis": [
@@ -111984,7 +111984,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 95,
-                        "Exposed API / Public Exports": 1,
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@@ -112092,9 +112092,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 600.93,
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                         "Y": -137.71,
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                     },
                     "3. Architectural Profile": {
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@@ -112106,7 +112106,7 @@
                         "Total LOC": 574,
                         "Coding LOC": 554,
                         "Documentation LOC": 19,
-                        "Structural Magnitude": 535.38,
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                         "Control Flow Ratio": "80.6%",
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@@ -112119,14 +112119,14 @@
                         "Error & Exception Exposure": "99.33%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.18%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.5%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -112822,7 +112822,7 @@
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                         "I/O and Network Boundaries": 71,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 334,
                         "Commented-out Code (Dead Logic)": 1,
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@@ -112930,9 +112930,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 630.42,
-                        "Y": 201.62,
-                        "Z": 3624.1
+                        "X": -1176.45,
+                        "Y": -63.43,
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                     "3. Architectural Profile": {
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@@ -112944,7 +112944,7 @@
                         "Total LOC": 626,
                         "Coding LOC": 603,
                         "Documentation LOC": 22,
-                        "Structural Magnitude": 592.76,
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                         "Control Flow Ratio": "82.1%",
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@@ -112957,14 +112957,14 @@
                         "Error & Exception Exposure": "99.44%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.15%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.44%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -113750,7 +113750,7 @@
                         "Type/Safety Bypasses": 52,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 77,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 369,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -114296,9 +114296,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2003.92,
-                        "Y": -290.64,
-                        "Z": 2725.93
+                        "X": -173.1,
+                        "Y": -251.5,
+                        "Z": 965.63
                     },
                     "3. Architectural Profile": {
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@@ -114554,9 +114554,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 17.38,
-                        "Y": 198.74,
-                        "Z": 4732.87
+                        "X": -2029.1,
+                        "Y": -255.5,
+                        "Z": 3089.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -115200,9 +115200,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1832.02,
-                        "Y": -246.48,
-                        "Z": 2661.07
+                        "X": -1831.98,
+                        "Y": -246.47,
+                        "Z": 2661.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -115214,7 +115214,7 @@
                         "Total LOC": 306,
                         "Coding LOC": 282,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 287.94,
+                        "Structural Magnitude": 286.94,
                         "Control Flow Ratio": "75.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -115227,14 +115227,14 @@
                         "Error & Exception Exposure": "98.65%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.42%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.26%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -115560,7 +115560,7 @@
                         "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 39,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 183,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -115670,9 +115670,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1831.24,
-                        "Y": 170.52,
-                        "Z": 2553.35
+                        "X": 1089.19,
+                        "Y": -104.22,
+                        "Z": 989.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -115888,9 +115888,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -758.72,
-                        "Y": -279.67,
-                        "Z": 1603.55
+                        "X": -1278.52,
+                        "Y": -245.04,
+                        "Z": 2505.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -115902,7 +115902,7 @@
                         "Total LOC": 617,
                         "Coding LOC": 570,
                         "Documentation LOC": 46,
-                        "Structural Magnitude": 677.9,
+                        "Structural Magnitude": 676.9,
                         "Control Flow Ratio": "83.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -115915,14 +115915,14 @@
                         "Error & Exception Exposure": "99.51%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.16%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.45%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -116898,7 +116898,7 @@
                         "Type/Safety Bypasses": 43,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 72,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 374,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -117006,9 +117006,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1030.2,
-                        "Y": 115.95,
-                        "Z": 2871.96
+                        "X": 808.91,
+                        "Y": -28.75,
+                        "Z": 1853.48
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -117020,7 +117020,7 @@
                         "Total LOC": 627,
                         "Coding LOC": 569,
                         "Documentation LOC": 57,
-                        "Structural Magnitude": 677.88,
+                        "Structural Magnitude": 676.88,
                         "Control Flow Ratio": "83.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -117033,14 +117033,14 @@
                         "Error & Exception Exposure": "99.52%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.15%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.43%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -118016,7 +118016,7 @@
                         "Type/Safety Bypasses": 43,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 72,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 374,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -118124,9 +118124,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -131.56,
-                        "Y": -298.13,
-                        "Z": 950.19
+                        "X": -1575.66,
+                        "Y": -396.98,
+                        "Z": 1740.78
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -122869,7 +122869,7 @@
             }
         },
         "cobol/gnucobol_internals": {
-            "Directory Group Magnitude": 43453.05,
+            "Directory Group Magnitude": 41514.05,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -122879,14 +122879,14 @@
                 "Error & Exception Exposure": "76.83%",
                 "Tech Debt Exposure": "13.26%",
                 "Testing Exposure": "57.8%",
-                "API Exposure": "5.21%",
+                "API Exposure": "1.43%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "75.04%",
                 "Commented Logic Exposure": "1.73%",
                 "Specification Exposure": "71.43%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "42.57%",
+                "Documentation Exposure": "13.15%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -122917,7 +122917,7 @@
                         "Total LOC": 12938,
                         "Coding LOC": 11433,
                         "Documentation LOC": 544,
-                        "Structural Magnitude": 15222.16,
+                        "Structural Magnitude": 14314.16,
                         "Control Flow Ratio": "79.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -122930,14 +122930,14 @@
                         "Error & Exception Exposure": "95.96%",
                         "Tech Debt Exposure": "8.98%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.01%",
+                        "API Exposure": "0.52%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "81.86%",
+                        "Documentation Exposure": "15.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -124973,7 +124973,7 @@
                         "Type/Safety Bypasses": 66,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 932,
+                        "Exposed API / Public Exports": 24,
                         "State Mutations / Variable Reassignments": 5893,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 2,
@@ -125109,7 +125109,7 @@
                         "Total LOC": 7364,
                         "Coding LOC": 6537,
                         "Documentation LOC": 315,
-                        "Structural Magnitude": 10882.54,
+                        "Structural Magnitude": 10078.54,
                         "Control Flow Ratio": "78.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -125122,14 +125122,14 @@
                         "Error & Exception Exposure": "99.11%",
                         "Tech Debt Exposure": "7.91%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.6%",
+                        "API Exposure": "5.4%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "98.13%",
+                        "Documentation Exposure": "28.03%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -126435,7 +126435,7 @@
                         "Type/Safety Bypasses": 127,
                         "High-Risk Execution Commands": 4,
                         "I/O and Network Boundaries": 105,
-                        "Exposed API / Public Exports": 923,
+                        "Exposed API / Public Exports": 119,
                         "State Mutations / Variable Reassignments": 5009,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 3,
@@ -126549,9 +126549,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2381.25,
-                        "Y": 37.4,
-                        "Z": -7648.83
+                        "X": 2380.53,
+                        "Y": 37.34,
+                        "Z": -7649.78
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -126563,7 +126563,7 @@
                         "Total LOC": 2689,
                         "Coding LOC": 2299,
                         "Documentation LOC": 138,
-                        "Structural Magnitude": 3385.58,
+                        "Structural Magnitude": 3158.58,
                         "Control Flow Ratio": "71.6%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -126576,14 +126576,14 @@
                         "Error & Exception Exposure": "96.45%",
                         "Tech Debt Exposure": "38.29%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.81%",
+                        "API Exposure": "4.04%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "94.15%",
+                        "Documentation Exposure": "24.29%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -127299,7 +127299,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 267,
+                        "Exposed API / Public Exports": 40,
                         "State Mutations / Variable Reassignments": 1353,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 2,
@@ -139596,7 +139596,7 @@
             }
         },
         "cpp/godot": {
-            "Directory Group Magnitude": 36973.52,
+            "Directory Group Magnitude": 36582.52,
             "File Count": 16,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "81.2%",
@@ -139607,14 +139607,14 @@
                 "Error & Exception Exposure": "76.73%",
                 "Tech Debt Exposure": "22.49%",
                 "Testing Exposure": "55.29%",
-                "API Exposure": "5.41%",
+                "API Exposure": "4.61%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "81.22%",
                 "Commented Logic Exposure": "2.11%",
                 "Specification Exposure": "81.25%",
                 "Instability Exposure": "40.62%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "24.23%",
+                "Documentation Exposure": "19.21%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -139945,9 +139945,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -989.36,
-                        "Y": -58.81,
-                        "Z": 8734.98
+                        "X": -1469.42,
+                        "Y": -167.97,
+                        "Z": 8394.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -139959,7 +139959,7 @@
                         "Total LOC": 1155,
                         "Coding LOC": 902,
                         "Documentation LOC": 82,
-                        "Structural Magnitude": 847.84,
+                        "Structural Magnitude": 456.84,
                         "Control Flow Ratio": "16.3%",
                         "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
@@ -139972,14 +139972,14 @@
                         "Error & Exception Exposure": "82.0%",
                         "Tech Debt Exposure": "9.29%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.49%",
+                        "API Exposure": "2.79%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.69%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "19.72%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -140285,7 +140285,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 411,
+                        "Exposed API / Public Exports": 20,
                         "State Mutations / Variable Reassignments": 331,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 10,
@@ -143878,9 +143878,9 @@
                         "Identity Proof": "Sibling Anchor (C++)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1494.17,
-                        "Y": -177.11,
-                        "Z": 8411.76
+                        "X": -220.14,
+                        "Y": 80.89,
+                        "Z": 8371.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -147880,9 +147880,9 @@
                         "Identity Proof": "Sibling Anchor (C++)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1171.91,
-                        "Y": -126.13,
-                        "Z": 7728.87
+                        "X": -1038.53,
+                        "Y": -59.03,
+                        "Z": 8919.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -152523,9 +152523,9 @@
                         "Identity Proof": "Sibling Anchor (C++)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -193.04,
-                        "Y": 141.54,
-                        "Z": 8320.28
+                        "X": -1118.51,
+                        "Y": -74.24,
+                        "Z": 7504.7
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -153224,7 +153224,7 @@
             }
         },
         "c/cpython": {
-            "Directory Group Magnitude": 36197.74,
+            "Directory Group Magnitude": 31150.74,
             "File Count": 8,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -153234,14 +153234,14 @@
                 "Error & Exception Exposure": "92.1%",
                 "Tech Debt Exposure": "39.8%",
                 "Testing Exposure": "80.0%",
-                "API Exposure": "13.81%",
+                "API Exposure": "6.91%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "87.5%",
                 "Commented Logic Exposure": "5.29%",
                 "Specification Exposure": "99.57%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "91.14%",
+                "Documentation Exposure": "33.02%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -153258,9 +153258,9 @@
                         "Identity Proof": "Prefix Anchor (Makefile)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7815.56,
+                        "X": 808.7,
                         "Y": 145.35,
-                        "Z": 269.01
+                        "Z": 6108.68
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -155856,9 +155856,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7429.68,
+                        "X": 1194.39,
                         "Y": 145.69,
-                        "Z": 533.41
+                        "Z": 6375.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -155870,7 +155870,7 @@
                         "Total LOC": 3840,
                         "Coding LOC": 3294,
                         "Documentation LOC": 244,
-                        "Structural Magnitude": 6208.98,
+                        "Structural Magnitude": 5551.98,
                         "Control Flow Ratio": "68.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -155883,14 +155883,14 @@
                         "Error & Exception Exposure": "95.62%",
                         "Tech Debt Exposure": "9.09%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.93%",
+                        "API Exposure": "11.3%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "4.96%",
                         "Specification Exposure": "96.58%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.98%",
+                        "Documentation Exposure": "66.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -157056,7 +157056,7 @@
                         "Type/Safety Bypasses": 42,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 832,
+                        "Exposed API / Public Exports": 175,
                         "State Mutations / Variable Reassignments": 1830,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 5,
@@ -157172,9 +157172,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7621.99,
-                        "Y": 175.04,
-                        "Z": 1515.53
+                        "X": 1003.04,
+                        "Y": 175.02,
+                        "Z": 7352.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -157186,7 +157186,7 @@
                         "Total LOC": 1773,
                         "Coding LOC": 1472,
                         "Documentation LOC": 130,
-                        "Structural Magnitude": 2051.74,
+                        "Structural Magnitude": 1686.74,
                         "Control Flow Ratio": "59.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -157199,14 +157199,14 @@
                         "Error & Exception Exposure": "94.93%",
                         "Tech Debt Exposure": "52.88%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.55%",
+                        "API Exposure": "8.19%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.48%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.99%",
+                        "Documentation Exposure": "39.56%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -157822,7 +157822,7 @@
                         "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 418,
+                        "Exposed API / Public Exports": 53,
                         "State Mutations / Variable Reassignments": 814,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 1,
@@ -157944,9 +157944,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7830.08,
+                        "X": 794.18,
                         "Y": 116.36,
-                        "Z": 1208.91
+                        "Z": 7048.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -157958,7 +157958,7 @@
                         "Total LOC": 8326,
                         "Coding LOC": 6573,
                         "Documentation LOC": 821,
-                        "Structural Magnitude": 8327.26,
+                        "Structural Magnitude": 7120.26,
                         "Control Flow Ratio": "63.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -157971,14 +157971,14 @@
                         "Error & Exception Exposure": "94.06%",
                         "Tech Debt Exposure": "32.24%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.63%",
+                        "API Exposure": "3.51%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "4.99%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.79%",
+                        "Documentation Exposure": "24.04%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -160814,7 +160814,7 @@
                         "Type/Safety Bypasses": 162,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1319,
+                        "Exposed API / Public Exports": 112,
                         "State Mutations / Variable Reassignments": 3298,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 5,
@@ -160942,9 +160942,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8025.48,
-                        "Y": 137.9,
-                        "Z": 787.92
+                        "X": 601.61,
+                        "Y": 137.85,
+                        "Z": 6628.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -160956,7 +160956,7 @@
                         "Total LOC": 2451,
                         "Coding LOC": 1936,
                         "Documentation LOC": 235,
-                        "Structural Magnitude": 2579.72,
+                        "Structural Magnitude": 2157.72,
                         "Control Flow Ratio": "61.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -160969,14 +160969,14 @@
                         "Error & Exception Exposure": "96.32%",
                         "Tech Debt Exposure": "8.75%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.66%",
+                        "API Exposure": "4.03%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "4.91%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.94%",
+                        "Documentation Exposure": "22.61%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -161812,7 +161812,7 @@
                         "Type/Safety Bypasses": 25,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 471,
+                        "Exposed API / Public Exports": 49,
                         "State Mutations / Variable Reassignments": 1144,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -161939,9 +161939,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6998.16,
-                        "Y": 106.42,
-                        "Z": 440.01
+                        "X": 1623.98,
+                        "Y": 106.46,
+                        "Z": 6281.02
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -161953,7 +161953,7 @@
                         "Total LOC": 2601,
                         "Coding LOC": 1767,
                         "Documentation LOC": 579,
-                        "Structural Magnitude": 2126.74,
+                        "Structural Magnitude": 1810.74,
                         "Control Flow Ratio": "52.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -161966,14 +161966,14 @@
                         "Error & Exception Exposure": "93.98%",
                         "Tech Debt Exposure": "11.43%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.74%",
+                        "API Exposure": "5.17%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "4.9%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.65%",
+                        "Documentation Exposure": "19.23%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -163029,7 +163029,7 @@
                         "Type/Safety Bypasses": 22,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 383,
+                        "Exposed API / Public Exports": 67,
                         "State Mutations / Variable Reassignments": 991,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 2,
@@ -163149,9 +163149,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7151.4,
-                        "Y": 169.19,
-                        "Z": 1534.58
+                        "X": 1471.37,
+                        "Y": 169.21,
+                        "Z": 7372.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -163163,7 +163163,7 @@
                         "Total LOC": 3503,
                         "Coding LOC": 2785,
                         "Documentation LOC": 322,
-                        "Structural Magnitude": 2730.0,
+                        "Structural Magnitude": 2350.0,
                         "Control Flow Ratio": "56.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -163176,14 +163176,14 @@
                         "Error & Exception Exposure": "88.27%",
                         "Tech Debt Exposure": "81.54%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.27%",
+                        "API Exposure": "9.48%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.46%",
+                        "Documentation Exposure": "44.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -164719,7 +164719,7 @@
                         "Type/Safety Bypasses": 45,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 518,
+                        "Exposed API / Public Exports": 138,
                         "State Mutations / Variable Reassignments": 928,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 1,
@@ -164862,9 +164862,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7472.69,
+                        "X": 1151.56,
                         "Y": 112.75,
-                        "Z": 820.25
+                        "Z": 6659.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -164876,7 +164876,7 @@
                         "Total LOC": 12874,
                         "Coding LOC": 9970,
                         "Documentation LOC": 1437,
-                        "Structural Magnitude": 11530.3,
+                        "Structural Magnitude": 9830.3,
                         "Control Flow Ratio": "61.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -164889,14 +164889,14 @@
                         "Error & Exception Exposure": "93.91%",
                         "Tech Debt Exposure": "22.51%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.05%",
+                        "API Exposure": "2.01%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.04%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.42%",
+                        "Documentation Exposure": "16.02%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -169092,7 +169092,7 @@
                         "Type/Safety Bypasses": 193,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1800,
+                        "Exposed API / Public Exports": 100,
                         "State Mutations / Variable Reassignments": 4716,
                         "Commented-out Code (Dead Logic)": 9,
                         "Structured Documentation Blocks": 1,
@@ -195437,4397 +195437,4214 @@
                 }
             }
         },
-        "scheme/racket": {
-            "Directory Group Magnitude": 24828.42,
+        "dart/flutter": {
+            "Directory Group Magnitude": 23245.2,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "85.7%",
-                "Static: Literature & Documentation": "14.3%"
+                "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "36.78%",
-                "Error & Exception Exposure": "60.05%",
-                "Tech Debt Exposure": "12.71%",
-                "Testing Exposure": "68.57%",
-                "API Exposure": "4.98%",
-                "Concurrency Exposure": "1.95%",
-                "State Flux Exposure": "49.56%",
-                "Commented Logic Exposure": "2.82%",
-                "Specification Exposure": "85.71%",
-                "Instability Exposure": "42.86%",
+                "Cognitive Load Exposure": "19.67%",
+                "Error & Exception Exposure": "10.57%",
+                "Tech Debt Exposure": "34.99%",
+                "Testing Exposure": "35.71%",
+                "API Exposure": "0.46%",
+                "Concurrency Exposure": "11.33%",
+                "State Flux Exposure": "33.54%",
+                "Commented Logic Exposure": "6.84%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "35.42%",
+                "Documentation Exposure": "11.92%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "scheme/racket/eval.c": {
+                "dart/flutter/editable_text.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "eval.c",
-                        "Path": "scheme/racket/eval.c",
-                        "Language": "C",
+                        "Filename": "editable_text.dart",
+                        "Path": "dart/flutter/editable_text.dart",
+                        "Language": "Dart",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (92.9% Spaces / 7.1% Tabs)",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "dart",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 10757.22,
-                        "Y": -107.46,
-                        "Z": 3754.88
+                        "X": -9752.87,
+                        "Y": 158.71,
+                        "Z": -4457.21
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4146,
-                        "Coding LOC": 3169,
-                        "Documentation LOC": 366,
-                        "Structural Magnitude": 5228.98,
-                        "Control Flow Ratio": "79.4%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 6793,
+                        "Coding LOC": 4168,
+                        "Documentation LOC": 2065,
+                        "Structural Magnitude": 2902.76,
+                        "Control Flow Ratio": "75.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.519
+                        "Raw Cognitive Density": 0.402
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "94.38%",
-                        "Error & Exception Exposure": "99.72%",
-                        "Tech Debt Exposure": "7.92%",
+                        "Cognitive Load Exposure": "9.96%",
+                        "Error & Exception Exposure": "17.79%",
+                        "Tech Debt Exposure": "20.18%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.26%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.84%",
+                        "API Exposure": "0.07%",
+                        "Concurrency Exposure": "30.23%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.58%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.63%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "scheme_do_eval",
-                            "Structural Impact": 761.0,
-                            "Lines of Code (LOC)": 1311,
-                            "Control Flow Branches": 310,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "91.2%",
-                            "Start Line": 2157,
-                            "End Line": 3467
+                            "Function Name": "EditableText",
+                            "Structural Impact": 489.9,
+                            "Lines of Code (LOC)": 146,
+                            "Control Flow Branches": 54,
+                            "Input Parameters": 76,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 829,
+                            "End Line": 974
                         },
                         {
-                            "Function Name": "scheme_jump_to_continuation",
-                            "Structural Impact": 138.9,
-                            "Lines of Code (LOC)": 230,
-                            "Control Flow Branches": 51,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "96.2%",
-                            "Start Line": 1324,
-                            "End Line": 1553
+                            "Function Name": "build",
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+                            "Lines of Code (LOC)": 207,
+                            "Control Flow Branches": 46,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.7%",
+                            "Start Line": 5644,
+                            "End Line": 5850
                         },
                         {
-                            "Function Name": "intersect_dw",
-                            "Structural Impact": 114.6,
-                            "Lines of Code (LOC)": 122,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "97.6%",
-                            "Start Line": 1070,
-                            "End Line": 1191
+                            "Function Name": "getEditableButtonItems",
+                            "Structural Impact": 75.4,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 2138,
+                            "End Line": 2190
                         },
                         {
-                            "Function Name": "do_eval_string_all",
-                            "Structural Impact": 52.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "95.0%",
-                            "Start Line": 3723,
-                            "End Line": 3787
+                            "Function Name": "didUpdateWidget",
+                            "Structural Impact": 69.9,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 45,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "97.8%",
+                            "Start Line": 3344,
+                            "End Line": 3440
                         },
                         {
-                            "Function Name": "scheme_set_global_bucket",
-                            "Structural Impact": 50.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "95.2%",
-                            "Start Line": 1597,
-                            "End Line": 1656
+                            "Function Name": "_finalizeEditing",
+                            "Structural Impact": 54.0,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 28,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "90.3%",
+                            "Start Line": 3776,
+                            "End Line": 3851
                         },
                         {
-                            "Function Name": "define_values_execute",
-                            "Structural Impact": 45.2,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 1669,
-                            "End Line": 1780
+                            "Function Name": "_handleSelectionChanged",
+                            "Structural Impact": 49.9,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 4322,
+                            "End Line": 4384
                         },
                         {
-                            "Function Name": "adjust_stack_base",
-                            "Structural Impact": 44.1,
-                            "Lines of Code (LOC)": 50,
+                            "Function Name": "_formatAndSetValue",
+                            "Structural Impact": 49.9,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.0%",
+                            "Start Line": 4530,
+                            "End Line": 4607
+                        },
+                        {
+                            "Function Name": "_Editable",
+                            "Structural Impact": 46.4,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 39,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5931,
+                            "End Line": 5973
+                        },
+                        {
+                            "Function Name": "invoke",
+                            "Structural Impact": 44.5,
+                            "Lines of Code (LOC)": 58,
                             "Control Flow Branches": 23,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "95.8%",
-                            "Start Line": 358,
-                            "End Line": 407
+                            "Control Flow Ratio": "85.2%",
+                            "Start Line": 6465,
+                            "End Line": 6522
                         },
                         {
-                            "Function Name": "scheme_set_cont_mark",
-                            "Structural Impact": 42.7,
-                            "Lines of Code (LOC)": 92,
+                            "Function Name": "_inferKeyboardType",
+                            "Structural Impact": 41.6,
+                            "Lines of Code (LOC)": 140,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "82.6%",
+                            "Start Line": 2225,
+                            "End Line": 2364
+                        },
+                        {
+                            "Function Name": "_handleContextMenuOnScroll",
+                            "Structural Impact": 39.4,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "68.6%",
+                            "Start Line": 4198,
+                            "End Line": 4277
+                        },
+                        {
+                            "Function Name": "updateEditingValue",
+                            "Structural Impact": 36.3,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 3515,
+                            "End Line": 3590
+                        },
+                        {
+                            "Function Name": "_updateSelectionRects",
+                            "Structural Impact": 34.7,
+                            "Lines of Code (LOC)": 72,
                             "Control Flow Branches": 21,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4846,
+                            "End Line": 4917
+                        },
+                        {
+                            "Function Name": "invoke",
+                            "Structural Impact": 32.6,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 750,
-                            "End Line": 841
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6708,
+                            "End Line": 6735
                         },
                         {
-                            "Function Name": "exec_dyn_wind_posts",
-                            "Structural Impact": 31.8,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 1268,
-                            "End Line": 1322
+                            "Function Name": "didChangeDependencies",
+                            "Structural Impact": 32.2,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 3259,
+                            "End Line": 3342
                         },
                         {
-                            "Function Name": "scheme_enlarge_runstack",
-                            "Structural Impact": 30.4,
-                            "Lines of Code (LOC)": 89,
+                            "Function Name": "_bringIntoViewBySelectionState",
+                            "Structural Impact": 31.2,
+                            "Lines of Code (LOC)": 24,
                             "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 590,
-                            "End Line": 678
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 4609,
+                            "End Line": 4632
                         },
                         {
-                            "Function Name": "scheme_init_compiled_roots_config",
-                            "Structural Impact": 26.1,
+                            "Function Name": "_scheduleShowCaretOnScreen",
+                            "Structural Impact": 30.6,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 4392,
+                            "End Line": 4465
+                        },
+                        {
+                            "Function Name": "selectAll",
+                            "Structural Impact": 30.1,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "95.0%",
+                            "Start Line": 2852,
+                            "End Line": 2888
+                        },
+                        {
+                            "Function Name": "invoke",
+                            "Structural Impact": 28.1,
                             "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 3953,
-                            "End Line": 3994
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 6562,
+                            "End Line": 6603
                         },
                         {
-                            "Function Name": "check_barrier",
+                            "Function Name": "invoke",
+                            "Structural Impact": 26.4,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 6376,
+                            "End Line": 6418
+                        },
+                        {
+                            "Function Name": "_inferAutocorrect",
                             "Structural Impact": 24.1,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 1219,
-                            "End Line": 1252
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "78.9%",
+                            "Start Line": 2193,
+                            "End Line": 2222
                         },
                         {
-                            "Function Name": "scheme_handle_stack_overflow",
-                            "Structural Impact": 22.4,
-                            "Lines of Code (LOC)": 80,
+                            "Function Name": "performAction",
+                            "Structural Impact": 24.0,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3600,
+                            "End Line": 3627
+                        },
+                        {
+                            "Function Name": "_moveToTextBoundary",
+                            "Structural Impact": 23.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5291,
+                            "End Line": 5322
+                        },
+                        {
+                            "Function Name": "_handleContextMenuOnParentScroll",
+                            "Structural Impact": 22.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 4159,
+                            "End Line": 4176
+                        },
+                        {
+                            "Function Name": "updateFloatingCursor",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 65,
                             "Control Flow Branches": 12,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 276,
-                            "End Line": 355
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3660,
+                            "End Line": 3724
                         },
                         {
-                            "Function Name": "find_exe_stack_size",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 68,
+                            "Function Name": "buildTextSpan",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 72,
                             "Control Flow Branches": 17,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 411,
-                            "End Line": 478
+                            "Control Flow Ratio": "81.0%",
+                            "Start Line": 5856,
+                            "End Line": 5927
                         },
                         {
-                            "Function Name": "scheme_make_closure",
-                            "Structural Impact": 19.2,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 2002,
-                            "End Line": 2065
+                            "Function Name": "compare",
+                            "Structural Impact": 20.6,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 6140,
+                            "End Line": 6155
                         },
                         {
-                            "Function Name": "scheme_init_stack_check",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 101,
+                            "Function Name": "_performSpellCheck",
+                            "Structural Impact": 20.4,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4488,
+                            "End Line": 4528
+                        },
+                        {
+                            "Function Name": "_inferSpellCheckConfiguration",
+                            "Structural Impact": 20.3,
+                            "Lines of Code (LOC)": 38,
                             "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "70.6%",
+                            "Start Line": 2997,
+                            "End Line": 3034
+                        },
+                        {
+                            "Function Name": "buildTextSpan",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 299,
+                            "End Line": 325
+                        },
+                        {
+                            "Function Name": "selectAllEnabled",
+                            "Structural Impact": 19.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 481,
-                            "End Line": 581
+                            "Control Flow Ratio": "77.3%",
+                            "Start Line": 2656,
+                            "End Line": 2681
                         },
                         {
-                            "Function Name": "scheme_init_collection_paths_post_config",
-                            "Structural Impact": 17.7,
-                            "Lines of Code (LOC)": 41,
+                            "Function Name": "buttonItemsForToolbarOptions",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 3037,
+                            "End Line": 3076
+                        },
+                        {
+                            "Function Name": "_semanticsOnPaste",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 5252,
+                            "End Line": 5264
+                        },
+                        {
+                            "Function Name": "copySelection",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 2749,
+                            "End Line": 2780
+                        },
+                        {
+                            "Function Name": "_semanticsOnCopy",
+                            "Structural Impact": 17.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 5226,
+                            "End Line": 5237
+                        },
+                        {
+                            "Function Name": "_semanticsOnCut",
+                            "Structural Impact": 17.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 5239,
+                            "End Line": 5250
+                        },
+                        {
+                            "Function Name": "applyTextSpacingOverrides",
+                            "Structural Impact": 16.6,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 6,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 3901,
-                            "End Line": 3941
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 6753,
+                            "End Line": 6770
                         },
                         {
-                            "Function Name": "ref_execute",
-                            "Structural Impact": 15.9,
-                            "Lines of Code (LOC)": 36,
+                            "Function Name": "debugFillProperties",
+                            "Structural Impact": 15.8,
+                            "Lines of Code (LOC)": 108,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2369,
+                            "End Line": 2476
+                        },
+                        {
+                            "Function Name": "findSuggestionSpanAtCursorIndex",
+                            "Structural Impact": 15.5,
+                            "Lines of Code (LOC)": 28,
                             "Control Flow Branches": 9,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 1802,
-                            "End Line": 1837
+                            "Control Flow Ratio": "64.3%",
+                            "Start Line": 2964,
+                            "End Line": 2991
                         },
                         {
-                            "Function Name": "scheme_escape_to_continuation",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1555,
-                            "End Line": 1589
+                            "Function Name": "_scrollableNotificationIsFromSameSubtree",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3820,
-                            "End Line": 3823
+                            "Function Name": "_updateCaretRectIfNeeded",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4950,
+                            "End Line": 4958
                         },
                         {
-                            "Function Name": "scheme_eval_string_multi_with_prompt",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3825,
-                            "End Line": 3828
+                            "Function Name": "_isAtWordwrapDownstream",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 6458,
+                            "End Line": 6463
                         },
                         {
-                            "Function Name": "scheme_init_collection_paths",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3943,
-                            "End Line": 3946
+                            "Function Name": "isActionEnabled",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 6524,
+                            "End Line": 6531
                         },
                         {
-                            "Function Name": "scheme_init_compiled_roots",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3948,
-                            "End Line": 3951
+                            "Function Name": "isActionEnabled",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 6605,
+                            "End Line": 6612
                         },
                         {
-                            "Function Name": "scheme_push_continuation_frame",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
+                            "Function Name": "isActionEnabled",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 6620,
+                            "End Line": 6627
+                        },
+                        {
+                            "Function Name": "TextEditingController",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 684,
-                            "End Line": 690
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 244,
+                            "End Line": 245
                         },
                         {
-                            "Function Name": "scheme_namespace_require",
-                            "Structural Impact": 1.8,
+                            "Function Name": "copyEnabled",
+                            "Structural Impact": 4.3,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3511,
-                            "End Line": 3517
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2640,
+                            "End Line": 2646
                         },
                         {
-                            "Function Name": "namespace_introduce",
-                            "Structural Impact": 1.8,
+                            "Function Name": "pasteEnabled",
+                            "Structural Impact": 4.3,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3715,
-                            "End Line": 3721
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2648,
+                            "End Line": 2654
                         },
                         {
-                            "Function Name": "scheme_datum_to_kernel_stx",
-                            "Structural Impact": 1.8,
+                            "Function Name": "_textEditingValueforTextLayoutMetrics",
+                            "Structural Impact": 4.3,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4120,
-                            "End Line": 4126
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2740,
+                            "End Line": 2746
                         },
                         {
-                            "Function Name": "scheme_check_runstack",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 584,
-                            "End Line": 588
+                            "Function Name": "_startOrStopCursorTimerIfNeeded",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4738,
+                            "End Line": 4744
                         },
                         {
-                            "Function Name": "scheme_pop_continuation_frame",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 692,
-                            "End Line": 696
+                            "Function Name": "renderEditable",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 6206,
+                            "End Line": 6207
                         },
                         {
-                            "Function Name": "do_eval_k",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_hasInputConnection",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 962,
-                            "End Line": 975
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2518,
+                            "End Line": 2518
                         },
                         {
-                            "Function Name": "scheme_set_startup_compile_machine_independent",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 161,
-                            "End Line": 163
+                            "Function Name": "_didChangeTextEditingValue",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4746,
+                            "End Line": 4765
                         },
                         {
-                            "Function Name": "scheme_ignore_result",
-                            "Structural Impact": 1.6,
+                            "Function Name": "performPrivateCommand",
+                            "Structural Impact": 3.7,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 267,
-                            "End Line": 270
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3629,
+                            "End Line": 3632
                         },
                         {
-                            "Function Name": "do_apply_known_k",
-                            "Structural Impact": 1.6,
+                            "Function Name": "_ScribbleCacheKey",
+                            "Structural Impact": 3.7,
                             "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 9,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 869,
-                            "End Line": 879
+                            "Start Line": 6118,
+                            "End Line": 6128
                         },
                         {
-                            "Function Name": "scheme_tail_eval_expr",
-                            "Structural Impact": 1.6,
+                            "Function Name": "invoke",
+                            "Structural Impact": 3.7,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3654,
-                            "End Line": 3657
-                        },
-                        {
-                            "Function Name": "scheme_set_startup_use_jit",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 160,
-                            "End Line": 160
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6741,
+                            "End Line": 6744
                         },
                         {
-                            "Function Name": "do_eval_k_readjust_mark",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_defaultSelectAllOnFocus",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1026,
-                            "End Line": 1032
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 2107,
+                            "End Line": 2119
                         },
                         {
-                            "Function Name": "scheme_malloc_empty_closure",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2067,
-                            "End Line": 2075
+                            "Function Name": "_replaceText",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5384,
+                            "End Line": 5399
                         },
                         {
-                            "Function Name": "scheme_get_current_namespace_as_env",
-                            "Structural Impact": 1.4,
+                            "Function Name": "requestKeyboard",
+                            "Structural Impact": 3.5,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3555,
-                            "End Line": 3563
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4100,
+                            "End Line": 4108
                         },
                         {
-                            "Function Name": "scheme_init_eval_places",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_onCursorColorTick",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 253,
-                            "End Line": 258
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4634,
+                            "End Line": 4643
                         },
                         {
-                            "Function Name": "scheme_temp_dec_mark_depth",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "removeTextPlaceholder",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 843,
-                            "End Line": 846
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5147,
+                            "End Line": 5156
                         },
                         {
-                            "Function Name": "scheme_temp_inc_mark_depth",
-                            "Structural Impact": 1.2,
+                            "Function Name": "_cursorBlinkOpacityController",
+                            "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 848,
-                            "End Line": 851
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2489,
+                            "End Line": 2492
                         },
                         {
-                            "Function Name": "make_tail_buffer_safe",
-                            "Structural Impact": 1.2,
+                            "Function Name": "_spellCheckResultsReceived",
+                            "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1008,
-                            "End Line": 1011
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2570,
+                            "End Line": 2573
                         },
                         {
-                            "Function Name": "scheme_current_argument_stack",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_shouldCreateInputConnection",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3469,
-                            "End Line": 3472
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2598,
+                            "End Line": 2599
                         },
                         {
-                            "Function Name": "register_traversers",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4138,
-                            "End Line": 4141
-                        },
-                        {
-                            "Function Name": "scheme_get_overflow_count",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 178,
-                            "End Line": 178
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 723,
-                        "Sequential Logic Declarations": 188,
-                        "Function Parameters": 218,
-                        "Function/Method Declarations": 113,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 128,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 599,
-                        "State Mutations / Variable Reassignments": 2741,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 4,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 64,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 49,
-                        "Module Dependencies (Imports)": 23,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 148,
-                        "Pointer Arithmetic & Addressing": 1162,
-                        "Manual Memory Allocation": 2,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 25,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 15,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 17,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 46,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 146,
-                        "Structural Space Indentations": 1922,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 570,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 553,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 17,
-                        "Design Short Vars": 145,
-                        "Design Long Vars": 4,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 17,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
-                    },
-                    "9. Extracted Dependencies": [
-                        "Memory.h",
-                        "future.h",
-                        "malloc.h",
-                        "mzmark_eval.inc",
-                        "mzstkchk.h",
-                        "pthread.h",
-                        "pthread_np.h",
-                        "schapp.inc",
-                        "schmach.h",
-                        "schnapp.inc",
-                        "schpriv.h",
-                        "schrunst.h",
-                        "signal.h",
-                        "sys/resource.h",
-                        "sys/signal.h",
-                        "sys/time.h",
-                        "windows.h"
-                    ]
-                },
-                "scheme/racket/fun.c": {
-                    "1. Artifact Identity": {
-                        "Filename": "fun.c",
-                        "Path": "scheme/racket/fun.c",
-                        "Language": "C",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (98.0% Spaces / 2.0% Tabs)",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 11042.98,
-                        "Y": -107.76,
-                        "Z": 3204.32
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 10416,
-                        "Coding LOC": 8288,
-                        "Documentation LOC": 707,
-                        "Structural Magnitude": 14437.96,
-                        "Control Flow Ratio": "76.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.435
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "93.93%",
-                        "Error & Exception Exposure": "99.6%",
-                        "Tech Debt Exposure": "20.13%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "13.64%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.86%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.7%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "restore_continuation",
-                            "Structural Impact": 335.4,
-                            "Lines of Code (LOC)": 357,
-                            "Control Flow Branches": 81,
-                            "Input Parameters": 14,
-                            "Control Flow Ratio": "98.8%",
-                            "Start Line": 5778,
-                            "End Line": 6134
-                        },
-                        {
-                            "Function Name": "get_or_check_arity",
-                            "Structural Impact": 329.3,
-                            "Lines of Code (LOC)": 326,
-                            "Control Flow Branches": 139,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "78.1%",
-                            "Start Line": 1889,
-                            "End Line": 2214
-                        },
-                        {
-                            "Function Name": "continuation_marks",
-                            "Structural Impact": 306.0,
-                            "Lines of Code (LOC)": 300,
-                            "Control Flow Branches": 96,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "96.0%",
-                            "Start Line": 7873,
-                            "End Line": 8172
-                        },
-                        {
-                            "Function Name": "scheme_apply_chaperone",
-                            "Structural Impact": 270.5,
-                            "Lines of Code (LOC)": 364,
-                            "Control Flow Branches": 102,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "87.9%",
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-                            "Input Parameters": 2,
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-                            "Control Flow Ratio": "90.5%",
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-                            "Start Line": 8596,
-                            "End Line": 8688
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-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 790,
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-                            "Control Flow Ratio": "93.3%",
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-                            "Control Flow Ratio": "87.5%",
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-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "95.0%",
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6173,
+                            "End Line": 6174
                         },
                         {
-                            "Function Name": "procedure_realm",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3421,
-                            "End Line": 3427
+                            "Function Name": "_ScribbleFocusableState",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6178,
+                            "End Line": 6178
                         },
                         {
-                            "Function Name": "continuation_p",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 6484,
-                            "End Line": 6489
+                            "Function Name": "elementIdentifier",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6212,
+                            "End Line": 6213
                         },
                         {
-                            "Function Name": "scheme_init_reduced_proc_struct",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3002,
-                            "End Line": 3021
+                            "Function Name": "_EditableTextTapOutsideAction",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6706,
+                            "End Line": 6706
                         },
                         {
-                            "Function Name": "allocate_prompt",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1230,
-                            "End Line": 1240
-                        },
+                            "Function Name": "_EditableTextTapUpOutsideAction",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6739,
+                            "End Line": 6739
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1253,
+                        "Sequential Logic Declarations": 406,
+                        "Function Parameters": 221,
+                        "Function/Method Declarations": 255,
+                        "Class/Entity Declarations": 27,
+                        "Defensive Programming Constructs": 575,
+                        "Type/Safety Bypasses": 96,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 13,
+                        "State Mutations / Variable Reassignments": 120,
+                        "Commented-out Code (Dead Logic)": 13,
+                        "Structured Documentation Blocks": 1641,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 61,
+                        "UI / View Layer Components": 448,
+                        "Closures and Anonymous Functions": 563,
+                        "Global State Dependencies": 7,
+                        "Decorators and Annotations": 100,
+                        "Generic Type Abstractions": 114,
+                        "Collection Iterators / Comprehensions": 98,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 50,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 4,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 495,
+                        "Resource Deallocation & Cleanup": 21,
+                        "Private / Encapsulated Scopes": 1046,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 4052,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 5,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 454,
+                        "Design Camel Case": 225,
+                        "Design Snake Case": 86,
+                        "Design Pascal Case": 3,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 2,
+                        "Design Long Vars": 61,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 24,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 43,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 49,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "_web_browser_detection_io.dart",
+                        "actions.dart",
+                        "app_lifecycle_listener.dart",
+                        "autofill.dart",
+                        "automatic_keep_alive.dart",
+                        "basic.dart",
+                        "binding.dart",
+                        "constants.dart",
+                        "context_menu_button_item.dart",
+                        "dart:async",
+                        "dart:math",
+                        "dart:ui",
+                        "debug.dart",
+                        "default_selection_style.dart",
+                        "default_text_editing_shortcuts.dart",
+                        "focus_manager.dart",
+                        "focus_scope.dart",
+                        "focus_traversal.dart",
+                        "framework.dart",
+                        "localizations.dart",
+                        "magnifier.dart",
+                        "media_query.dart",
+                        "notification_listener.dart",
+                        "package:characters/characters.dart",
+                        "package:flutter/foundation.dart",
+                        "package:flutter/gestures.dart",
+                        "package:flutter/rendering.dart",
+                        "package:flutter/scheduler.dart",
+                        "package:flutter/services.dart",
+                        "scroll_configuration.dart",
+                        "scroll_controller.dart",
+                        "scroll_notification.dart",
+                        "scroll_notification_observer.dart",
+                        "scroll_physics.dart",
+                        "scroll_position.dart",
+                        "scrollable.dart",
+                        "scrollable_helpers.dart",
+                        "shortcuts.dart",
+                        "size_changed_layout_notifier.dart",
+                        "spell_check.dart",
+                        "tap_region.dart",
+                        "text.dart",
+                        "text_editing_intents.dart",
+                        "text_selection.dart",
+                        "text_selection_toolbar_anchors.dart",
+                        "ticker_provider.dart",
+                        "undo_history.dart",
+                        "view.dart",
+                        "widget_span.dart"
+                    ]
+                },
+                "dart/flutter/events.dart": {
+                    "1. Artifact Identity": {
+                        "Filename": "events.dart",
+                        "Path": "dart/flutter/events.dart",
+                        "Language": "Dart",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dart",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dart)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -10093.05,
+                        "Y": 55.64,
+                        "Z": -3522.25
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 2607,
+                        "Coding LOC": 1754,
+                        "Documentation LOC": 621,
+                        "Structural Magnitude": 4665.68,
+                        "Control Flow Ratio": "84.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.77
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "25.98%",
+                        "Error & Exception Exposure": "0.63%",
+                        "Tech Debt Exposure": "16.38%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.66%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.23%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "scheme_escape_continuation_ok",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4528,
-                            "End Line": 4536
+                            "Function Name": "copyWith",
+                            "Structural Impact": 337.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 66,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "98.5%",
+                            "Start Line": 1668,
+                            "End Line": 1718
                         },
                         {
-                            "Function Name": "scheme_prompt_runstack_boundary_start",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1063,
-                            "End Line": 1069
+                            "Function Name": "copyWith",
+                            "Structural Impact": 335.7,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 67,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "98.5%",
+                            "Start Line": 1551,
+                            "End Line": 1601
                         },
                         {
-                            "Function Name": "scheme_default_print_handler",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 10264,
-                            "End Line": 10284
+                            "Function Name": "copyWith",
+                            "Structural Impact": 325.8,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 65,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "98.5%",
+                            "Start Line": 1033,
+                            "End Line": 1082
                         },
                         {
-                            "Function Name": "values_slow",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4351,
-                            "End Line": 4368
+                            "Function Name": "copyWith",
+                            "Structural Impact": 325.8,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 65,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "98.5%",
+                            "Start Line": 1149,
+                            "End Line": 1198
                         },
                         {
-                            "Function Name": "scheme_extract_cc_mark_list",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 8409,
-                            "End Line": 8416
+                            "Function Name": "copyWith",
+                            "Structural Impact": 325.8,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 65,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "98.5%",
+                            "Start Line": 1297,
+                            "End Line": 1346
                         },
                         {
-                            "Function Name": "scheme_default_read_input_port_handler",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 10286,
-                            "End Line": 10297
+                            "Function Name": "copyWith",
+                            "Structural Impact": 316.0,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 63,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "98.4%",
+                            "Start Line": 1443,
+                            "End Line": 1491
                         },
                         {
-                            "Function Name": "apply_k",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1534,
-                            "End Line": 1552
+                            "Function Name": "copyWith",
+                            "Structural Impact": 316.0,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 63,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "98.4%",
+                            "Start Line": 2458,
+                            "End Line": 2506
                         },
                         {
-                            "Function Name": "call_with_immediate_cc_mark",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4672,
-                            "End Line": 4682
+                            "Function Name": "copyWith",
+                            "Structural Impact": 270.6,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 48,
+                            "Input Parameters": 29,
+                            "Control Flow Ratio": "98.0%",
+                            "Start Line": 2240,
+                            "End Line": 2284
                         },
                         {
-                            "Function Name": "scheme_current_continuation_marks_as",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 8188,
-                            "End Line": 8195
+                            "Function Name": "copyWith",
+                            "Structural Impact": 266.7,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "98.1%",
+                            "Start Line": 845,
+                            "End Line": 888
                         },
                         {
-                            "Function Name": "scheme_init_unsafe_fun",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 723,
-                            "End Line": 770
+                            "Function Name": "copyWith",
+                            "Structural Impact": 237.2,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 47,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "97.9%",
+                            "Start Line": 941,
+                            "End Line": 981
                         },
                         {
-                            "Function Name": "make_weak_prompt",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1081,
-                            "End Line": 1099
+                            "Function Name": "copyWith",
+                            "Structural Impact": 196.9,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 38,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "97.4%",
+                            "Start Line": 1829,
+                            "End Line": 1866
                         },
                         {
-                            "Function Name": "continuation_mark_key_p",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4552,
-                            "End Line": 4557
+                            "Function Name": "copyWith",
+                            "Structural Impact": 196.8,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 38,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "97.4%",
+                            "Start Line": 2044,
+                            "End Line": 2080
                         },
                         {
-                            "Function Name": "clear_cm_copy_caches",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5154,
-                            "End Line": 5160
+                            "Function Name": "copyWith",
+                            "Structural Impact": 178.1,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 35,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "97.2%",
+                            "Start Line": 1952,
+                            "End Line": 1986
                         },
                         {
-                            "Function Name": "sync_meta_cont",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 5387,
-                            "End Line": 5405
+                            "Function Name": "copyWith",
+                            "Structural Impact": 173.2,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 34,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "97.1%",
+                            "Start Line": 2138,
+                            "End Line": 2172
                         },
                         {
-                            "Function Name": "prompt_tag_p",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 6594,
-                            "End Line": 6599
+                            "Function Name": "copyWith",
+                            "Structural Impact": 173.2,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 34,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "97.1%",
+                            "Start Line": 2374,
+                            "End Line": 2408
                         },
                         {
-                            "Function Name": "scheme_make_prim_w_everything",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 841,
-                            "End Line": 854
+                            "Function Name": "copyWith",
+                            "Structural Impact": 118.8,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 549,
+                            "End Line": 573
                         },
                         {
-                            "Function Name": "void_p",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "computeHitSlop",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2388,
-                            "End Line": 2392
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 2552,
+                            "End Line": 2563
                         },
                         {
-                            "Function Name": "procedure_p",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "computePanSlop",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2440,
-                            "End Line": 2444
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 2566,
+                            "End Line": 2577
                         },
                         {
-                            "Function Name": "call_with_sema_enable_break",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4786,
-                            "End Line": 4790
+                            "Function Name": "transformDeltaViaPositions",
+                            "Structural Impact": 14.5,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 596,
+                            "End Line": 616
                         },
                         {
-                            "Function Name": "can_apply_lwc_k",
-                            "Structural Impact": 3.6,
+                            "Function Name": "computeScaleSlop",
+                            "Structural Impact": 11.9,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 9392,
-                            "End Line": 9403
-                        },
-                        {
-                            "Function Name": "do_apply_chaperone",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
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                         {
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                             "Control Flow Ratio": "0.0%",
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                         {
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                         {
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                         {
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                         {
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                         {
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
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                             "Control Flow Branches": 0,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Branches": 0,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1492,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6564,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1009,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2221,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3706,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5552,
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                         },
                         {
-                            "Function Name": "make_empty_marks",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 8174,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9337,
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                         },
                         {
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+                            "Function Name": "scrollDelta",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9598,
-                            "End Line": 9601
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9603,
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+                            "Start Line": 1930,
+                            "End Line": 1931
                         },
                         {
-                            "Function Name": "scheme_get_thread_end_overflow",
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+                            "Function Name": "scale",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6664,
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1397,
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4419,
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                         {
-                            "Function Name": "scheme_all_current_continuation_marks",
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+                            "Function Name": "localPan",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 8202,
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                         },
                         {
-                            "Function Name": "register_traversers",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 10403,
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                         },
                         {
-                            "Function Name": "scheme_init_fun_places",
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-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "localPanDelta",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 772,
-                            "End Line": 777
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-                            "Start Line": 1209,
-                            "End Line": 1214
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 780,
-                            "End Line": 784
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                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1216,
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                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "localPan",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9975,
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                         {
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-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "localPanDelta",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9981,
-                            "End Line": 9985
+                            "Start Line": 2316,
+                            "End Line": 2317
                         },
                         {
-                            "Function Name": "get_inexact_monotonic_milliseconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "pan",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9987,
-                            "End Line": 9991
+                            "Start Line": 2340,
+                            "End Line": 2341
                         },
                         {
-                            "Function Name": "scheme_get_process_milliseconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "panDelta",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9993,
-                            "End Line": 9996
+                            "Start Line": 2346,
+                            "End Line": 2347
                         },
                         {
-                            "Function Name": "scheme_get_process_children_milliseconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scale",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9998,
-                            "End Line": 10001
+                            "Start Line": 2357,
+                            "End Line": 2358
                         },
                         {
-                            "Function Name": "scheme_get_seconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "rotation",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 10017,
-                            "End Line": 10020
+                            "Start Line": 2360,
+                            "End Line": 2361
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 717,
-                        "Function Parameters": 613,
-                        "Function/Method Declarations": 282,
-                        "Class/Entity Declarations": 4,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 261,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 1527,
-                        "State Mutations / Variable Reassignments": 6855,
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-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 233,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 10,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
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-                        "Pointer Arithmetic & Addressing": 3248,
-                        "Manual Memory Allocation": 1,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 26,
-                        "Fatal Aborts & Exceptions": 14,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 46,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 34,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 247,
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-                        "Structural Space Indentations": 6521,
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-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
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-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
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-                        "mzstkchk.h",
-                        "schmach.h",
-                        "schmap.inc",
-                        "schpriv.h",
-                        "schrktio.h"
-                    ]
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-                        "Path": "scheme/racket/LICENSE.txt",
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-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
-                    },
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-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
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+                        "Function Parameters": 77,
+                        "Function/Method Declarations": 146,
+                        "Class/Entity Declarations": 51,
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                         "High-Risk Execution Commands": 0,
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-                        "Exposed API / Public Exports": 0,
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-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
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+                        "Commented-out Code (Dead Logic)": 3,
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                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
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                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
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+                        "Generic Type Abstractions": 8,
+                        "Collection Iterators / Comprehensions": 17,
+                        "Scientific & Mathematical Operations": 55,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 9,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -199841,18 +199658,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 16,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 5,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 102,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 134,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 1619,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -199869,14 +199686,14 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Core Var Decl": 60,
+                        "Design Camel Case": 36,
+                        "Design Snake Case": 21,
+                        "Design Pascal Case": 1,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 6,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -199885,7 +199702,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 16,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -199901,29 +199718,35 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
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                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "constants.dart",
+                        "dart:ui",
+                        "gesture_settings.dart",
+                        "package:flutter/foundation.dart",
+                        "package:vector_math/vector_math_64.dart"
+                    ]
                 },
-                "scheme/racket/cpnanopass.ss": {
+                "dart/flutter/framework.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "cpnanopass.ss",
-                        "Path": "scheme/racket/cpnanopass.ss",
-                        "Language": "Scheme",
+                        "Filename": "framework.dart",
+                        "Path": "dart/flutter/framework.dart",
+                        "Language": "Dart",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
+                        "Folder Dominant Lang": "dart",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ss)"
+                        "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 11087.36,
-                        "Y": -80.06,
-                        "Z": 2940.07
+                        "X": -9946.25,
+                        "Y": 44.93,
+                        "Z": -3214.73
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -199932,3748 +199755,3315 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 10910,
-                        "Coding LOC": 9974,
-                        "Documentation LOC": 689,
-                        "Structural Magnitude": 3054.88,
-                        "Control Flow Ratio": "56.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 7456,
+                        "Coding LOC": 3380,
+                        "Documentation LOC": 3657,
+                        "Structural Magnitude": 2011.9,
+                        "Control Flow Ratio": "68.8%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.404
+                        "Raw Cognitive Density": 0.538
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "19.71%",
-                        "Error & Exception Exposure": "65.49%",
-                        "Tech Debt Exposure": "10.75%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "84.25%",
-                        "Commented Logic Exposure": "5.13%",
+                        "Cognitive Load Exposure": "14.98%",
+                        "Error & Exception Exposure": "4.41%",
+                        "Tech Debt Exposure": "26.85%",
+                        "Testing Exposure": "2.45%",
+                        "API Exposure": "0.58%",
+                        "Concurrency Exposure": "26.87%",
+                        "State Flux Exposure": "30.7%",
+                        "Commented Logic Exposure": "10.73%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.85%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "build-free-ref",
-                            "Structural Impact": 260.4,
-                            "Lines of Code (LOC)": 966,
-                            "Control Flow Branches": 149,
+                            "Function Name": "updateChildren",
+                            "Structural Impact": 134.5,
+                            "Lines of Code (LOC)": 185,
+                            "Control Flow Branches": 55,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "90.2%",
+                            "Start Line": 4124,
+                            "End Line": 4308
+                        },
+                        {
+                            "Function Name": "updateChild",
+                            "Structural Impact": 56.9,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "78.1%",
+                            "Start Line": 3978,
+                            "End Line": 4075
+                        },
+                        {
+                            "Function Name": "finalizeTree",
+                            "Structural Impact": 46.4,
+                            "Lines of Code (LOC)": 108,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 3338,
+                            "End Line": 3445
+                        },
+                        {
+                            "Function Name": "inflateWidget",
+                            "Structural Impact": 37.2,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "82.6%",
+                            "Start Line": 4552,
+                            "End Line": 4602
+                        },
+                        {
+                            "Function Name": "size",
+                            "Structural Impact": 33.2,
+                            "Lines of Code (LOC)": 125,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 4916,
+                            "End Line": 5040
+                        },
+                        {
+                            "Function Name": "buildScope",
+                            "Structural Impact": 31.5,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 3055,
+                            "End Line": 3129
+                        },
+                        {
+                            "Function Name": "scheduleBuildFor",
+                            "Structural Impact": 27.1,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 16,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "61.1%",
-                            "Start Line": 2260,
-                            "End Line": 3225
+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 2936,
+                            "End Line": 2996
                         },
                         {
-                            "Function Name": "compatible-fv",
-                            "Structural Impact": 251.8,
-                            "Lines of Code (LOC)": 1156,
-                            "Control Flow Branches": 111,
+                            "Function Name": "_debugCheckCompetingAncestors",
+                            "Structural Impact": 25.7,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 6660,
+                            "End Line": 6726
+                        },
+                        {
+                            "Function Name": "dependOnInheritedElement",
+                            "Structural Impact": 23.5,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "42.0%",
-                            "Start Line": 547,
-                            "End Line": 1702
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 6049,
+                            "End Line": 6103
                         },
                         {
-                            "Function Name": "extract-trace-code",
-                            "Structural Impact": 238.4,
-                            "Lines of Code (LOC)": 1007,
-                            "Control Flow Branches": 132,
+                            "Function Name": "_retakeInactiveElement",
+                            "Structural Impact": 21.8,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4481,
+                            "End Line": 4534
+                        },
+                        {
+                            "Function Name": "setState",
+                            "Structural Impact": 21.5,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "52.2%",
-                            "Start Line": 8280,
-                            "End Line": 9286
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1159,
+                            "End Line": 1220
                         },
                         {
-                            "Function Name": "maybe-add-detour-trap-check",
-                            "Structural Impact": 229.8,
-                            "Lines of Code (LOC)": 889,
-                            "Control Flow Branches": 106,
+                            "Function Name": "_debugVerifyGlobalKeyReservation",
+                            "Structural Impact": 19.8,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3211,
+                            "End Line": 3285
+                        },
+                        {
+                            "Function Name": "_debugDescribeIncorrectParentDataType",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 1644,
+                            "End Line": 1674
+                        },
+                        {
+                            "Function Name": "mount",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.6%",
-                            "Start Line": 3960,
-                            "End Line": 4848
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4327,
+                            "End Line": 4360
                         },
                         {
-                            "Function Name": "build-attachment-get",
-                            "Structural Impact": 214.5,
-                            "Lines of Code (LOC)": 861,
-                            "Control Flow Branches": 69,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "61.6%",
-                            "Start Line": 5217,
-                            "End Line": 6077
+                            "Function Name": "rebuild",
+                            "Structural Impact": 17.6,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 5500,
+                            "End Line": 5539
                         },
                         {
-                            "Function Name": "tarjan",
-                            "Structural Impact": 188.9,
-                            "Lines of Code (LOC)": 1035,
-                            "Control Flow Branches": 96,
+                            "Function Name": "_tryRebuild",
+                            "Structural Impact": 17.3,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "49.5%",
-                            "Start Line": 1516,
-                            "End Line": 2550
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2731,
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                         {
-                            "Function Name": "compute-sccs",
-                            "Structural Impact": 186.3,
-                            "Lines of Code (LOC)": 1038,
-                            "Control Flow Branches": 94,
+                            "Function Name": "_flushDirtyElements",
+                            "Structural Impact": 16.5,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "49.0%",
-                            "Start Line": 1510,
-                            "End Line": 2547
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                         {
-                            "Function Name": "fp-lvalue",
-                            "Structural Impact": 32.6,
-                            "Lines of Code (LOC)": 142,
-                            "Control Flow Branches": 17,
+                            "Function Name": "markNeedsBuild",
+                            "Structural Impact": 13.7,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 5339,
+                            "End Line": 5391
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+                        {
+                            "Function Name": "performRebuild",
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+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 5808,
+                            "End Line": 5860
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+                        {
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+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3287,
+                            "End Line": 3329
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "77.3%",
-                            "Start Line": 3682,
-                            "End Line": 3823
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                         {
-                            "Function Name": "fp-lvalue",
-                            "Structural Impact": 30.8,
-                            "Lines of Code (LOC)": 222,
-                            "Control Flow Branches": 13,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "65.0%",
-                            "Start Line": 3335,
-                            "End Line": 3556
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                         {
-                            "Function Name": "maybe-drop-trap-check",
-                            "Structural Impact": 29.8,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 18,
+                            "Function Name": "add",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "72.0%",
-                            "Start Line": 3872,
-                            "End Line": 3929
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                         {
-                            "Function Name": "lpred",
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-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 8,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 9708,
-                            "End Line": 9734
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-                            "Function Name": "mktmp",
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-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_findAncestorParentDataElements",
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+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 6728,
+                            "End Line": 6781
+                        },
+                        {
+                            "Function Name": "mount",
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+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 7269,
+                            "End Line": 7287
+                        },
+                        {
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+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 6635,
+                            "End Line": 6658
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+                        {
+                            "Function Name": "findAncestorStateOfType",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 5131,
+                            "End Line": 5143
+                        },
+                        {
+                            "Function Name": "_debugReserveGlobalKeyFor",
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3203,
+                            "End Line": 3209
+                        },
+                        {
+                            "Function Name": "_debugAssertElementInScope",
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+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2767,
+                            "End Line": 2795
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+                        {
+                            "Function Name": "_dirtyElementIndexAfter",
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+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3293,
-                            "End Line": 3297
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+                            "Start Line": 2846,
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-                            "Function Name": "force",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "StatefulElement",
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2597,
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 948,
-                        "Function Parameters": 46,
-                        "Function/Method Declarations": 46,
-                        "Class/Entity Declarations": 27,
-                        "Defensive Programming Constructs": 66,
-                        "Type/Safety Bypasses": 6,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 56,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 1172,
-                        "Commented-out Code (Dead Logic)": 10,
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-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 947,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 353,
-                        "Scientific & Mathematical Operations": 4,
-                        "Metaprogramming & Reflection": 91,
-                        "Module Dependencies (Imports)": 11,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 23,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 90,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 256,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 45,
-                        "Explicit Type Casts": 10,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 311,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9972,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 87,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "asm-enter",
-                        "asm-module",
-                        "make-restricted-unspillable",
-                        "make-tmp",
-                        "make-unspillable",
-                        "nanopass"
-                    ]
-                },
-                "scheme/racket/io.ss": {
-                    "1. Artifact Identity": {
-                        "Filename": "io.ss",
-                        "Path": "scheme/racket/io.ss",
-                        "Language": "Scheme",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ss)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 10503.5,
-                        "Y": -85.88,
-                        "Z": 3351.81
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 6399,
-                        "Coding LOC": 5629,
-                        "Documentation LOC": 448,
-                        "Structural Magnitude": 557.08,
-                        "Control Flow Ratio": "67.5%",
-                        "Popularity Rank": 20,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.518
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "23.97%",
-                        "Error & Exception Exposure": "56.49%",
-                        "Tech Debt Exposure": "9.22%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.95%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "38.28%",
-                        "Commented Logic Exposure": "4.94%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "Start Line": 5902,
+                            "End Line": 5928
+                        },
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-                            "Structural Impact": 19.1,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 12,
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+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3779,
+                            "End Line": 3791
+                        },
+                        {
+                            "Function Name": "findRootAncestorStateOfType",
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+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 5145,
+                            "End Line": 5157
+                        },
+                        {
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+                            "Control Flow Branches": 7,
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+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 7335,
+                            "End Line": 7367
+                        },
+                        {
+                            "Function Name": "_scheduleBuildFor",
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+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 398,
-                            "End Line": 411
+                            "Start Line": 2713,
+                            "End Line": 2729
                         },
                         {
-                            "Function Name": "make-binary-file-input/output-handler",
-                            "Structural Impact": 16.3,
-                            "Lines of Code (LOC)": 119,
+                            "Function Name": "activate",
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+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4752,
+                            "End Line": 4772
+                        },
+                        {
+                            "Function Name": "dependOnInheritedWidgetOfExactType",
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+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 1253,
-                            "End Line": 1371
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 5080,
+                            "End Line": 5089
                         },
                         {
-                            "Function Name": "make-binary-file-output-handler",
-                            "Structural Impact": 12.0,
-                            "Lines of Code (LOC)": 73,
+                            "Function Name": "slotFor",
+                            "Structural Impact": 8.9,
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4137,
+                            "End Line": 4141
+                        },
+                        {
+                            "Function Name": "dispatchNotification",
+                            "Structural Impact": 8.8,
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                             "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1114,
-                            "End Line": 1186
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+                            "End Line": 3499
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                         {
-                            "Function Name": "flush-buffer",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "replaceWithNullIfForgotten",
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 4133,
+                            "End Line": 4135
+                        },
+                        {
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                             "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1436,
-                            "End Line": 1444
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+                            "End Line": 7208
                         },
                         {
-                            "Function Name": "make-binary-file-input-handler",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 78,
+                            "Function Name": "_debugCheckOwnerBuildTargetExists",
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 5196,
+                            "End Line": 5218
+                        },
+                        {
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4374,
+                            "End Line": 4394
+                        },
+                        {
+                            "Function Name": "notifyClients",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 6413,
+                            "End Line": 6429
+                        },
+                        {
+                            "Function Name": "reassemble",
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                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1009,
-                            "End Line": 1086
+                            "Start Line": 3453,
+                            "End Line": 3466
                         },
                         {
-                            "Function Name": "bv-read",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 720,
-                            "End Line": 724
+                            "Function Name": "_sort",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3616,
+                            "End Line": 3630
                         },
                         {
-                            "Function Name": "err",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 9,
+                            "Function Name": "debugGetCreatorChain",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 5223,
+                            "End Line": 5234
+                        },
+                        {
+                            "Function Name": "_applyParentData",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1983,
-                            "End Line": 1990
+                            "Start Line": 6193,
+                            "End Line": 6205
                         },
                         {
-                            "Function Name": "eof-err",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
+                            "Function Name": "updateSlotForChild",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1991,
-                            "End Line": 1997
+                            "Start Line": 4401,
+                            "End Line": 4414
                         },
                         {
-                            "Function Name": "return",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
+                            "Function Name": "_deactivateFailedSubtreeRecursively",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1998,
-                            "End Line": 2004
+                            "Start Line": 4667,
+                            "End Line": 4677
                         },
                         {
-                            "Function Name": "open-oops",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_unregisterGlobalKey",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3190,
+                            "End Line": 3201
+                        },
+                        {
+                            "Function Name": "findAncestorWidgetOfExactType",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 5121,
+                            "End Line": 5129
+                        },
+                        {
+                            "Function Name": "_reportException",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 196,
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                         {
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 727,
-                            "End Line": 734
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "75.0%",
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                         {
-                            "Function Name": "$textual-port-bol",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "BuildOwner",
+                            "Structural Impact": 7.0,
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2909,
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 4895,
+                            "End Line": 4914
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+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 247,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1461,
-                            "End Line": 1466
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+                            "Control Flow Branches": 5,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1431,
-                            "End Line": 1434
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-                            "Control Flow Ratio": "0.0%",
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                         {
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 211,
-                            "End Line": 212
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-                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 1864
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-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 1867
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 562,
-                        "Function Parameters": 71,
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-                        "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
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-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 5,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
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-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 74,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 55,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 5,
-                        "Explicit Type Casts": 22,
-                        "Fatal Aborts & Exceptions": 6,
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-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 37,
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-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 5621,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 10,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
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-                        "Total Upstream (Absolute Fragility)": 0,
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-                    "9. Extracted Dependencies": []
-                },
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-                    "1. Artifact Identity": {
-                        "Filename": "schemify.rkt",
-                        "Path": "scheme/racket/schemify.rkt",
-                        "Language": "Scheme",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rkt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 11406.94,
-                        "Y": -191.54,
-                        "Z": 3884.34
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
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-                        "Coding LOC": 954,
-                        "Documentation LOC": 156,
-                        "Structural Magnitude": 1051.08,
-                        "Control Flow Ratio": "83.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.274
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.96%",
-                        "Error & Exception Exposure": "52.31%",
-                        "Tech Debt Exposure": "27.29%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "9.69%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "Start Line": 6194,
+                            "End Line": 6200
+                        },
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-                            "Start Line": 33,
-                            "End Line": 1067
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-                            "End Line": 987
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-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 920,
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-                            "Function Name": "make-set-variables",
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                         {
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-                            "Start Line": 910,
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                         {
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 274,
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                         {
-                            "Function Name": "merely-a-copy",
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+                            "Start Line": 5947,
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+                        {
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+                        },
+                        {
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 2,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 562,
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                         {
-                            "Function Name": "im-int-id",
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-                            "Control Flow Branches": 1,
+                            "Function Name": "_unmount",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 87,
-                            "End Line": 87
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2103,
+                            "End Line": 2119
                         },
                         {
-                            "Function Name": "im-ext-id",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "visitChildElements",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 88,
-                            "End Line": 88
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3918,
+                            "End Line": 3935
                         },
                         {
-                            "Function Name": "ex-int-id",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "lockState",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 89,
-                            "End Line": 89
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3013,
+                            "End Line": 3028
                         },
                         {
-                            "Function Name": "ex-ext-id",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "deactivateChild",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 90,
-                            "End Line": 90
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 165,
-                        "Sequential Logic Declarations": 33,
-                        "Function Parameters": 31,
-                        "Function/Method Declarations": 31,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 11,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 25,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 34,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 14,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 930,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 14,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "scheme/racket/thread.rkt": {
-                    "1. Artifact Identity": {
-                        "Filename": "thread.rkt",
-                        "Path": "scheme/racket/thread.rkt",
-                        "Language": "Scheme",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rkt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 11587.86,
-                        "Y": -157.86,
-                        "Z": 3172.91
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1323,
-                        "Coding LOC": 994,
-                        "Documentation LOC": 177,
-                        "Structural Magnitude": 494.58,
-                        "Control Flow Ratio": "84.6%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.264
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.5%",
-                        "Error & Exception Exposure": "46.75%",
-                        "Tech Debt Exposure": "13.63%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "13.67%",
-                        "State Flux Exposure": "14.73%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4630,
+                            "End Line": 4645
+                        },
                         {
-                            "Function Name": "do-make-thread",
-                            "Structural Impact": 445.6,
-                            "Lines of Code (LOC)": 1133,
-                            "Control Flow Branches": 146,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "84.9%",
-                            "Start Line": 186,
-                            "End Line": 1318
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+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4700,
+                            "End Line": 4715
                         },
                         {
-                            "Function Name": "current-thread",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
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+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 170,
-                            "End Line": 179
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+                            "End Line": 2146
                         },
                         {
-                            "Function Name": "thread-receive",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
+                            "Function Name": "_deactivateFailedChildSilently",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1217,
-                            "End Line": 1242
+                            "Start Line": 4647,
+                            "End Line": 4657
                         },
                         {
-                            "Function Name": "thread-try-receive",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
+                            "Function Name": "unmount",
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+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1244,
-                            "End Line": 1249
+                            "Start Line": 4850,
+                            "End Line": 4866
                         },
                         {
-                            "Function Name": "thread-engine-block",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 181,
-                            "End Line": 184
+                            "Function Name": "debugFillProperties",
+                            "Structural Impact": 4.7,
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5699,
+                            "End Line": 5707
                         },
                         {
-                            "Function Name": "add-wakeup-callback",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1276,
-                            "End Line": 1278
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 148,
-                        "Sequential Logic Declarations": 27,
-                        "Function Parameters": 57,
-                        "Function/Method Declarations": 57,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 16,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 2,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 45,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 11,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 2,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 888,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "dart/flutter": {
-            "Directory Group Magnitude": 23276.2,
-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "19.67%",
-                "Error & Exception Exposure": "10.57%",
-                "Tech Debt Exposure": "34.99%",
-                "Testing Exposure": "35.71%",
-                "API Exposure": "0.51%",
-                "Concurrency Exposure": "11.33%",
-                "State Flux Exposure": "33.54%",
-                "Commented Logic Exposure": "6.84%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "11.92%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "dart/flutter/editable_text.dart": {
-                    "1. Artifact Identity": {
-                        "Filename": "editable_text.dart",
-                        "Path": "dart/flutter/editable_text.dart",
-                        "Language": "Dart",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dart",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dart)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -9754.72,
-                        "Y": 158.71,
-                        "Z": -4457.97
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 6793,
-                        "Coding LOC": 4168,
-                        "Documentation LOC": 2065,
-                        "Structural Magnitude": 2905.76,
-                        "Control Flow Ratio": "75.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.402
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.96%",
-                        "Error & Exception Exposure": "17.79%",
-                        "Tech Debt Exposure": "20.18%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.1%",
-                        "Concurrency Exposure": "30.23%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "5.58%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Function Name": "operator==",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 96,
+                            "End Line": 102
+                        },
                         {
-                            "Function Name": "EditableText",
-                            "Structural Impact": 489.9,
-                            "Lines of Code (LOC)": 146,
-                            "Control Flow Branches": 54,
-                            "Input Parameters": 76,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 829,
-                            "End Line": 974
+                            "Function Name": "operator==",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 252,
+                            "End Line": 258
                         },
                         {
-                            "Function Name": "build",
-                            "Structural Impact": 76.8,
-                            "Lines of Code (LOC)": 207,
-                            "Control Flow Branches": 46,
+                            "Function Name": "_debugConcreteSubtype",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "76.7%",
-                            "Start Line": 5644,
-                            "End Line": 5850
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 390,
+                            "End Line": 396
                         },
                         {
-                            "Function Name": "getEditableButtonItems",
-                            "Structural Impact": 75.4,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "95.7%",
-                            "Start Line": 2138,
-                            "End Line": 2190
+                            "Function Name": "_debugConcreteSubtype",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3636,
+                            "End Line": 3642
                         },
                         {
-                            "Function Name": "didUpdateWidget",
-                            "Structural Impact": 69.9,
-                            "Lines of Code (LOC)": 97,
-                            "Control Flow Branches": 45,
+                            "Function Name": "visit",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "97.8%",
-                            "Start Line": 3344,
-                            "End Line": 3440
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4405,
+                            "End Line": 4411
                         },
                         {
-                            "Function Name": "_finalizeEditing",
-                            "Structural Impact": 54.0,
-                            "Lines of Code (LOC)": 76,
-                            "Control Flow Branches": 28,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "90.3%",
-                            "Start Line": 3776,
-                            "End Line": 3851
+                            "Function Name": "_updateBuildScopeRecursively",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4437,
+                            "End Line": 4448
                         },
                         {
-                            "Function Name": "_handleSelectionChanged",
-                            "Structural Impact": 49.9,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 4322,
-                            "End Line": 4384
+                            "Function Name": "visitChildren",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 7219,
+                            "End Line": 7226
                         },
                         {
-                            "Function Name": "_formatAndSetValue",
-                            "Structural Impact": 49.9,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.0%",
-                            "Start Line": 4530,
-                            "End Line": 4607
+                            "Function Name": "_isProfileBuildsEnabledFor",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1282,
+                            "End Line": 1284
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+                        {
+                            "Function Name": "didChangeDependencies",
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 1479
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+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1592,
+                            "End Line": 1593
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+                        {
+                            "Function Name": "debugTypicalAncestorWidgetClass",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 534
+                            "Start Line": 1632,
+                            "End Line": 1632
                         },
                         {
-                            "Function Name": "selectionEnabled",
+                            "Function Name": "debugTypicalAncestorWidgetDescription",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1821,
-                            "End Line": 1821
+                            "Start Line": 1642,
+                            "End Line": 1642
                         },
                         {
-                            "Function Name": "createState",
+                            "Function Name": "debugCanApplyOutOfTurn",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2367
+                            "Start Line": 1707,
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                         },
                         {
-                            "Function Name": "spellCheckConfiguration",
+                            "Function Name": "createElement",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2554,
-                            "End Line": 2555
+                            "Start Line": 1858,
+                            "End Line": 1859
                         },
                         {
-                            "Function Name": "spellCheckEnabled",
+                            "Function Name": "createElement",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2561,
-                            "End Line": 2561
+                            "Start Line": 1897,
+                            "End Line": 1899
                         },
                         {
-                            "Function Name": "wantKeepAlive",
+                            "Function Name": "createElement",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2621,
-                            "End Line": 2622
+                            "Start Line": 1943,
+                            "End Line": 1944
                         },
                         {
-                            "Function Name": "currentTextEditingValue",
+                            "Function Name": "createElement",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3512,
-                            "End Line": 3513
+                            "Start Line": 1966,
+                            "End Line": 1967
                         },
                         {
-                            "Function Name": "_floatingCursorOffset",
+                            "Function Name": "createElement",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2050,
+                            "End Line": 2051
+                        },
+                        {
+                            "Function Name": "widget",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3658,
-                            "End Line": 3658
+                            "Start Line": 2308,
+                            "End Line": 2308
                         },
                         {
-                            "Function Name": "beginBatchEdit",
+                            "Function Name": "mounted",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3861,
-                            "End Line": 3863
+                            "Start Line": 2324,
+                            "End Line": 2324
                         },
                         {
-                            "Function Name": "_value",
+                            "Function Name": "debugDoingBuild",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3891,
-                            "End Line": 3891
+                            "Start Line": 2340,
+                            "End Line": 2340
                         },
                         {
-                            "Function Name": "_hasFocus",
+                            "Function Name": "_debugStateLocked",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3896,
-                            "End Line": 3896
+                            "Start Line": 2999,
+                            "End Line": 2999
                         },
                         {
-                            "Function Name": "_isMultiline",
+                            "Function Name": "debugBuilding",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3897,
-                            "End Line": 3897
+                            "Start Line": 3004,
+                            "End Line": 3004
                         },
                         {
-                            "Function Name": "_needsAutofill",
+                            "Function Name": "globalKeyCount",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3169,
+                            "End Line": 3169
+                        },
+                        {
+                            "Function Name": "widget",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3963,
-                            "End Line": 3964
+                            "Start Line": 3652,
+                            "End Line": 3653
                         },
                         {
-                            "Function Name": "cursorCurrentlyVisible",
+                            "Function Name": "mounted",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4654,
-                            "End Line": 4655
+                            "Start Line": 3656,
+                            "End Line": 3657
                         },
                         {
-                            "Function Name": "cursorBlinkInterval",
+                            "Function Name": "buildScope",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3720,
+                            "End Line": 3720
+                        },
+                        {
+                            "Function Name": "dirty",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5322,
+                            "End Line": 5322
+                        },
+                        {
+                            "Function Name": "debugDoingBuild",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4660,
-                            "End Line": 4661
+                            "Start Line": 5782,
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                         },
                         {
-                            "Function Name": "textEditingValue",
+                            "Function Name": "build",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4969,
-                            "End Line": 4970
+                            "Start Line": 5865,
+                            "End Line": 5866
                         },
                         {
-                            "Function Name": "_devicePixelRatio",
+                            "Function Name": "build",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4972,
-                            "End Line": 4972
+                            "Start Line": 5888,
+                            "End Line": 5889
                         },
                         {
-                            "Function Name": "autofillId",
+                            "Function Name": "build",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5170,
-                            "End Line": 5171
+                            "Start Line": 5930,
+                            "End Line": 5931
                         },
                         {
-                            "Function Name": "_paragraphBoundary",
+                            "Function Name": "state",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5332,
-                            "End Line": 5332
+                            "Start Line": 5938,
+                            "End Line": 5938
                         },
                         {
-                            "Function Name": "_documentBoundary",
+                            "Function Name": "build",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5333,
-                            "End Line": 5333
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+                            "End Line": 6140
                         },
                         {
-                            "Function Name": "allowUserScrolling",
+                            "Function Name": "debugDoingBuild",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6112,
-                            "End Line": 6113
+                            "Start Line": 6630,
+                            "End Line": 6631
                         },
                         {
-                            "Function Name": "createState",
+                            "Function Name": "toString",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6173,
-                            "End Line": 6174
+                            "Start Line": 7381,
+                            "End Line": 7382
                         },
                         {
-                            "Function Name": "_ScribbleFocusableState",
+                            "Function Name": "hashCode",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7435,
+                            "End Line": 7436
+                        },
+                        {
+                            "Function Name": "_NullElement",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6178,
-                            "End Line": 6178
+                            "Start Line": 7442,
+                            "End Line": 7442
                         },
                         {
-                            "Function Name": "elementIdentifier",
+                            "Function Name": "debugDoingBuild",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6212,
-                            "End Line": 6213
+                            "Start Line": 7446,
+                            "End Line": 7447
                         },
                         {
-                            "Function Name": "_EditableTextTapOutsideAction",
+                            "Function Name": "_NullWidget",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6706,
-                            "End Line": 6706
+                            "Start Line": 7451,
+                            "End Line": 7451
                         },
                         {
-                            "Function Name": "_EditableTextTapUpOutsideAction",
+                            "Function Name": "createElement",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6739,
-                            "End Line": 6739
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                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1253,
-                        "Sequential Logic Declarations": 406,
-                        "Function Parameters": 221,
-                        "Function/Method Declarations": 255,
-                        "Class/Entity Declarations": 27,
-                        "Defensive Programming Constructs": 575,
-                        "Type/Safety Bypasses": 96,
+                        "Control Flow Branches": 736,
+                        "Sequential Logic Declarations": 333,
+                        "Function Parameters": 241,
+                        "Function/Method Declarations": 331,
+                        "Class/Entity Declarations": 44,
+                        "Defensive Programming Constructs": 752,
+                        "Type/Safety Bypasses": 72,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 16,
-                        "State Mutations / Variable Reassignments": 120,
-                        "Commented-out Code (Dead Logic)": 13,
-                        "Structured Documentation Blocks": 1641,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 61,
-                        "UI / View Layer Components": 448,
-                        "Closures and Anonymous Functions": 563,
-                        "Global State Dependencies": 7,
-                        "Decorators and Annotations": 100,
-                        "Generic Type Abstractions": 114,
-                        "Collection Iterators / Comprehensions": 98,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 50,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 53,
+                        "State Mutations / Variable Reassignments": 223,
+                        "Commented-out Code (Dead Logic)": 73,
+                        "Structured Documentation Blocks": 3388,
+                        "Unit Test Assertions": 2,
+                        "Asynchronous/Concurrent Execution": 44,
+                        "UI / View Layer Components": 267,
+                        "Closures and Anonymous Functions": 536,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 231,
+                        "Generic Type Abstractions": 209,
+                        "Collection Iterators / Comprehensions": 103,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 16,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 4,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 14,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 1,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
@@ -203681,19 +203071,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Ad-hoc Print / Debug Statements": 9,
+                        "Explicit Type Casts": 33,
+                        "Fatal Aborts & Exceptions": 40,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 495,
-                        "Resource Deallocation & Cleanup": 21,
-                        "Private / Encapsulated Scopes": 1046,
+                        "Bitwise Operations": 24,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 178,
+                        "Resource Deallocation & Cleanup": 12,
+                        "Private / Encapsulated Scopes": 758,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 4052,
+                        "Structural Space Indentations": 3253,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -203701,7 +203091,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 5,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -203710,23 +203100,23 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 454,
-                        "Design Camel Case": 225,
-                        "Design Snake Case": 86,
-                        "Design Pascal Case": 3,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 61,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 24,
+                        "Core Var Decl": 336,
+                        "Design Camel Case": 111,
+                        "Design Snake Case": 149,
+                        "Design Pascal Case": 8,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 5,
+                        "Design Long Vars": 24,
+                        "Duplicate Logic": 10,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
+                        "High-Entropy / Obfuscated Logic": 2,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 43,
+                        "Dynamic Code Execution (Eval/Exec)": 262,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -203742,67 +203132,28 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 49,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 10,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "_web_browser_detection_io.dart",
-                        "actions.dart",
-                        "app_lifecycle_listener.dart",
-                        "autofill.dart",
-                        "automatic_keep_alive.dart",
-                        "basic.dart",
                         "binding.dart",
-                        "constants.dart",
-                        "context_menu_button_item.dart",
                         "dart:async",
-                        "dart:math",
-                        "dart:ui",
+                        "dart:collection",
                         "debug.dart",
-                        "default_selection_style.dart",
-                        "default_text_editing_shortcuts.dart",
                         "focus_manager.dart",
-                        "focus_scope.dart",
-                        "focus_traversal.dart",
-                        "framework.dart",
-                        "localizations.dart",
-                        "magnifier.dart",
-                        "media_query.dart",
+                        "inherited_model.dart",
                         "notification_listener.dart",
-                        "package:characters/characters.dart",
                         "package:flutter/foundation.dart",
-                        "package:flutter/gestures.dart",
                         "package:flutter/rendering.dart",
-                        "package:flutter/scheduler.dart",
-                        "package:flutter/services.dart",
-                        "scroll_configuration.dart",
-                        "scroll_controller.dart",
-                        "scroll_notification.dart",
-                        "scroll_notification_observer.dart",
-                        "scroll_physics.dart",
-                        "scroll_position.dart",
-                        "scrollable.dart",
-                        "scrollable_helpers.dart",
-                        "shortcuts.dart",
-                        "size_changed_layout_notifier.dart",
-                        "spell_check.dart",
-                        "tap_region.dart",
-                        "text.dart",
-                        "text_editing_intents.dart",
-                        "text_selection.dart",
-                        "text_selection_toolbar_anchors.dart",
-                        "ticker_provider.dart",
-                        "undo_history.dart",
-                        "view.dart",
-                        "widget_span.dart"
+                        "widget_inspector.dart"
                     ]
                 },
-                "dart/flutter/events.dart": {
+                "dart/flutter/navigator.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "events.dart",
-                        "Path": "dart/flutter/events.dart",
+                        "Filename": "navigator.dart",
+                        "Path": "dart/flutter/navigator.dart",
                         "Language": "Dart",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -203812,9 +203163,9 @@
                         "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10094.91,
-                        "Y": 55.64,
-                        "Z": -3522.98
+                        "X": -9232.63,
+                        "Y": 186.37,
+                        "Z": -4013.97
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -203823,26 +203174,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2607,
-                        "Coding LOC": 1754,
-                        "Documentation LOC": 621,
-                        "Structural Magnitude": 4664.68,
-                        "Control Flow Ratio": "84.0%",
+                        "Total LOC": 6451,
+                        "Coding LOC": 3075,
+                        "Documentation LOC": 2965,
+                        "Structural Magnitude": 2053.5,
+                        "Control Flow Ratio": "70.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.77
+                        "Raw Cognitive Density": 0.427
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.98%",
-                        "Error & Exception Exposure": "0.63%",
-                        "Tech Debt Exposure": "16.38%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.6%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "5.23%",
+                        "Cognitive Load Exposure": "10.78%",
+                        "Error & Exception Exposure": "7.9%",
+                        "Tech Debt Exposure": "17.7%",
+                        "Testing Exposure": "2.5%",
+                        "API Exposure": "0.15%",
+                        "Concurrency Exposure": "22.24%",
+                        "State Flux Exposure": "22.29%",
+                        "Commented Logic Exposure": "10.44%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -203851,1525 +203202,2795 @@
                     },
                     "5. Function Analysis": [
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-                            "Control Flow Branches": 66,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "98.5%",
-                            "Start Line": 1668,
-                            "End Line": 1718
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+                            "Control Flow Ratio": "97.3%",
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                         {
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-                            "Control Flow Ratio": "98.5%",
-                            "Start Line": 1551,
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-                            "Start Line": 2458,
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-                            "Start Line": 2240,
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-                            "Start Line": 845,
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-                            "Start Line": 941,
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-                            "Start Line": 1829,
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-                            "Control Flow Ratio": "97.4%",
-                            "Start Line": 2044,
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+                            "Start Line": 5666,
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                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 178.1,
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-                            "Control Flow Ratio": "97.2%",
-                            "Start Line": 1952,
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+                            "Start Line": 5545,
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-                            "Control Flow Ratio": "97.1%",
-                            "Start Line": 2138,
-                            "End Line": 2172
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+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 3961,
+                            "End Line": 4011
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-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "97.1%",
-                            "Start Line": 2374,
-                            "End Line": 2408
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "81.8%",
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 549,
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "75.0%",
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                         {
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-                            "Control Flow Branches": 11,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 2552,
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+                            "Control Flow Ratio": "90.0%",
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                         {
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-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 2566,
-                            "End Line": 2577
+                            "Function Name": "_flushRouteAnnouncement",
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+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4610,
+                            "End Line": 4639
                         },
                         {
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-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 596,
-                            "End Line": 616
+                            "Function Name": "pop",
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 5605,
+                            "End Line": 5635
                         },
                         {
-                            "Function Name": "computeScaleSlop",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "handlePop",
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                             "Control Flow Branches": 7,
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-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 2580,
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+                            "Control Flow Ratio": "70.0%",
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                         {
-                            "Function Name": "transformed",
-                            "Structural Impact": 10.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 6,
+                            "Function Name": "didUpdateWidget",
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+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2012,
-                            "End Line": 2021
+                            "Control Flow Ratio": "72.7%",
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                         {
-                            "Function Name": "transformed",
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-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 6,
+                            "Function Name": "handleDidPopNext",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2194,
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                         {
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+                            "Function Name": "pushReplacementNamed",
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                             "Control Flow Branches": 6,
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2323,
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+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 4810,
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                         {
-                            "Function Name": "transformed",
-                            "Structural Impact": 10.4,
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-                            "Control Flow Branches": 6,
+                            "Function Name": "_afterNavigation",
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+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2430,
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+                            "Control Flow Ratio": "88.9%",
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-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1642,
-                            "End Line": 1649
+                            "Function Name": "_handleHistoryChanged",
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+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 3743,
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                         {
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 916,
-                            "End Line": 922
+                            "Function Name": "_RouteEntry",
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3148,
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                         {
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1008,
-                            "End Line": 1014
+                            "Function Name": "pushReplacementNamed",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2018,
+                            "End Line": 2028
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                         {
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-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1124,
-                            "End Line": 1130
+                            "Function Name": "popAndPushNamed",
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2114,
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                         },
                         {
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-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "_debugMapsEqual",
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                             "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1272,
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+                            "Control Flow Ratio": "66.7%",
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                         },
                         {
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1418,
-                            "End Line": 1424
+                            "Function Name": "popAndPushNamed",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 4887,
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                         },
                         {
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1526,
-                            "End Line": 1532
+                            "Function Name": "removeRouteBelow",
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+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "71.4%",
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1756,
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+                            "Function Name": "restorablePushReplacementNamed",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "80.0%",
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                         {
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1897,
-                            "End Line": 1903
+                            "Function Name": "restorablePopAndPushNamed",
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+                            "Control Flow Ratio": "80.0%",
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                         },
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2110,
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+                            "Function Name": "restorablePushReplacement",
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "80.0%",
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                         },
                         {
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "finalizeRoute",
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                             "Control Flow Branches": 6,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 2542,
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-                        {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 14,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 991,
-                            "End Line": 1006
+                            "Start Line": 5758,
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                         {
-                            "Function Name": "PointerEvent",
-                            "Structural Impact": 6.7,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 27,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
-                            "End Line": 282
+                            "Function Name": "restorablePushReplacement",
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 5188,
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                         },
                         {
-                            "Function Name": "PointerScrollEvent",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 8,
+                            "Function Name": "restorablePushReplacementNamed",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4844,
+                            "End Line": 4861
+                        },
+                        {
+                            "Function Name": "pushReplacement",
+                            "Structural Impact": 10.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2399,
+                            "End Line": 2406
+                        },
+                        {
+                            "Function Name": "restorablePopAndPushNamed",
+                            "Structural Impact": 10.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4918,
+                            "End Line": 4926
+                        },
+                        {
+                            "Function Name": "pushNamedAndRemoveUntil",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4952,
+                            "End Line": 4959
+                        },
+                        {
+                            "Function Name": "fromPrimitives",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 6236,
+                            "End Line": 6245
+                        },
+                        {
+                            "Function Name": "removeRoute",
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+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5692,
+                            "End Line": 5711
+                        },
+                        {
+                            "Function Name": "pushNamedAndRemoveUntil",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2221,
+                            "End Line": 2231
+                        },
+                        {
+                            "Function Name": "handleRemoval",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1883,
-                            "End Line": 1892
+                            "Start Line": 3358,
+                            "End Line": 3374
                         },
                         {
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-                            "Structural Impact": 6.3,
+                            "Function Name": "pushReplacement",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 5158,
+                            "End Line": 5169
+                        },
+                        {
+                            "Function Name": "_getRouteAfter",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4653,
+                            "End Line": 4658
+                        },
+                        {
+                            "Function Name": "Route",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 171,
+                            "End Line": 175
+                        },
+                        {
+                            "Function Name": "pushNamed",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4745,
+                            "End Line": 4748
+                        },
+                        {
+                            "Function Name": "dispose",
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+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 3434,
+                            "End Line": 3487
+                        },
+                        {
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 1902,
+                            "End Line": 1909
+                        },
+                        {
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                             "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1215,
-                            "End Line": 1242
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+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 5479,
+                            "End Line": 5506
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-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1363,
-                            "End Line": 1388
+                            "Function Name": "build",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5906,
+                            "End Line": 5958
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                         {
-                            "Function Name": "PointerMoveEvent",
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-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1615,
-                            "End Line": 1640
+                            "Function Name": "_pushEntryAndRemoveUntil",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 5312,
+                            "End Line": 5336
                         },
                         {
-                            "Function Name": "PointerHoverEvent",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 22,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1099,
-                            "End Line": 1122
+                            "Function Name": "markForPop",
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+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3556,
+                            "End Line": 3575
                         },
                         {
-                            "Function Name": "PointerUpEvent",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 21,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1729,
-                            "End Line": 1754
+                            "Function Name": "_RestorationInformation.fromSerializableData",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5976,
+                            "End Line": 5986
                         },
                         {
-                            "Function Name": "PointerDownEvent",
-                            "Structural Impact": 5.7,
+                            "Function Name": "_lastRouteEntryWhereOrNull",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 5896,
+                            "End Line": 5904
+                        },
+                        {
+                            "Function Name": "restorableReplace",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2590,
+                            "End Line": 2602
+                        },
+                        {
+                            "Function Name": "restorableReplaceRouteBelow",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2657,
+                            "End Line": 2669
+                        },
+                        {
+                            "Function Name": "_disposeRouteEntry",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3950,
+                            "End Line": 3959
+                        },
+                        {
+                            "Function Name": "restorablePushNamedAndRemoveUntil",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2259,
+                            "End Line": 2269
+                        },
+                        {
+                            "Function Name": "restorablePushAndRemoveUntil",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2524,
+                            "End Line": 2534
+                        },
+                        {
+                            "Function Name": "initState",
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+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3801,
+                            "End Line": 3825
+                        },
+                        {
+                            "Function Name": "restorableReplace",
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                             "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 20,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1502,
-                            "End Line": 1524
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5367,
+                            "End Line": 5389
                         },
                         {
-                            "Function Name": "PointerCancelEvent",
-                            "Structural Impact": 5.7,
+                            "Function Name": "restorableReplaceRouteBelow",
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                             "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 20,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2518,
-                            "End Line": 2540
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5455,
+                            "End Line": 5477
                         },
                         {
-                            "Function Name": "transformPosition",
-                            "Structural Impact": 5.6,
+                            "Function Name": "restorablePushAndRemoveUntil",
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+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5289,
+                            "End Line": 5310
+                        },
+                        {
+                            "Function Name": "restorablePushNamedAndRemoveUntil",
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+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4982,
+                            "End Line": 4999
+                        },
+                        {
+                            "Function Name": "didStartUserGesture",
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+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5826,
+                            "End Line": 5842
+                        },
+                        {
+                            "Function Name": "of",
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+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 873,
+                            "End Line": 891
+                        },
+                        {
+                            "Function Name": "restorationId",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 3191,
+                            "End Line": 3202
+                        },
+                        {
+                            "Function Name": "_replaceEntry",
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+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 5391,
+                            "End Line": 5419
+                        },
+                        {
+                            "Function Name": "_debugCheckPageApiParameters",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3771,
+                            "End Line": 3799
+                        },
+                        {
+                            "Function Name": "restorablePushNamed",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1957,
+                            "End Line": 1964
+                        },
+                        {
+                            "Function Name": "restorablePush",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2343,
+                            "End Line": 2350
+                        },
+                        {
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2494,
+                            "End Line": 2501
+                        },
+                        {
+                            "Function Name": "popUntilWithResult",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2816,
+                            "End Line": 2823
+                        },
+                        {
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+                            "Structural Impact": 6.4,
                             "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2888,
+                            "End Line": 2895
+                        },
+                        {
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+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 580,
-                            "End Line": 587
+                            "Start Line": 5211,
+                            "End Line": 5234
                         },
                         {
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-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "_hookOntoRouteFuture",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 6413,
+                            "End Line": 6426
+                        },
+                        {
+                            "Function Name": "resolve",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1167,
+                            "End Line": 1171
+                        },
+                        {
+                            "Function Name": "removeRoute",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2855,
+                            "End Line": 2858
+                        },
+                        {
+                            "Function Name": "markForComplete",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3577,
+                            "End Line": 3587
+                        },
+                        {
+                            "Function Name": "didToggleBucket",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3913,
+                            "End Line": 3922
+                        },
+                        {
+                            "Function Name": "restorablePush",
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+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5057,
+                            "End Line": 5077
+                        },
+                        {
+                            "Function Name": "popUntil",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 5651,
+                            "End Line": 5660
+                        },
+                        {
+                            "Function Name": "_RestorationInformation.anonymous",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5970,
+                            "End Line": 5974
+                        },
+                        {
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 5886,
+                            "End Line": 5893
+                        },
+                        {
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 180,
+                            "End Line": 180
+                        },
+                        {
+                            "Function Name": "didComplete",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 478,
+                            "End Line": 482
+                        },
+                        {
+                            "Function Name": "maybeOf",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 854,
+                            "End Line": 858
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+                        {
+                            "Function Name": "restorablePushNamed",
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+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4770,
+                            "End Line": 4783
+                        },
+                        {
+                            "Function Name": "_getRouteById",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 5796,
+                            "End Line": 5800
+                        },
+                        {
+                            "Function Name": "hasActiveRouteBelow",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 615,
+                            "End Line": 629
+                        },
+                        {
+                            "Function Name": "_cancelActivePointers",
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+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5868,
+                            "End Line": 5883
+                        },
+                        {
+                            "Function Name": "pushAndRemoveUntil",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5262,
+                            "End Line": 5271
+                        },
+                        {
+                            "Function Name": "didAdd",
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+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 285,
+                            "End Line": 314
+                        },
+                        {
+                            "Function Name": "popDisposition",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 382,
+                            "End Line": 390
+                        },
+                        {
+                            "Function Name": "onPopInvokedWithResult",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 410,
+                            "End Line": 416
+                        },
+                        {
+                            "Function Name": "_getIndexBefore",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4646,
+                            "End Line": 4651
+                        },
+                        {
+                            "Function Name": "push",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2308,
+                            "End Line": 2311
+                        },
+                        {
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+                            "Start Line": 2725,
+                            "End Line": 2728
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+                        {
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+                            "Start Line": 2775,
+                            "End Line": 2778
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+                        {
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+                            "Start Line": 4641,
+                            "End Line": 4644
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 640,
+                            "End Line": 643
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+                            "Start Line": 794,
+                            "End Line": 794
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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+                            "Start Line": 4593,
+                            "End Line": 4608
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+                            "End Line": 5531
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+                            "End Line": 3213
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+                            "Start Line": 3400,
+                            "End Line": 3409
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+                            "End Line": 3516
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+                            "Start Line": 5026,
+                            "End Line": 5030
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+                        {
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+                            "End Line": 5443
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+                        {
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+                            "End Line": 3386
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+                            "Start Line": 5348,
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-                            "End Line": 2105
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+                            "Start Line": 268,
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+                            "Start Line": 696,
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+                            "Start Line": 780,
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 805,
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 811,
+                            "End Line": 811
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-                            "Control Flow Branches": 0,
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-                            "Start Line": 2184,
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+                            "End Line": 5856
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-                            "Start Line": 2420,
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-                            "Start Line": 1913,
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-                            "Start Line": 2003,
-                            "End Line": 2010
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+                        {
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+                            "Start Line": 5994,
+                            "End Line": 5997
+                        },
+                        {
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+                            "Start Line": 6231,
+                            "End Line": 6234
+                        },
+                        {
+                            "Function Name": "present",
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-                            "Start Line": 2035,
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-                            "Start Line": 224,
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "100.0%",
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 936,
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                         {
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-                            "Start Line": 1028,
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                             "Control Flow Branches": 1,
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-                            "Start Line": 1144,
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-                            "Start Line": 1292,
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                         },
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-                            "Start Line": 1438,
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-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "Page",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 687,
+                            "End Line": 694
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+                        {
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1663,
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                             "Control Flow Ratio": "0.0%",
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+                        {
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                             "Control Flow Ratio": "0.0%",
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                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2232
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+                            "End Line": 3836
                         },
                         {
-                            "Function Name": "scale",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2235,
-                            "End Line": 2235
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+                            "End Line": 5802
                         },
                         {
-                            "Function Name": "rotation",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2238,
-                            "End Line": 2238
+                            "Start Line": 5816,
+                            "End Line": 5816
                         },
                         {
-                            "Function Name": "localPan",
+                            "Function Name": "restorationScopeId",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2312,
-                            "End Line": 2313
+                            "Start Line": 5989,
+                            "End Line": 5989
                         },
                         {
-                            "Function Name": "localPanDelta",
+                            "Function Name": "isRestorable",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2316,
-                            "End Line": 2317
+                            "Start Line": 5992,
+                            "End Line": 5992
                         },
                         {
-                            "Function Name": "pan",
+                            "Function Name": "isRestorable",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2340,
-                            "End Line": 2341
+                            "Start Line": 6070,
+                            "End Line": 6072
                         },
                         {
-                            "Function Name": "panDelta",
+                            "Function Name": "hasData",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2346,
-                            "End Line": 2347
+                            "Start Line": 6210,
+                            "End Line": 6210
                         },
                         {
-                            "Function Name": "scale",
+                            "Function Name": "enabled",
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                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2357,
-                            "End Line": 2358
+                            "Start Line": 6257,
+                            "End Line": 6258
                         },
                         {
-                            "Function Name": "rotation",
+                            "Function Name": "isPresent",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2360,
-                            "End Line": 2361
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                         }
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 182,
-                        "Function Parameters": 77,
-                        "Function/Method Declarations": 146,
-                        "Class/Entity Declarations": 51,
-                        "Defensive Programming Constructs": 705,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 798,
+                        "Sequential Logic Declarations": 340,
+                        "Function Parameters": 218,
+                        "Function/Method Declarations": 276,
+                        "Class/Entity Declarations": 27,
+                        "Defensive Programming Constructs": 688,
+                        "Type/Safety Bypasses": 146,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 30,
-                        "State Mutations / Variable Reassignments": 33,
-                        "Commented-out Code (Dead Logic)": 3,
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-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 107,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 128,
-                        "Generic Type Abstractions": 8,
-                        "Collection Iterators / Comprehensions": 17,
-                        "Scientific & Mathematical Operations": 55,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 19,
+                        "State Mutations / Variable Reassignments": 205,
+                        "Commented-out Code (Dead Logic)": 61,
+                        "Structured Documentation Blocks": 2651,
+                        "Unit Test Assertions": 6,
+                        "Asynchronous/Concurrent Execution": 35,
+                        "UI / View Layer Components": 86,
+                        "Closures and Anonymous Functions": 479,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 138,
+                        "Generic Type Abstractions": 258,
+                        "Collection Iterators / Comprehensions": 70,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 9,
+                        "Module Dependencies (Imports)": 22,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 7,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Server-Side Rendering Contexts": 1,
+                        "Event Publishers / Emitters": 13,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
+                        "Structured Telemetry & Logging": 1,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 16,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 20,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 102,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 134,
+                        "Bitwise Operations": 23,
+                        "Thread Synchronization Locks": 4,
+                        "Immutable Data Declarations": 233,
+                        "Resource Deallocation & Cleanup": 15,
+                        "Private / Encapsulated Scopes": 874,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1619,
+                        "Structural Space Indentations": 2981,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
+                        "Serialization Parsing": 1,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -205378,23 +205999,23 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 60,
-                        "Design Camel Case": 36,
-                        "Design Snake Case": 21,
-                        "Design Pascal Case": 1,
+                        "Core Var Decl": 348,
+                        "Design Camel Case": 168,
+                        "Design Snake Case": 107,
+                        "Design Pascal Case": 8,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 1,
-                        "Duplicate Logic": 6,
-                        "Orphaned Logic": 0,
+                        "Design Long Vars": 25,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 16,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 2,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 16,
+                        "Dynamic Code Execution (Eval/Exec)": 217,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -205410,23 +206031,40 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
+                        "Direct Upstream (Fragility)": 22,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "constants.dart",
+                        "basic.dart",
+                        "binding.dart",
+                        "dart:async",
+                        "dart:collection",
+                        "dart:convert",
+                        "dart:developer",
                         "dart:ui",
-                        "gesture_settings.dart",
+                        "focus_manager.dart",
+                        "focus_scope.dart",
+                        "focus_traversal.dart",
+                        "framework.dart",
+                        "heroes.dart",
+                        "notification_listener.dart",
+                        "overlay.dart",
                         "package:flutter/foundation.dart",
-                        "package:vector_math/vector_math_64.dart"
+                        "package:flutter/rendering.dart",
+                        "package:flutter/scheduler.dart",
+                        "package:flutter/services.dart",
+                        "restoration.dart",
+                        "restoration_properties.dart",
+                        "routes.dart",
+                        "ticker_provider.dart"
                     ]
                 },
-                "dart/flutter/framework.dart": {
+                "dart/flutter/object.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "framework.dart",
-                        "Path": "dart/flutter/framework.dart",
+                        "Filename": "object.dart",
+                        "Path": "dart/flutter/object.dart",
                         "Language": "Dart",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -205436,9 +206074,9 @@
                         "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9948.15,
-                        "Y": 44.9,
-                        "Z": -3215.27
+                        "X": -10318.61,
+                        "Y": 79.92,
+                        "Z": -3908.01
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -205447,26 +206085,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 7456,
-                        "Coding LOC": 3380,
-                        "Documentation LOC": 3657,
-                        "Structural Magnitude": 2037.9,
-                        "Control Flow Ratio": "68.8%",
-                        "Popularity Rank": 3,
+                        "Total LOC": 6760,
+                        "Coding LOC": 3910,
+                        "Documentation LOC": 2382,
+                        "Structural Magnitude": 2304.5,
+                        "Control Flow Ratio": "75.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.538
+                        "Raw Cognitive Density": 0.558
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.98%",
-                        "Error & Exception Exposure": "4.41%",
-                        "Tech Debt Exposure": "26.85%",
-                        "Testing Exposure": "2.45%",
-                        "API Exposure": "0.93%",
-                        "Concurrency Exposure": "26.87%",
-                        "State Flux Exposure": "30.7%",
-                        "Commented Logic Exposure": "10.73%",
+                        "Cognitive Load Exposure": "15.85%",
+                        "Error & Exception Exposure": "16.11%",
+                        "Tech Debt Exposure": "42.47%",
+                        "Testing Exposure": "2.48%",
+                        "API Exposure": "0.1%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "31.91%",
+                        "Commented Logic Exposure": "5.45%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -205475,1354 +206113,1294 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "updateChildren",
-                            "Structural Impact": 134.5,
-                            "Lines of Code (LOC)": 185,
-                            "Control Flow Branches": 55,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "90.2%",
-                            "Start Line": 4124,
-                            "End Line": 4308
-                        },
-                        {
-                            "Function Name": "updateChild",
-                            "Structural Impact": 56.9,
-                            "Lines of Code (LOC)": 98,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "78.1%",
-                            "Start Line": 3978,
-                            "End Line": 4075
+                            "Function Name": "describeSemanticsConfiguration",
+                            "Structural Impact": 138.1,
+                            "Lines of Code (LOC)": 245,
+                            "Control Flow Branches": 88,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4915,
+                            "End Line": 5159
                         },
                         {
-                            "Function Name": "finalizeTree",
-                            "Structural Impact": 46.4,
-                            "Lines of Code (LOC)": 108,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 3338,
-                            "End Line": 3445
+                            "Function Name": "computeChildGeometry",
+                            "Structural Impact": 73.2,
+                            "Lines of Code (LOC)": 93,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "93.1%",
+                            "Start Line": 6632,
+                            "End Line": 6724
                         },
                         {
-                            "Function Name": "inflateWidget",
-                            "Structural Impact": 37.2,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 19,
+                            "Function Name": "layout",
+                            "Structural Impact": 69.2,
+                            "Lines of Code (LOC)": 136,
+                            "Control Flow Branches": 35,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "82.6%",
-                            "Start Line": 4552,
-                            "End Line": 4602
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2782,
+                            "End Line": 2917
                         },
                         {
-                            "Function Name": "size",
-                            "Structural Impact": 33.2,
-                            "Lines of Code (LOC)": 125,
-                            "Control Flow Branches": 26,
+                            "Function Name": "flushSemantics",
+                            "Structural Impact": 62.5,
+                            "Lines of Code (LOC)": 211,
+                            "Control Flow Branches": 51,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 4916,
-                            "End Line": 5040
+                            "Control Flow Ratio": "85.0%",
+                            "Start Line": 1451,
+                            "End Line": 1661
                         },
                         {
-                            "Function Name": "buildScope",
-                            "Structural Impact": 31.5,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 3055,
-                            "End Line": 3129
+                            "Function Name": "updateChildren",
+                            "Structural Impact": 49.8,
+                            "Lines of Code (LOC)": 136,
+                            "Control Flow Branches": 42,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "95.5%",
+                            "Start Line": 5772,
+                            "End Line": 5907
                         },
                         {
-                            "Function Name": "scheduleBuildFor",
-                            "Structural Impact": 27.1,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 16,
+                            "Function Name": "getTransformTo",
+                            "Structural Impact": 45.5,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 29,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 2936,
-                            "End Line": 2996
-                        },
-                        {
-                            "Function Name": "_debugCheckCompetingAncestors",
-                            "Structural Impact": 25.7,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 6660,
-                            "End Line": 6726
+                            "Control Flow Ratio": "85.3%",
+                            "Start Line": 3663,
+                            "End Line": 3724
                         },
                         {
-                            "Function Name": "dependOnInheritedElement",
-                            "Structural Impact": 23.5,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 11,
+                            "Function Name": "_paintWithContext",
+                            "Structural Impact": 42.0,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 6049,
-                            "End Line": 6103
+                            "Control Flow Ratio": "74.1%",
+                            "Start Line": 3461,
+                            "End Line": 3572
                         },
                         {
-                            "Function Name": "_retakeInactiveElement",
-                            "Structural Impact": 21.8,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4481,
-                            "End Line": 4534
+                            "Function Name": "_mergeSiblingGroup",
+                            "Structural Impact": 40.3,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "92.6%",
+                            "Start Line": 6272,
+                            "End Line": 6341
                         },
                         {
-                            "Function Name": "setState",
-                            "Structural Impact": 21.5,
-                            "Lines of Code (LOC)": 62,
-                            "Control Flow Branches": 12,
+                            "Function Name": "_collectChildMergeUpAndSiblingGroup",
+                            "Structural Impact": 36.7,
+                            "Lines of Code (LOC)": 111,
+                            "Control Flow Branches": 21,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1159,
-                            "End Line": 1220
+                            "Control Flow Ratio": "80.8%",
+                            "Start Line": 5938,
+                            "End Line": 6048
                         },
                         {
-                            "Function Name": "_debugVerifyGlobalKeyReservation",
-                            "Structural Impact": 19.8,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 15,
+                            "Function Name": "_debugCanPerformMutations",
+                            "Structural Impact": 30.1,
+                            "Lines of Code (LOC)": 122,
+                            "Control Flow Branches": 23,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3211,
-                            "End Line": 3285
+                            "Control Flow Ratio": "85.2%",
+                            "Start Line": 2298,
+                            "End Line": 2419
                         },
                         {
-                            "Function Name": "_debugDescribeIncorrectParentDataType",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 8,
+                            "Function Name": "_repaintCompositedChild",
+                            "Structural Impact": 26.9,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 1644,
-                            "End Line": 1674
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 128,
+                            "End Line": 186
                         },
                         {
-                            "Function Name": "mount",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
+                            "Function Name": "_updateSiblingNodesGeometries",
+                            "Structural Impact": 24.6,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 4327,
-                            "End Line": 4360
+                            "Start Line": 6354,
+                            "End Line": 6406
                         },
                         {
-                            "Function Name": "rebuild",
-                            "Structural Impact": 17.6,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 10,
+                            "Function Name": "markNeedsUpdate",
+                            "Structural Impact": 24.6,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "95.2%",
+                            "Start Line": 6409,
+                            "End Line": 6479
+                        },
+                        {
+                            "Function Name": "_buildSemantics",
+                            "Structural Impact": 24.4,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 5500,
-                            "End Line": 5539
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6173,
+                            "End Line": 6208
                         },
                         {
-                            "Function Name": "_tryRebuild",
-                            "Structural Impact": 17.3,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 10,
+                            "Function Name": "pushClipRSuperellipse",
+                            "Structural Impact": 24.2,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 665,
+                            "End Line": 696
+                        },
+                        {
+                            "Function Name": "pushClipRRect",
+                            "Structural Impact": 24.0,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 616,
+                            "End Line": 642
+                        },
+                        {
+                            "Function Name": "pushClipPath",
+                            "Structural Impact": 24.0,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 717,
+                            "End Line": 743
+                        },
+                        {
+                            "Function Name": "pushClipRect",
+                            "Structural Impact": 22.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 571,
+                            "End Line": 595
+                        },
+                        {
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+                        {
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                         {
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                         {
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                         {
                             "Function Name": "visitChildren",
@@ -206831,668 +207409,878 @@
                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "100.0%",
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                         {
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                         {
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                         {
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                         },
                         {
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+                            "Function Name": "configToMergeUp",
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+                        {
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                         {
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                         {
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                         {
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                         {
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-                        "Sequential Logic Declarations": 333,
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+                        "Sequential Logic Declarations": 335,
                         "Function Parameters": 241,
-                        "Function/Method Declarations": 331,
-                        "Class/Entity Declarations": 44,
-                        "Defensive Programming Constructs": 752,
-                        "Type/Safety Bypasses": 72,
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-                        "Asynchronous/Concurrent Execution": 44,
-                        "UI / View Layer Components": 267,
-                        "Closures and Anonymous Functions": 536,
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+                        "Exposed API / Public Exports": 17,
+                        "State Mutations / Variable Reassignments": 277,
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-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 16,
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+                        "Generic Type Abstractions": 118,
+                        "Collection Iterators / Comprehensions": 115,
+                        "Scientific & Mathematical Operations": 16,
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                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 14,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 16,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
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@@ -208763,26 +209141,26 @@
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                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 9,
-                        "Explicit Type Casts": 33,
-                        "Fatal Aborts & Exceptions": 40,
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+                        "Explicit Type Casts": 26,
+                        "Fatal Aborts & Exceptions": 12,
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-                        "Bitwise Operations": 24,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 178,
-                        "Resource Deallocation & Cleanup": 12,
-                        "Private / Encapsulated Scopes": 758,
+                        "Bitwise Operations": 12,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 233,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 1142,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3253,
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                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
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                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
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                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 336,
-                        "Design Camel Case": 111,
-                        "Design Snake Case": 149,
-                        "Design Pascal Case": 8,
+                        "Core Var Decl": 502,
+                        "Design Camel Case": 205,
+                        "Design Snake Case": 137,
+                        "Design Pascal Case": 3,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 5,
-                        "Design Long Vars": 24,
-                        "Duplicate Logic": 10,
-                        "Orphaned Logic": 0,
+                        "Design Short Vars": 7,
+                        "Design Long Vars": 63,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 44,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 2,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 262,
+                        "Dynamic Code Execution (Eval/Exec)": 271,
                         "Global Environment Mutation": 0,
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@@ -208825,27 +209203,27 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
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                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
                         "binding.dart",
-                        "dart:async",
-                        "dart:collection",
+                        "dart:ui",
                         "debug.dart",
-                        "focus_manager.dart",
-                        "inherited_model.dart",
-                        "notification_listener.dart",
+                        "layer.dart",
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                         "package:flutter/foundation.dart",
-                        "package:flutter/rendering.dart",
-                        "widget_inspector.dart"
+                        "package:flutter/gestures.dart",
+                        "package:flutter/painting.dart",
+                        "package:flutter/scheduler.dart",
+                        "package:flutter/semantics.dart"
                     ]
                 },
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                     "1. Artifact Identity": {
-                        "Filename": "navigator.dart",
-                        "Path": "dart/flutter/navigator.dart",
+                        "Filename": "semantics.dart",
+                        "Path": "dart/flutter/semantics.dart",
                         "Language": "Dart",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -208855,9 +209233,9 @@
                         "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9234.48,
-                        "Y": 186.37,
-                        "Z": -4014.71
+                        "X": -9393.65,
+                        "Y": 106.58,
+                        "Z": -3451.21
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -208866,26 +209244,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 6451,
-                        "Coding LOC": 3075,
-                        "Documentation LOC": 2965,
-                        "Structural Magnitude": 2053.5,
-                        "Control Flow Ratio": "70.1%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 7176,
+                        "Coding LOC": 3893,
+                        "Documentation LOC": 2658,
+                        "Structural Magnitude": 2826.96,
+                        "Control Flow Ratio": "70.3%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.427
+                        "Raw Cognitive Density": 0.763
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "10.78%",
-                        "Error & Exception Exposure": "7.9%",
-                        "Tech Debt Exposure": "17.7%",
-                        "Testing Exposure": "2.5%",
-                        "API Exposure": "0.15%",
-                        "Concurrency Exposure": "22.24%",
-                        "State Flux Exposure": "22.29%",
-                        "Commented Logic Exposure": "10.44%",
+                        "Cognitive Load Exposure": "25.66%",
+                        "Error & Exception Exposure": "13.1%",
+                        "Tech Debt Exposure": "99.58%",
+                        "Testing Exposure": "2.54%",
+                        "API Exposure": "0.19%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "60.24%",
+                        "Commented Logic Exposure": "5.09%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -208894,5965 +209272,6246 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_flushHistoryUpdates",
-                            "Structural Impact": 110.3,
-                            "Lines of Code (LOC)": 169,
-                            "Control Flow Branches": 71,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "97.3%",
-                            "Start Line": 4423,
-                            "End Line": 4591
+                            "Function Name": "_addToUpdate",
+                            "Structural Impact": 115.2,
+                            "Lines of Code (LOC)": 121,
+                            "Control Flow Branches": 62,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.9%",
+                            "Start Line": 4013,
+                            "End Line": 4133
                         },
                         {
-                            "Function Name": "_updatePages",
-                            "Structural Impact": 66.5,
-                            "Lines of Code (LOC)": 289,
-                            "Control Flow Branches": 51,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "77.3%",
-                            "Start Line": 4131,
-                            "End Line": 4419
+                            "Function Name": "SemanticsProperties",
+                            "Structural Impact": 112.1,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 78,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1622,
+                            "End Line": 1730
                         },
                         {
-                            "Function Name": "resolve",
-                            "Structural Impact": 47.2,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "91.3%",
-                            "Start Line": 1186,
-                            "End Line": 1249
+                            "Function Name": "getSemanticsData",
+                            "Structural Impact": 89.0,
+                            "Lines of Code (LOC)": 201,
+                            "Control Flow Branches": 78,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "97.5%",
+                            "Start Line": 3758,
+                            "End Line": 3958
                         },
                         {
-                            "Function Name": "update",
-                            "Structural Impact": 45.9,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 29,
+                            "Function Name": "absorb",
+                            "Structural Impact": 88.7,
+                            "Lines of Code (LOC)": 105,
+                            "Control Flow Branches": 58,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "90.6%",
-                            "Start Line": 6101,
-                            "End Line": 6169
-                        },
-                        {
-                            "Function Name": "handlePush",
-                            "Structural Impact": 43.2,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "89.5%",
-                            "Start Line": 3222,
-                            "End Line": 3280
-                        },
-                        {
-                            "Function Name": "_routeNamed",
-                            "Structural Impact": 39.0,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "68.0%",
-                            "Start Line": 4660,
-                            "End Line": 4720
+                            "Control Flow Ratio": "98.3%",
+                            "Start Line": 6733,
+                            "End Line": 6837
                         },
                         {
-                            "Function Name": "_transition",
-                            "Structural Impact": 31.6,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 1020,
-                            "End Line": 1092
+                            "Function Name": "sendSemanticsUpdate",
+                            "Structural Impact": 65.2,
+                            "Lines of Code (LOC)": 185,
+                            "Control Flow Branches": 55,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.9%",
+                            "Start Line": 4841,
+                            "End Line": 5025
                         },
                         {
-                            "Function Name": "handleExitingRoute",
-                            "Structural Impact": 27.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "93.3%",
-                            "Start Line": 1196,
-                            "End Line": 1231
+                            "Function Name": "SemanticsData",
+                            "Structural Impact": 57.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 35,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1038,
+                            "End Line": 1102
                         },
                         {
-                            "Function Name": "defaultGenerateInitialRoutes",
-                            "Structural Impact": 27.7,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "61.9%",
-                            "Start Line": 2987,
-                            "End Line": 3055
+                            "Function Name": "operator==",
+                            "Structural Impact": 54.3,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 36,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "97.3%",
+                            "Start Line": 1443,
+                            "End Line": 1482
                         },
                         {
-                            "Function Name": "restoreState",
-                            "Structural Impact": 24.5,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 3838,
-                            "End Line": 3911
+                            "Function Name": "_toBitMask",
+                            "Structural Impact": 50.1,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "93.9%",
+                            "Start Line": 7079,
+                            "End Line": 7175
                         },
                         {
-                            "Function Name": "_finalizeEntry",
-                            "Structural Impact": 23.1,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6171,
-                            "End Line": 6185
+                            "Function Name": "debugFillProperties",
+                            "Structural Impact": 46.4,
+                            "Lines of Code (LOC)": 136,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "84.4%",
+                            "Start Line": 4308,
+                            "End Line": 4443
                         },
                         {
-                            "Function Name": "popUntilWithResult",
-                            "Structural Impact": 21.9,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 5666,
-                            "End Line": 5687
+                            "Function Name": "_replaceChildren",
+                            "Structural Impact": 44.1,
+                            "Lines of Code (LOC)": 119,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 2953,
+                            "End Line": 3071
                         },
                         {
-                            "Function Name": "maybePop",
-                            "Structural Impact": 20.1,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 12,
+                            "Function Name": "_isDifferentFromCurrentSemanticAnnotation",
+                            "Structural Impact": 42.6,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 28,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 5545,
-                            "End Line": 5579
+                            "Control Flow Ratio": "96.6%",
+                            "Start Line": 3316,
+                            "End Line": 3346
                         },
                         {
-                            "Function Name": "_updateHeroController",
-                            "Structural Impact": 19.5,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 11,
+                            "Function Name": "isCompatibleWith",
+                            "Structural Impact": 37.9,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 24,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 3961,
-                            "End Line": 4011
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 6671,
+                            "End Line": 6720
                         },
                         {
-                            "Function Name": "of",
-                            "Structural Impact": 18.4,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 2917,
-                            "End Line": 2938
+                            "Function Name": "_getSemanticsActionHandlerForPosition",
+                            "Structural Impact": 30.1,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "61.9%",
+                            "Start Line": 5064,
+                            "End Line": 5106
                         },
                         {
-                            "Function Name": "restoreEntriesForPage",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
+                            "Function Name": "_computeTraversalTransform",
+                            "Structural Impact": 29.6,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 6212,
-                            "End Line": 6227
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3964,
+                            "End Line": 4001
                         },
                         {
-                            "Function Name": "maybeOf",
-                            "Structural Impact": 17.8,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 9,
+                            "Function Name": "updateWith",
+                            "Structural Impact": 26.3,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 2962,
-                            "End Line": 2971
-                        },
-                        {
-                            "Function Name": "_flushRouteAnnouncement",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 4610,
-                            "End Line": 4639
+                            "Start Line": 3676,
+                            "End Line": 3751
                         },
                         {
-                            "Function Name": "pop",
-                            "Structural Impact": 15.7,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 9,
+                            "Function Name": "_semanticsProgressBar",
+                            "Structural Impact": 24.7,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 5605,
-                            "End Line": 5635
+                            "Control Flow Ratio": "68.2%",
+                            "Start Line": 209,
+                            "End Line": 249
                         },
                         {
-                            "Function Name": "handlePop",
-                            "Structural Impact": 15.0,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 3327,
-                            "End Line": 3349
+                            "Function Name": "_updateChildrenInTraversalOrder",
+                            "Structural Impact": 23.4,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "86.4%",
+                            "Start Line": 4142,
+                            "End Line": 4208
                         },
                         {
-                            "Function Name": "didUpdateWidget",
-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 4021,
-                            "End Line": 4060
+                            "Function Name": "_childrenInTraversalOrder",
+                            "Structural Impact": 22.8,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "86.4%",
+                            "Start Line": 4211,
+                            "End Line": 4265
                         },
                         {
-                            "Function Name": "handleDidPopNext",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 8,
+                            "Function Name": "debugFillProperties",
+                            "Structural Impact": 22.1,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 3282,
-                            "End Line": 3318
-                        },
-                        {
-                            "Function Name": "pushReplacementNamed",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 4810,
-                            "End Line": 4820
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 1368,
+                            "End Line": 1441
                         },
                         {
-                            "Function Name": "_afterNavigation",
-                            "Structural Impact": 14.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 8,
+                            "Function Name": "_semanticsMenuItemCheckbox",
+                            "Structural Impact": 19.2,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 5096,
-                            "End Line": 5129
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 382,
+                            "End Line": 397
                         },
                         {
-                            "Function Name": "_handleHistoryChanged",
-                            "Structural Impact": 14.3,
-                            "Lines of Code (LOC)": 27,
+                            "Function Name": "_semanticsMenuItemRadio",
+                            "Structural Impact": 19.2,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 3743,
-                            "End Line": 3769
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 399,
+                            "End Line": 414
                         },
                         {
-                            "Function Name": "_RouteEntry",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3148,
-                            "End Line": 3163
+                            "Function Name": "sortedWithinKnot",
+                            "Structural Impact": 19.1,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "68.2%",
+                            "Start Line": 4631,
+                            "End Line": 4691
                         },
                         {
-                            "Function Name": "pushReplacementNamed",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 5,
+                            "Function Name": "_concatAttributedString",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2018,
-                            "End Line": 2028
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 6907,
+                            "End Line": 6929
                         },
                         {
-                            "Function Name": "popAndPushNamed",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2114,
-                            "End Line": 2124
+                            "Function Name": "_semanticsGeneral",
+                            "Structural Impact": 18.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "68.8%",
+                            "Start Line": 549,
+                            "End Line": 577
                         },
                         {
-                            "Function Name": "_debugMapsEqual",
-                            "Structural Impact": 12.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 6,
+                            "Function Name": "_sortedListsEqual",
+                            "Structural Impact": 18.2,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 6187,
-                            "End Line": 6197
-                        },
-                        {
-                            "Function Name": "popAndPushNamed",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 4887,
-                            "End Line": 4895
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1524,
+                            "End Line": 1540
                         },
                         {
-                            "Function Name": "removeRouteBelow",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 5,
+                            "Function Name": "_childrenInDefaultOrder",
+                            "Structural Impact": 18.0,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 5717,
-                            "End Line": 5745
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 4717,
+                            "End Line": 4764
                         },
                         {
-                            "Function Name": "restorablePushReplacementNamed",
-                            "Structural Impact": 11.7,
+                            "Function Name": "_semanticsMenuItem",
+                            "Structural Impact": 17.5,
                             "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2056,
-                            "End Line": 2066
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 370,
+                            "End Line": 380
                         },
                         {
-                            "Function Name": "restorablePopAndPushNamed",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2151,
-                            "End Line": 2161
+                            "Function Name": "build",
+                            "Structural Impact": 16.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 982,
+                            "End Line": 1017
                         },
                         {
-                            "Function Name": "restorablePushReplacement",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2429,
-                            "End Line": 2439
+                            "Function Name": "_getSemanticsActionHandlerForId",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5027,
+                            "End Line": 5042
                         },
                         {
-                            "Function Name": "finalizeRoute",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 37,
+                            "Function Name": "performAction",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 5758,
-                            "End Line": 5794
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 5051,
+                            "End Line": 5062
                         },
                         {
-                            "Function Name": "restorablePushReplacement",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 4,
+                            "Function Name": "performActionAt",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 5188,
-                            "End Line": 5209
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5115,
+                            "End Line": 5128
                         },
                         {
-                            "Function Name": "restorablePushReplacementNamed",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 4844,
-                            "End Line": 4861
+                            "Function Name": "sortedWithinVerticalGroup",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 4567,
+                            "End Line": 4614
                         },
                         {
-                            "Function Name": "pushReplacement",
-                            "Structural Impact": 10.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2399,
-                            "End Line": 2406
+                            "Function Name": "_semanticsRadioGroup",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 323,
+                            "End Line": 352
                         },
                         {
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                             "Control Flow Ratio": "75.0%",
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-                            "End Line": 5974
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+                            "Start Line": 863,
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                             "Control Flow Ratio": "83.3%",
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                             "Control Flow Ratio": "100.0%",
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+                            "End Line": 4704
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                             "Control Flow Ratio": "75.0%",
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                             "Input Parameters": 1,
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                             "Control Flow Branches": 2,
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                             "Control Flow Ratio": "66.7%",
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                             "Control Flow Branches": 2,
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                             "Control Flow Branches": 2,
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-                            "Start Line": 2725,
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                         },
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                             "Control Flow Branches": 2,
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                         },
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                             "Control Flow Ratio": "66.7%",
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 794,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1565,
-                            "End Line": 1586
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-                            "Start Line": 4593,
-                            "End Line": 4608
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-                            "End Line": 5531
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                         },
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-                            "Start Line": 4062,
-                            "End Line": 4074
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+                            "Start Line": 5769,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 223,
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-                            "Control Flow Ratio": "50.0%",
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+                            "Start Line": 5793,
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                         {
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 601,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3400,
-                            "End Line": 3409
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 3511,
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                         },
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 5026,
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                             "Control Flow Branches": 2,
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-                            "Start Line": 6376,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2567,
-                            "End Line": 2574
+                            "Function Name": "linkUrl",
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+                            "Start Line": 6363,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2633,
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 2689,
-                            "End Line": 2692
+                            "Start Line": 6384,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 3590,
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-                            "End Line": 6250
+                            "Control Flow Ratio": "66.7%",
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+                            "Function Name": "isInteresting",
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+                            "Start Line": 902,
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-                            "Lines of Code (LOC)": 12,
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+                            "End Line": 6238
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+                            "End Line": 6287
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+                        {
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+                            "Start Line": 6327,
+                            "End Line": 6330
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+                            "Start Line": 6479,
+                            "End Line": 6482
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+                            "Start Line": 6593,
+                            "End Line": 6596
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+                            "End Line": 6604
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "50.0%",
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                             "Control Flow Ratio": "50.0%",
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                             "Control Flow Branches": 1,
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                             "Structural Impact": 2.5,
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 1549
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 3672,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3194,
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                             "Control Flow Ratio": "50.0%",
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+                            "Function Name": "_BoxEdge",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4512,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 952,
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-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "childConfigurationsDelegate",
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-                            "Structural Impact": 2.2,
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-                            "Start Line": 831,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3489,
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+                            "Function Name": "transform",
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3494,
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+                        {
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+                            "Start Line": 2937,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
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+                        {
+                            "Function Name": "owner",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3116,
+                            "End Line": 3116
+                        },
+                        {
+                            "Function Name": "parent",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3129,
+                            "End Line": 3129
+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3386,
+                            "End Line": 3386
+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
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+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3497,
                             "End Line": 3497
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                         {
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-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "textDirection",
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3501,
-                            "End Line": 3504
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                         {
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-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "sortKey",
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                             "Control Flow Ratio": "50.0%",
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-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "textSelection",
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-                            "Start Line": 3648,
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5079,
-                            "End Line": 5094
+                            "Function Name": "isMultiline",
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-                            "Control Flow Branches": 0,
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-                            "Start Line": 6022,
-                            "End Line": 6026
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                         {
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-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
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+                            "Control Flow Ratio": "50.0%",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3556,
+                            "End Line": 3556
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3567,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3581,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3592,
+                            "End Line": 3592
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3603,
+                            "End Line": 3603
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3613,
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+                            "Control Flow Ratio": "50.0%",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3640,
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+                        {
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-                            "Start Line": 6053,
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-                            "Structural Impact": 2.2,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6252,
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+                            "Start Line": 4827,
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+                            "Function Name": "localeForSubtree",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5163,
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+                        {
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                             "Control Flow Branches": 0,
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-                            "Start Line": 6319,
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+                            "Start Line": 5256,
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                         {
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+                            "Function Name": "onLongPress",
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-                            "Start Line": 3924,
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+                            "Start Line": 5309,
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                         {
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-                            "Structural Impact": 2.1,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 4123,
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                         {
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-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "onDismiss",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6373,
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                         {
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-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "onScrollRight",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6405,
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                         {
-                            "Function Name": "navigator",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 184,
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+                            "Start Line": 5377,
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                         {
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+                            "Function Name": "onScrollDown",
                             "Structural Impact": 2.0,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 206,
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+                            "Start Line": 5395,
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                         {
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                             "Structural Impact": 2.0,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
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+                            "End Line": 5414
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                         {
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
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                         {
-                            "Function Name": "popped",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
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                         {
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
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                         {
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+                            "Function Name": "onCut",
                             "Structural Impact": 2.0,
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-                            "Control Flow Branches": 0,
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                             "Input Parameters": 0,
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                         {
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                             "Lines of Code (LOC)": 1,
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                             "Control Flow Ratio": "50.0%",
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                         {
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                             "Control Flow Ratio": "50.0%",
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                         {
-                            "Function Name": "popUntil",
+                            "Function Name": "onMoveCursorForwardByCharacter",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5524,
+                            "End Line": 5524
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+                        {
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+                            "End Line": 5542
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+                        {
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+                            "Control Flow Ratio": "50.0%",
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+                            "End Line": 5560
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+                        {
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+                            "Start Line": 5645,
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+                        {
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+                        {
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+                            "Start Line": 6213,
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+                        {
+                            "Function Name": "isEnabled",
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6283,
+                            "End Line": 6283
+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6326,
+                            "End Line": 6326
+                        },
+                        {
+                            "Function Name": "linkUrl",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6360,
+                            "End Line": 6360
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+                        {
+                            "Function Name": "isRequired",
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+                            "Control Flow Ratio": "50.0%",
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+                            "End Line": 6478
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6499,
+                            "End Line": 6499
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+                        {
+                            "Function Name": "scrollPosition",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6517,
+                            "End Line": 6517
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6533,
+                            "End Line": 6533
+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6549,
+                            "End Line": 6549
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+                        {
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+                            "Start Line": 6558,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6591,
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+                        },
+                        {
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+                            "Start Line": 6599,
+                            "End Line": 6599
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6615,
+                            "End Line": 6615
+                        },
+                        {
+                            "Function Name": "copy",
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+                            "Control Flow Branches": 0,
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+                            "Start Line": 6840,
+                            "End Line": 6887
+                        },
+                        {
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2805,
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+                            "Start Line": 1564,
+                            "End Line": 1566
                         },
                         {
-                            "Function Name": "indexWhere",
+                            "Function Name": "debugDescribeChildren",
                             "Structural Impact": 1.9,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3656,
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+                            "Start Line": 4479,
+                            "End Line": 4488
                         },
                         {
-                            "Function Name": "insert",
+                            "Function Name": "OrdinalSortKey",
                             "Structural Impact": 1.9,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3680,
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+                            "Start Line": 7027,
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                         },
                         {
-                            "Function Name": "RouteSettings",
+                            "Function Name": "ChildSemanticsConfigurationsResult._",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 650,
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+                            "Start Line": 622,
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                         },
                         {
-                            "Function Name": "HeroControllerScope.none",
+                            "Function Name": "SemanticsLabelBuilder",
                             "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 839,
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+                            "Start Line": 952,
+                            "End Line": 952
                         },
                         {
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+                            "Function Name": "_debugIsActionBlocked",
                             "Structural Impact": 1.8,
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+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3597,
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+                            "Start Line": 4296,
+                            "End Line": 4303
                         },
                         {
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+                            "Function Name": "_SemanticsSortGroup",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3605,
-                            "End Line": 3605
+                            "Start Line": 4544,
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                         },
                         {
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+                            "Function Name": "accessibilityFocusBlockType",
                             "Structural Impact": 1.8,
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                             "Control Flow Branches": 0,
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+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3614,
-                            "End Line": 3614
+                            "Start Line": 6337,
+                            "End Line": 6343
                         },
                         {
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-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "hasFlag",
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+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3623,
-                            "End Line": 3623
+                            "Start Line": 1356,
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                         },
                         {
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-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3632,
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+                            "Start Line": 1606,
+                            "End Line": 1611
                         },
                         {
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 397,
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+                            "Start Line": 3375,
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                         },
                         {
-                            "Function Name": "removeAt",
+                            "Function Name": "isMergingSemanticsOfDescendants",
                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3685,
-                            "End Line": 3689
+                            "Start Line": 5847,
+                            "End Line": 5851
                         },
                         {
-                            "Function Name": "createRoute",
+                            "Function Name": "customSemanticsActions",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5862,
+                            "End Line": 5867
+                        },
+                        {
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                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6045,
-                            "End Line": 6049
+                            "Start Line": 6998,
+                            "End Line": 7002
                         },
                         {
-                            "Function Name": "createRoute",
+                            "Function Name": "debugFillProperties",
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6088,
-                            "End Line": 6092
+                            "Start Line": 7047,
+                            "End Line": 7051
                         },
                         {
-                            "Function Name": "didPopNext",
+                            "Function Name": "CustomSemanticsAction",
                             "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 489,
-                            "End Line": 491
+                            "Start Line": 726,
+                            "End Line": 729
                         },
                         {
-                            "Function Name": "updateShouldNotify",
+                            "Function Name": "compareTo",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 893,
-                            "End Line": 896
+                            "Start Line": 4533,
+                            "End Line": 4536
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                         {
-                            "Function Name": "isRoutePredicate",
+                            "Function Name": "compareTo",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4558,
+                            "End Line": 4561
+                        },
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-                            "End Line": 1018
+                            "Start Line": 658,
+                            "End Line": 658
                         },
                         {
-                            "Function Name": "DefaultTransitionDelegate",
+                            "Function Name": "hashCode",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1184,
-                            "End Line": 1184
+                            "Start Line": 750,
+                            "End Line": 751
                         },
                         {
-                            "Function Name": "createState",
+                            "Function Name": "hashCode",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3057,
-                            "End Line": 3058
+                            "Start Line": 871,
+                            "End Line": 872
                         },
                         {
-                            "Function Name": "_RoutePlaceholder",
+                            "Function Name": "isEmpty",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3144,
-                            "End Line": 3144
+                            "Start Line": 973,
+                            "End Line": 973
                         },
                         {
-                            "Function Name": "isPresentForRestoration",
+                            "Function Name": "length",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3499,
-                            "End Line": 3499
+                            "Start Line": 976,
+                            "End Line": 976
                         },
                         {
-                            "Function Name": "isWaitingForEnteringDecision",
+                            "Function Name": "clear",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3527,
-                            "End Line": 3528
+                            "Start Line": 1020,
+                            "End Line": 1022
                         },
                         {
-                            "Function Name": "isWaitingForExitingDecision",
+                            "Function Name": "label",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3530,
-                            "End Line": 3531
+                            "Start Line": 1131,
+                            "End Line": 1131
                         },
                         {
-                            "Function Name": "markNeedsExitingDecision",
+                            "Function Name": "value",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3534,
-                            "End Line": 3534
+                            "Start Line": 1146,
+                            "End Line": 1146
                         },
                         {
-                            "Function Name": "restorationEnabled",
+                            "Function Name": "increasedValue",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3589,
-                            "End Line": 3589
+                            "Start Line": 1162,
+                            "End Line": 1162
                         },
                         {
-                            "Function Name": "_usingPagesAPI",
+                            "Function Name": "decreasedValue",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3741,
-                            "End Line": 3741
+                            "Start Line": 1178,
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                         },
                         {
-                            "Function Name": "_nextPagelessRestorationScopeId",
+                            "Function Name": "hint",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3836,
-                            "End Line": 3836
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                         },
                         {
-                            "Function Name": "_userGesturesInProgress",
+                            "Function Name": "toStringShort",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5802,
-                            "End Line": 5802
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                         },
                         {
-                            "Function Name": "userGestureInProgress",
+                            "Function Name": "getChildren",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5816,
-                            "End Line": 5816
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                         },
                         {
-                            "Function Name": "restorationScopeId",
+                            "Function Name": "hashCode",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5989,
-                            "End Line": 5989
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                         },
                         {
-                            "Function Name": "isRestorable",
+                            "Function Name": "toStringShort",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5992,
-                            "End Line": 5992
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                         },
                         {
-                            "Function Name": "isRestorable",
+                            "Function Name": "debugResetSemanticsIdCounter",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6070,
-                            "End Line": 6072
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+                            "End Line": 2748
                         },
                         {
-                            "Function Name": "hasData",
+                            "Function Name": "id",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6210,
-                            "End Line": 6210
+                            "Start Line": 2802,
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                         },
                         {
-                            "Function Name": "enabled",
+                            "Function Name": "rect",
                             "Structural Impact": 1.1,
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6257,
-                            "End Line": 6258
+                            "Start Line": 2832,
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                         },
                         {
-                            "Function Name": "isPresent",
+                            "Function Name": "isMergedIntoParent",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6365,
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 798,
-                        "Sequential Logic Declarations": 340,
-                        "Function Parameters": 218,
-                        "Function/Method Declarations": 276,
-                        "Class/Entity Declarations": 27,
-                        "Defensive Programming Constructs": 688,
-                        "Type/Safety Bypasses": 146,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 19,
-                        "State Mutations / Variable Reassignments": 205,
-                        "Commented-out Code (Dead Logic)": 61,
-                        "Structured Documentation Blocks": 2651,
-                        "Unit Test Assertions": 6,
-                        "Asynchronous/Concurrent Execution": 35,
-                        "UI / View Layer Components": 86,
-                        "Closures and Anonymous Functions": 479,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 138,
-                        "Generic Type Abstractions": 258,
-                        "Collection Iterators / Comprehensions": 70,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 22,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 7,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 1,
-                        "Event Publishers / Emitters": 13,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 20,
-                        "Fatal Aborts & Exceptions": 5,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 23,
-                        "Thread Synchronization Locks": 4,
-                        "Immutable Data Declarations": 233,
-                        "Resource Deallocation & Cleanup": 15,
-                        "Private / Encapsulated Scopes": 874,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2981,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 1,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 348,
-                        "Design Camel Case": 168,
-                        "Design Snake Case": 107,
-                        "Design Pascal Case": 8,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 25,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 16,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 2,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 217,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "basic.dart",
-                        "binding.dart",
-                        "dart:async",
-                        "dart:collection",
-                        "dart:convert",
-                        "dart:developer",
-                        "dart:ui",
-                        "focus_manager.dart",
-                        "focus_scope.dart",
-                        "focus_traversal.dart",
-                        "framework.dart",
-                        "heroes.dart",
-                        "notification_listener.dart",
-                        "overlay.dart",
-                        "package:flutter/foundation.dart",
-                        "package:flutter/rendering.dart",
-                        "package:flutter/scheduler.dart",
-                        "package:flutter/services.dart",
-                        "restoration.dart",
-                        "restoration_properties.dart",
-                        "routes.dart",
-                        "ticker_provider.dart"
-                    ]
-                },
-                "dart/flutter/object.dart": {
-                    "1. Artifact Identity": {
-                        "Filename": "object.dart",
-                        "Path": "dart/flutter/object.dart",
-                        "Language": "Dart",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dart",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dart)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -10320.49,
-                        "Y": 79.92,
-                        "Z": -3908.75
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 6760,
-                        "Coding LOC": 3910,
-                        "Documentation LOC": 2382,
-                        "Structural Magnitude": 2308.5,
-                        "Control Flow Ratio": "75.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.558
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.85%",
-                        "Error & Exception Exposure": "16.11%",
-                        "Tech Debt Exposure": "42.47%",
-                        "Testing Exposure": "2.48%",
-                        "API Exposure": "0.13%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "31.91%",
-                        "Commented Logic Exposure": "5.45%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Function Name": "describeSemanticsConfiguration",
-                            "Structural Impact": 138.1,
-                            "Lines of Code (LOC)": 245,
-                            "Control Flow Branches": 88,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4915,
-                            "End Line": 5159
+                            "Start Line": 2902,
+                            "End Line": 2902
                         },
                         {
-                            "Function Name": "computeChildGeometry",
-                            "Structural Impact": 73.2,
-                            "Lines of Code (LOC)": 93,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "93.1%",
-                            "Start Line": 6632,
-                            "End Line": 6724
+                            "Function Name": "areUserActionsBlocked",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2918,
+                            "End Line": 2918
                         },
                         {
-                            "Function Name": "layout",
-                            "Structural Impact": 69.2,
-                            "Lines of Code (LOC)": 136,
-                            "Control Flow Branches": 35,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2782,
-                            "End Line": 2917
+                            "Function Name": "mergeAllDescendantsIntoThisNode",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2940,
+                            "End Line": 2940
                         },
                         {
-                            "Function Name": "flushSemantics",
-                            "Structural Impact": 62.5,
-                            "Lines of Code (LOC)": 211,
-                            "Control Flow Branches": 51,
+                            "Function Name": "childrenCountInTraversalOrder",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "85.0%",
-                            "Start Line": 1451,
-                            "End Line": 1661
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3081,
+                            "End Line": 3081
                         },
                         {
-                            "Function Name": "updateChildren",
-                            "Structural Impact": 49.8,
-                            "Lines of Code (LOC)": 136,
-                            "Control Flow Branches": 42,
+                            "Function Name": "attached",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "95.5%",
-                            "Start Line": 5772,
-                            "End Line": 5907
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3124,
+                            "End Line": 3124
                         },
                         {
-                            "Function Name": "getTransformTo",
-                            "Structural Impact": 45.5,
-                            "Lines of Code (LOC)": 62,
-                            "Control Flow Branches": 29,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.3%",
-                            "Start Line": 3663,
-                            "End Line": 3724
+                            "Function Name": "depth",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3156,
+                            "End Line": 3156
                         },
                         {
-                            "Function Name": "_paintWithContext",
-                            "Structural Impact": 42.0,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "74.1%",
-                            "Start Line": 3461,
-                            "End Line": 3572
+                            "Function Name": "flagsCollection",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3370,
+                            "End Line": 3370
                         },
                         {
-                            "Function Name": "_mergeSiblingGroup",
-                            "Structural Impact": 40.3,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.6%",
-                            "Start Line": 6272,
-                            "End Line": 6341
+                            "Function Name": "_flagsBitMask",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3372,
+                            "End Line": 3372
                         },
                         {
-                            "Function Name": "_collectChildMergeUpAndSiblingGroup",
-                            "Structural Impact": 36.7,
-                            "Lines of Code (LOC)": 111,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.8%",
-                            "Start Line": 5938,
-                            "End Line": 6048
+                            "Function Name": "identifier",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3382,
+                            "End Line": 3382
                         },
                         {
-                            "Function Name": "_debugCanPerformMutations",
-                            "Structural Impact": 30.1,
-                            "Lines of Code (LOC)": 122,
-                            "Control Flow Branches": 23,
+                            "Function Name": "_isTraversalParent",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "85.2%",
-                            "Start Line": 2298,
-                            "End Line": 2419
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3393,
+                            "End Line": 3393
                         },
                         {
-                            "Function Name": "_repaintCompositedChild",
-                            "Structural Impact": 26.9,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 128,
-                            "End Line": 186
+                            "Function Name": "_isTraversalChild",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3394,
+                            "End Line": 3394
                         },
                         {
-                            "Function Name": "_updateSiblingNodesGeometries",
-                            "Structural Impact": 24.6,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 21,
+                            "Function Name": "label",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6354,
-                            "End Line": 6406
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3401,
+                            "End Line": 3401
                         },
                         {
-                            "Function Name": "markNeedsUpdate",
-                            "Structural Impact": 24.6,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 20,
+                            "Function Name": "attributedLabel",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "95.2%",
-                            "Start Line": 6409,
-                            "End Line": 6479
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3408,
+                            "End Line": 3408
                         },
                         {
-                            "Function Name": "_buildSemantics",
-                            "Structural Impact": 24.4,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6173,
-                            "End Line": 6208
+                            "Function Name": "value",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 3375,
-                            "End Line": 3395
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                         {
-                            "Function Name": "operator==",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5301,
-                            "End Line": 5309
+                            "Function Name": "accessibilityFocusBlockType",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6336,
+                            "End Line": 6336
                         },
                         {
-                            "Function Name": "markNeedsBuild",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 7,
+                            "Function Name": "isButton",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 5734,
-                            "End Line": 5751
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6346,
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                         {
-                            "Function Name": "debugValidateChild",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4163,
-                            "End Line": 4195
+                            "Function Name": "isLink",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6353,
+                            "End Line": 6353
                         },
                         {
-                            "Function Name": "debugValidateChild",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4400,
-                            "End Line": 4432
+                            "Function Name": "isHeader",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6372,
+                            "End Line": 6372
                         },
                         {
-                            "Function Name": "_removeFromChildList",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4513,
-                            "End Line": 4536
+                            "Function Name": "headingLevel",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "flushCompositingBits",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 6,
+                            "Function Name": "isSlider",
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1239,
-                            "End Line": 1260
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                         {
-                            "Function Name": "dropChild",
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-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2179,
-                            "End Line": 2197
+                            "Function Name": "isKeyboardKey",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6402,
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                         },
                         {
-                            "Function Name": "_debugRelayoutBoundaryAlreadyMarkedNeedsLayout",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
+                            "Function Name": "isHidden",
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2594,
-                            "End Line": 2609
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                         {
-                            "Function Name": "rootNode",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1079,
-                            "End Line": 1086
+                            "Function Name": "isTextField",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6431,
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                         },
                         {
-                            "Function Name": "_effectiveAttributedIncreasedValue",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 4869,
-                            "End Line": 4872
+                            "Function Name": "isReadOnly",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6440,
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                         },
                         {
-                            "Function Name": "_effectiveAttributedDecreasedValue",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 4874,
-                            "End Line": 4877
+                            "Function Name": "isObscured",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "_effectiveAttributedLabel",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 4861,
-                            "End Line": 4863
+                            "Function Name": "isMultiline",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6461,
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                         {
-                            "Function Name": "_effectiveAttributedValue",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 4865,
-                            "End Line": 4867
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6491,
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                         },
                         {
-                            "Function Name": "_effectiveAttributedHint",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 4879,
-                            "End Line": 4881
+                            "Function Name": "validationResult",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6567,
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                         {
-                            "Function Name": "_scheduleSystemFontsUpdate",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
+                            "Function Name": "hitTestBehavior",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 4691,
-                            "End Line": 4712
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                         {
-                            "Function Name": "shouldFormSemanticsNode",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
+                            "Function Name": "inputType",
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 5670,
-                            "End Line": 5687
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+                            "Start Line": 6583,
+                            "End Line": 6583
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1252,
+                        "Sequential Logic Declarations": 528,
+                        "Function Parameters": 248,
+                        "Function/Method Declarations": 411,
+                        "Class/Entity Declarations": 22,
+                        "Defensive Programming Constructs": 769,
+                        "Type/Safety Bypasses": 125,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 33,
+                        "State Mutations / Variable Reassignments": 442,
+                        "Commented-out Code (Dead Logic)": 6,
+                        "Structured Documentation Blocks": 2494,
+                        "Unit Test Assertions": 16,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 12,
+                        "Closures and Anonymous Functions": 791,
+                        "Global State Dependencies": 7,
+                        "Decorators and Annotations": 50,
+                        "Generic Type Abstractions": 144,
+                        "Collection Iterators / Comprehensions": 111,
+                        "Scientific & Mathematical Operations": 36,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 16,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 6,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 13,
+                        "Event Publishers / Emitters": 1,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 5,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 83,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 336,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1337,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 3801,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 743,
+                        "Design Camel Case": 308,
+                        "Design Snake Case": 190,
+                        "Design Pascal Case": 8,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 7,
+                        "Design Long Vars": 53,
+                        "Duplicate Logic": 70,
+                        "Orphaned Logic": 27,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 2,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 93,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 10,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "binding.dart",
+                        "dart:core",
+                        "dart:math",
+                        "dart:ui",
+                        "package:collection/collection.dart",
+                        "package:flutter/foundation.dart",
+                        "package:flutter/painting.dart",
+                        "package:flutter/services.dart",
+                        "package:vector_math/vector_math_64.dart",
+                        "semantics_event.dart"
+                    ]
+                },
+                "dart/flutter/theme_data.dart": {
+                    "1. Artifact Identity": {
+                        "Filename": "theme_data.dart",
+                        "Path": "dart/flutter/theme_data.dart",
+                        "Language": "Dart",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dart",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dart)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -9809.17,
+                        "Y": 123.59,
+                        "Z": -3832.24
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 3490,
+                        "Coding LOC": 2305,
+                        "Documentation LOC": 985,
+                        "Structural Magnitude": 6479.9,
+                        "Control Flow Ratio": "85.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.949
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "34.47%",
+                        "Error & Exception Exposure": "14.04%",
+                        "Tech Debt Exposure": "21.76%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.48%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "89.62%",
+                        "Commented Logic Exposure": "5.36%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "ThemeData",
+                            "Structural Impact": 3245.7,
+                            "Lines of Code (LOC)": 427,
+                            "Control Flow Branches": 337,
+                            "Input Parameters": 90,
+                            "Control Flow Ratio": "99.4%",
+                            "Start Line": 265,
+                            "End Line": 691
                         },
                         {
-                            "Function Name": "updateLayerProperties",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 199,
-                            "End Line": 219
+                            "Function Name": "copyWith",
+                            "Structural Impact": 2427.6,
+                            "Lines of Code (LOC)": 241,
+                            "Control Flow Branches": 261,
+                            "Input Parameters": 84,
+                            "Control Flow Ratio": "98.9%",
+                            "Start Line": 1484,
+                            "End Line": 1724
                         },
                         {
-                            "Function Name": "_enableMutationsToDirtySubtrees",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 3,
+                            "Function Name": "operator==",
+                            "Structural Impact": 125.1,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 84,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1214,
-                            "End Line": 1231
+                            "Control Flow Ratio": "97.7%",
+                            "Start Line": 2089,
+                            "End Line": 2186
                         },
                         {
-                            "Function Name": "isBlockingPreviousSibling",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
+                            "Function Name": "_overrideWithSystemColors",
+                            "Structural Impact": 35.2,
+                            "Lines of Code (LOC)": 105,
+                            "Control Flow Branches": 29,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5708,
-                            "End Line": 5730
+                            "Control Flow Ratio": "90.6%",
+                            "Start Line": 1829,
+                            "End Line": 1933
                         },
                         {
-                            "Function Name": "child",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4201,
-                            "End Line": 4209
+                            "Function Name": "lerp",
+                            "Structural Impact": 31.5,
+                            "Lines of Code (LOC)": 150,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 1938,
+                            "End Line": 2087
                         },
                         {
-                            "Function Name": "updateCompositedLayer",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3101,
-                            "End Line": 3104
+                            "Function Name": "copyWith",
+                            "Structural Impact": 28.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 3020,
+                            "End Line": 3044
                         },
                         {
-                            "Function Name": "debugDescribeChildren",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4645,
-                            "End Line": 4662
+                            "Function Name": "ThemeData.raw",
+                            "Structural Impact": 24.0,
+                            "Lines of Code (LOC)": 113,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 83,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 700,
+                            "End Line": 812
                         },
                         {
-                            "Function Name": "move",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
+                            "Function Name": "copyWith",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4569,
-                            "End Line": 4581
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 3261,
+                            "End Line": 3266
                         },
                         {
-                            "Function Name": "_debugUltimatePreviousSiblingOf",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4369,
-                            "End Line": 4377
+                            "Function Name": "ThemeData.from",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 840,
+                            "End Line": 865
                         },
                         {
-                            "Function Name": "_debugUltimateNextSiblingOf",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4379,
-                            "End Line": 4387
+                            "Function Name": "defaultDensityForPlatform",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 3252,
+                            "End Line": 3257
                         },
                         {
-                            "Function Name": "stopRecordingIfNeeded",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 28,
+                            "Function Name": "putIfAbsent",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 393,
-                            "End Line": 420
-                        },
-                        {
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+                            "Start Line": 3359,
+                            "End Line": 3364
                         },
                         {
-                            "Function Name": "visitChildren",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_FifoCache",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4230,
-                            "End Line": 4235
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3114,
+                            "End Line": 3114
                         },
                         {
-                            "Function Name": "childBefore",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4632,
-                            "End Line": 4636
+                            "Function Name": "baseSizeAdjustment",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3307,
+                            "End Line": 3314
                         },
                         {
-                            "Function Name": "childAfter",
-                            "Structural Impact": 3.1,
+                            "Function Name": "buttonBarTheme",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4639,
-                            "End Line": 4643
-                        },
-                        {
-                            "Function Name": "effective",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 5352,
-                            "End Line": 5354
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1460,
+                            "End Line": 1464
                         },
                         {
-                            "Function Name": "configToMergeUp",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
+                            "Function Name": "toStringShort",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 5657,
-                            "End Line": 5659
-                        },
-                        {
-                            "Function Name": "_performMoveCursorForwardByCharacter",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5209,
-                            "End Line": 5211
-                        },
-                        {
-                            "Function Name": "_performMoveCursorBackwardByCharacter",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5213,
-                            "End Line": 5215
-                        },
-                        {
-                            "Function Name": "_performMoveCursorForwardByWord",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5217,
-                            "End Line": 5219
-                        },
-                        {
-                            "Function Name": "_performMoveCursorBackwardByWord",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5221,
-                            "End Line": 5223
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3366,
+                            "End Line": 3369
                         },
                         {
-                            "Function Name": "_performSetSelection",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5225,
-                            "End Line": 5227
+                            "Function Name": "Adaptation",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 89,
+                            "End Line": 89
                         },
                         {
-                            "Function Name": "_performSetText",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5229,
-                            "End Line": 5231
+                            "Function Name": "type",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 92,
+                            "End Line": 92
                         },
                         {
-                            "Function Name": "_SemanticsParentData",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "ThemeExtension",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 6,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5257,
-                            "End Line": 5264
+                            "Start Line": 133,
+                            "End Line": 133
                         },
                         {
-                            "Function Name": "parent",
-                            "Structural Impact": 3.0,
+                            "Function Name": "type",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 5582,
-                            "End Line": 5582
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 136,
+                            "End Line": 136
                         },
                         {
-                            "Function Name": "describeApproximatePaintClip",
-                            "Structural Impact": 2.9,
+                            "Function Name": "copyWith",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3739,
-                            "End Line": 3739
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 140,
+                            "End Line": 140
                         },
                         {
-                            "Function Name": "_SemanticsGeometry",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "brightness",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 5,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6596,
-                            "End Line": 6602
+                            "Start Line": 911,
+                            "End Line": 911
                         },
                         {
-                            "Function Name": "debugInstrumentRepaintCompositedChild",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "hashCode",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 229,
-                            "End Line": 242
+                            "Start Line": 3095,
+                            "End Line": 3096
                         },
                         {
-                            "Function Name": "PipelineOwner",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "adaptivePlatformDensity",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1025,
-                            "End Line": 1032
+                            "Start Line": 3240,
+                            "End Line": 3241
                         },
                         {
-                            "Function Name": "detach",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
+                            "Function Name": "hashCode",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1710,
-                            "End Line": 1721
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3356,
+                            "End Line": 3357
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 785,
+                        "Sequential Logic Declarations": 139,
+                        "Function Parameters": 43,
+                        "Function/Method Declarations": 59,
+                        "Class/Entity Declarations": 9,
+                        "Defensive Programming Constructs": 563,
+                        "Type/Safety Bypasses": 75,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 7,
+                        "State Mutations / Variable Reassignments": 358,
+                        "Commented-out Code (Dead Logic)": 5,
+                        "Structured Documentation Blocks": 805,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 1,
+                        "Closures and Anonymous Functions": 70,
+                        "Global State Dependencies": 7,
+                        "Decorators and Annotations": 31,
+                        "Generic Type Abstractions": 98,
+                        "Collection Iterators / Comprehensions": 15,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 69,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 9,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 7,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 24,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 191,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 67,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2210,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 68,
+                        "Design Camel Case": 46,
+                        "Design Snake Case": 17,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 3,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 14,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 12,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 69,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "action_buttons.dart",
+                        "action_icons_theme.dart",
+                        "app_bar_theme.dart",
+                        "badge_theme.dart",
+                        "banner_theme.dart",
+                        "bottom_app_bar_theme.dart",
+                        "bottom_navigation_bar_theme.dart",
+                        "bottom_sheet_theme.dart",
+                        "button_bar_theme.dart",
+                        "button_theme.dart",
+                        "card_theme.dart",
+                        "carousel_theme.dart",
+                        "checkbox_theme.dart",
+                        "chip_theme.dart",
+                        "color_scheme.dart",
+                        "colors.dart",
+                        "constants.dart",
+                        "dart:ui",
+                        "data_table_theme.dart",
+                        "date_picker_theme.dart",
+                        "dialog_theme.dart",
+                        "divider_theme.dart",
+                        "drawer_theme.dart",
+                        "dropdown_menu_theme.dart",
+                        "elevated_button.dart",
+                        "elevated_button_theme.dart",
+                        "expansion_tile_theme.dart",
+                        "filled_button.dart",
+                        "filled_button_theme.dart",
+                        "floating_action_button_theme.dart",
+                        "icon_button_theme.dart",
+                        "ink_ripple.dart",
+                        "ink_sparkle.dart",
+                        "ink_splash.dart",
+                        "ink_well.dart",
+                        "input_decorator.dart",
+                        "list_tile.dart",
+                        "list_tile_theme.dart",
+                        "menu_bar_theme.dart",
+                        "menu_button_theme.dart",
+                        "menu_theme.dart",
+                        "navigation_bar_theme.dart",
+                        "navigation_drawer_theme.dart",
+                        "navigation_rail_theme.dart",
+                        "outlined_button.dart",
+                        "outlined_button_theme.dart",
+                        "package:flutter/cupertino.dart",
+                        "package:flutter/foundation.dart",
+                        "package:flutter/services.dart",
+                        "page_transitions_theme.dart",
+                        "popup_menu_theme.dart",
+                        "progress_indicator_theme.dart",
+                        "radio_theme.dart",
+                        "scrollbar_theme.dart",
+                        "search_bar_theme.dart",
+                        "search_view_theme.dart",
+                        "segmented_button_theme.dart",
+                        "slider_theme.dart",
+                        "snack_bar_theme.dart",
+                        "switch_theme.dart",
+                        "tab_bar_theme.dart",
+                        "text_button.dart",
+                        "text_button_theme.dart",
+                        "text_selection_theme.dart",
+                        "text_theme.dart",
+                        "time_picker_theme.dart",
+                        "toggle_buttons_theme.dart",
+                        "tooltip_theme.dart",
+                        "typography.dart"
+                    ]
+                }
+            }
+        },
+        "scheme/racket": {
+            "Directory Group Magnitude": 22970.42,
+            "File Count": 7,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "85.7%",
+                "Static: Literature & Documentation": "14.3%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "36.78%",
+                "Error & Exception Exposure": "60.05%",
+                "Tech Debt Exposure": "12.71%",
+                "Testing Exposure": "68.57%",
+                "API Exposure": "2.68%",
+                "Concurrency Exposure": "1.95%",
+                "State Flux Exposure": "49.56%",
+                "Commented Logic Exposure": "2.82%",
+                "Specification Exposure": "85.71%",
+                "Instability Exposure": "42.86%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "16.17%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "scheme/racket/eval.c": {
+                    "1. Artifact Identity": {
+                        "Filename": "eval.c",
+                        "Path": "scheme/racket/eval.c",
+                        "Language": "C",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Mixed (92.9% Spaces / 7.1% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10758.63,
+                        "Y": -107.5,
+                        "Z": 3753.59
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 4146,
+                        "Coding LOC": 3169,
+                        "Documentation LOC": 366,
+                        "Structural Magnitude": 4717.98,
+                        "Control Flow Ratio": "79.4%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.519
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "94.38%",
+                        "Error & Exception Exposure": "99.72%",
+                        "Tech Debt Exposure": "7.92%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "7.08%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "4.84%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "30.99%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "scheme_do_eval",
+                            "Structural Impact": 761.0,
+                            "Lines of Code (LOC)": 1311,
+                            "Control Flow Branches": 310,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "91.2%",
+                            "Start Line": 2157,
+                            "End Line": 3467
                         },
                         {
-                            "Function Name": "dispose",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1798,
-                            "End Line": 1810
+                            "Function Name": "scheme_jump_to_continuation",
+                            "Structural Impact": 138.9,
+                            "Lines of Code (LOC)": 230,
+                            "Control Flow Branches": 51,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "96.2%",
+                            "Start Line": 1324,
+                            "End Line": 1553
                         },
                         {
-                            "Function Name": "scheduleInitialSemantics",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3777,
-                            "End Line": 3787
+                            "Function Name": "intersect_dw",
+                            "Structural Impact": 114.6,
+                            "Lines of Code (LOC)": 122,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "97.6%",
+                            "Start Line": 1070,
+                            "End Line": 1191
                         },
                         {
-                            "Function Name": "assembleSemanticsNode",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3935,
-                            "End Line": 3943
+                            "Function Name": "do_eval_string_all",
+                            "Structural Impact": 52.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "95.0%",
+                            "Start Line": 3723,
+                            "End Line": 3787
                         },
                         {
-                            "Function Name": "_getNonBlockedChildren",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5909,
-                            "End Line": 5918
+                            "Function Name": "scheme_set_global_bucket",
+                            "Structural Impact": 50.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "95.2%",
+                            "Start Line": 1597,
+                            "End Line": 1656
                         },
                         {
-                            "Function Name": "_createSemanticsNode",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 6262,
-                            "End Line": 6270
+                            "Function Name": "define_values_execute",
+                            "Structural Impact": 45.2,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 1669,
+                            "End Line": 1780
                         },
                         {
-                            "Function Name": "recorder",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 337,
-                            "End Line": 343
+                            "Function Name": "adjust_stack_base",
+                            "Structural Impact": 44.1,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "95.8%",
+                            "Start Line": 358,
+                            "End Line": 407
                         },
                         {
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-                            "Function Name": "childCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4392,
-                            "End Line": 4392
-                        },
-                        {
-                            "Function Name": "properties",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4758,
-                            "End Line": 4758
-                        },
-                        {
-                            "Function Name": "container",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4776,
-                            "End Line": 4776
-                        },
-                        {
-                            "Function Name": "explicitChildNodes",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4799,
-                            "End Line": 4799
-                        },
-                        {
-                            "Function Name": "excludeSemantics",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4815,
-                            "End Line": 4815
-                        },
-                        {
-                            "Function Name": "blockUserActions",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4830,
-                            "End Line": 4830
-                        },
-                        {
-                            "Function Name": "owner",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5422,
-                            "End Line": 5422
-                        },
-                        {
-                            "Function Name": "owner",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5576,
-                            "End Line": 5577
-                        },
-                        {
-                            "Function Name": "isRoot",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5668,
-                            "End Line": 5668
+                            "Start Line": 178,
+                            "End Line": 178
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1031,
-                        "Sequential Logic Declarations": 335,
-                        "Function Parameters": 241,
-                        "Function/Method Declarations": 311,
-                        "Class/Entity Declarations": 20,
-                        "Defensive Programming Constructs": 708,
-                        "Type/Safety Bypasses": 159,
+                        "Control Flow Branches": 723,
+                        "Sequential Logic Declarations": 188,
+                        "Function Parameters": 218,
+                        "Function/Method Declarations": 113,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 128,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 21,
-                        "State Mutations / Variable Reassignments": 277,
-                        "Commented-out Code (Dead Logic)": 11,
-                        "Structured Documentation Blocks": 2033,
-                        "Unit Test Assertions": 14,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 88,
+                        "State Mutations / Variable Reassignments": 2741,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 4,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 10,
-                        "Closures and Anonymous Functions": 736,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 89,
-                        "Generic Type Abstractions": 118,
-                        "Collection Iterators / Comprehensions": 115,
-                        "Scientific & Mathematical Operations": 16,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 64,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 49,
+                        "Module Dependencies (Imports)": 23,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 16,
+                        "Planned Work (TODOs)": 2,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Preprocessor Macros": 148,
+                        "Pointer Arithmetic & Addressing": 1162,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 4,
-                        "Explicit Type Casts": 26,
-                        "Fatal Aborts & Exceptions": 12,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 25,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 12,
+                        "Bitwise Operations": 15,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 233,
-                        "Resource Deallocation & Cleanup": 5,
-                        "Private / Encapsulated Scopes": 1142,
+                        "Immutable Data Declarations": 17,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 46,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3841,
+                        "Structural Tab Indentations": 146,
+                        "Structural Space Indentations": 1922,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 2,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -214862,15 +215521,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 502,
-                        "Design Camel Case": 205,
-                        "Design Snake Case": 137,
-                        "Design Pascal Case": 3,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 7,
-                        "Design Long Vars": 63,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 44,
+                        "Core Var Decl": 570,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 553,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 17,
+                        "Design Short Vars": 145,
+                        "Design Long Vars": 4,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -214878,9 +215537,9 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 271,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -214894,4227 +215553,4119 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 17,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
                     },
                     "9. Extracted Dependencies": [
-                        "binding.dart",
-                        "dart:ui",
-                        "debug.dart",
-                        "layer.dart",
-                        "package:flutter/animation.dart",
-                        "package:flutter/foundation.dart",
-                        "package:flutter/gestures.dart",
-                        "package:flutter/painting.dart",
-                        "package:flutter/scheduler.dart",
-                        "package:flutter/semantics.dart"
+                        "Memory.h",
+                        "future.h",
+                        "malloc.h",
+                        "mzmark_eval.inc",
+                        "mzstkchk.h",
+                        "pthread.h",
+                        "pthread_np.h",
+                        "schapp.inc",
+                        "schmach.h",
+                        "schnapp.inc",
+                        "schpriv.h",
+                        "schrunst.h",
+                        "signal.h",
+                        "sys/resource.h",
+                        "sys/signal.h",
+                        "sys/time.h",
+                        "windows.h"
                     ]
                 },
-                "dart/flutter/semantics.dart": {
+                "scheme/racket/fun.c": {
                     "1. Artifact Identity": {
-                        "Filename": "semantics.dart",
-                        "Path": "dart/flutter/semantics.dart",
-                        "Language": "Dart",
+                        "Filename": "fun.c",
+                        "Path": "scheme/racket/fun.c",
+                        "Language": "C",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Mixed (98.0% Spaces / 2.0% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dart",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dart)"
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9395.51,
-                        "Y": 106.58,
-                        "Z": -3451.95
+                        "X": 11042.98,
+                        "Y": -107.76,
+                        "Z": 3204.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 7176,
-                        "Coding LOC": 3893,
-                        "Documentation LOC": 2658,
-                        "Structural Magnitude": 2825.96,
-                        "Control Flow Ratio": "70.3%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 10416,
+                        "Coding LOC": 8288,
+                        "Documentation LOC": 707,
+                        "Structural Magnitude": 13090.96,
+                        "Control Flow Ratio": "76.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.763
+                        "Raw Cognitive Density": 1.435
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.66%",
-                        "Error & Exception Exposure": "13.1%",
-                        "Tech Debt Exposure": "99.58%",
-                        "Testing Exposure": "2.54%",
-                        "API Exposure": "0.18%",
+                        "Cognitive Load Exposure": "93.93%",
+                        "Error & Exception Exposure": "99.6%",
+                        "Tech Debt Exposure": "20.13%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.74%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "60.24%",
-                        "Commented Logic Exposure": "5.09%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "4.86%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "33.6%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_addToUpdate",
-                            "Structural Impact": 115.2,
-                            "Lines of Code (LOC)": 121,
-                            "Control Flow Branches": 62,
+                            "Function Name": "restore_continuation",
+                            "Structural Impact": 335.4,
+                            "Lines of Code (LOC)": 357,
+                            "Control Flow Branches": 81,
+                            "Input Parameters": 14,
+                            "Control Flow Ratio": "98.8%",
+                            "Start Line": 5778,
+                            "End Line": 6134
+                        },
+                        {
+                            "Function Name": "get_or_check_arity",
+                            "Structural Impact": 329.3,
+                            "Lines of Code (LOC)": 326,
+                            "Control Flow Branches": 139,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "78.1%",
+                            "Start Line": 1889,
+                            "End Line": 2214
+                        },
+                        {
+                            "Function Name": "continuation_marks",
+                            "Structural Impact": 306.0,
+                            "Lines of Code (LOC)": 300,
+                            "Control Flow Branches": 96,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "96.0%",
+                            "Start Line": 7873,
+                            "End Line": 8172
+                        },
+                        {
+                            "Function Name": "scheme_apply_chaperone",
+                            "Structural Impact": 270.5,
+                            "Lines of Code (LOC)": 364,
+                            "Control Flow Branches": 102,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "87.9%",
+                            "Start Line": 3879,
+                            "End Line": 4242
+                        },
+                        {
+                            "Function Name": "scheme_extract_one_cc_mark_with_meta",
+                            "Structural Impact": 183.6,
+                            "Lines of Code (LOC)": 193,
+                            "Control Flow Branches": 70,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "94.6%",
+                            "Start Line": 8711,
+                            "End Line": 8903
+                        },
+                        {
+                            "Function Name": "grab_continuation",
+                            "Structural Impact": 183.2,
+                            "Lines of Code (LOC)": 202,
+                            "Control Flow Branches": 47,
+                            "Input Parameters": 12,
+                            "Control Flow Ratio": "97.9%",
+                            "Start Line": 5575,
+                            "End Line": 5776
+                        },
+                        {
+                            "Function Name": "call_with_prompt",
+                            "Structural Impact": 161.5,
+                            "Lines of Code (LOC)": 320,
+                            "Control Flow Branches": 83,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "93.9%",
-                            "Start Line": 4013,
-                            "End Line": 4133
+                            "Control Flow Ratio": "89.2%",
+                            "Start Line": 7220,
+                            "End Line": 7539
                         },
                         {
-                            "Function Name": "SemanticsProperties",
-                            "Structural Impact": 112.1,
-                            "Lines of Code (LOC)": 109,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 78,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1622,
-                            "End Line": 1730
+                            "Function Name": "internal_call_cc",
+                            "Structural Impact": 157.6,
+                            "Lines of Code (LOC)": 312,
+                            "Control Flow Branches": 81,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 6136,
+                            "End Line": 6447
                         },
                         {
-                            "Function Name": "getSemanticsData",
-                            "Structural Impact": 89.0,
-                            "Lines of Code (LOC)": 201,
-                            "Control Flow Branches": 78,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "97.5%",
-                            "Start Line": 3758,
-                            "End Line": 3958
+                            "Function Name": "clone_meta_cont",
+                            "Structural Impact": 120.3,
+                            "Lines of Code (LOC)": 143,
+                            "Control Flow Branches": 39,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "95.1%",
+                            "Start Line": 5243,
+                            "End Line": 5385
                         },
                         {
-                            "Function Name": "absorb",
-                            "Structural Impact": 88.7,
-                            "Lines of Code (LOC)": 105,
-                            "Control Flow Branches": 58,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "98.3%",
-                            "Start Line": 6733,
-                            "End Line": 6837
+                            "Function Name": "scheme_get_proc_name",
+                            "Structural Impact": 115.2,
+                            "Lines of Code (LOC)": 145,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.5%",
+                            "Start Line": 2502,
+                            "End Line": 2646
                         },
                         {
-                            "Function Name": "sendSemanticsUpdate",
-                            "Structural Impact": 65.2,
-                            "Lines of Code (LOC)": 185,
-                            "Control Flow Branches": 55,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.9%",
-                            "Start Line": 4841,
-                            "End Line": 5025
+                            "Function Name": "do_chaperone_procedure",
+                            "Structural Impact": 110.1,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 36,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "94.7%",
+                            "Start Line": 3566,
+                            "End Line": 3674
                         },
                         {
-                            "Function Name": "SemanticsData",
-                            "Structural Impact": 57.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 35,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1038,
-                            "End Line": 1102
+                            "Function Name": "is_subarity",
+                            "Structural Impact": 106.5,
+                            "Lines of Code (LOC)": 130,
+                            "Control Flow Branches": 49,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "96.1%",
+                            "Start Line": 3146,
+                            "End Line": 3275
                         },
                         {
-                            "Function Name": "operator==",
-                            "Structural Impact": 54.3,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "chaperone_do_control",
+                            "Structural Impact": 100.1,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 35,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "97.2%",
+                            "Start Line": 7068,
+                            "End Line": 7165
+                        },
+                        {
+                            "Function Name": "scheme_dynamic_wind",
+                            "Structural Impact": 100.0,
+                            "Lines of Code (LOC)": 188,
                             "Control Flow Branches": 36,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "97.3%",
-                            "Start Line": 1443,
-                            "End Line": 1482
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "73.5%",
+                            "Start Line": 9660,
+                            "End Line": 9847
                         },
                         {
-                            "Function Name": "_toBitMask",
-                            "Structural Impact": 50.1,
-                            "Lines of Code (LOC)": 97,
-                            "Control Flow Branches": 31,
+                            "Function Name": "extract_impersonator_results",
+                            "Structural Impact": 97.8,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 3777,
+                            "End Line": 3872
+                        },
+                        {
+                            "Function Name": "procedure_equal_closure_p",
+                            "Structural Impact": 76.5,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "74.1%",
+                            "Start Line": 3429,
+                            "End Line": 3537
+                        },
+                        {
+                            "Function Name": "clone_dyn_wind",
+                            "Structural Impact": 73.6,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 5096,
+                            "End Line": 5152
+                        },
+                        {
+                            "Function Name": "scheme_get_proc_realm",
+                            "Structural Impact": 69.3,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 45,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "93.9%",
-                            "Start Line": 7079,
-                            "End Line": 7175
+                            "Control Flow Ratio": "78.9%",
+                            "Start Line": 2648,
+                            "End Line": 2731
                         },
                         {
-                            "Function Name": "debugFillProperties",
-                            "Structural Impact": 46.4,
-                            "Lines of Code (LOC)": 136,
+                            "Function Name": "do_call_with_sema",
+                            "Structural Impact": 67.4,
+                            "Lines of Code (LOC)": 95,
                             "Control Flow Branches": 27,
-                            "Input Parameters": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "84.4%",
-                            "Start Line": 4308,
-                            "End Line": 4443
+                            "Start Line": 4684,
+                            "End Line": 4778
                         },
                         {
-                            "Function Name": "_replaceChildren",
-                            "Structural Impact": 44.1,
-                            "Lines of Code (LOC)": 119,
+                            "Function Name": "scheme_init_fun",
+                            "Structural Impact": 67.2,
+                            "Lines of Code (LOC)": 522,
+                            "Control Flow Branches": 32,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "82.1%",
+                            "Start Line": 200,
+                            "End Line": 721
+                        },
+                        {
+                            "Function Name": "do_extract_cc_markses",
+                            "Structural Impact": 64.3,
+                            "Lines of Code (LOC)": 79,
                             "Control Flow Branches": 26,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "74.3%",
+                            "Start Line": 8504,
+                            "End Line": 8582
+                        },
+                        {
+                            "Function Name": "do_procedure_reduce_arity",
+                            "Structural Impact": 61.2,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "86.2%",
+                            "Start Line": 3311,
+                            "End Line": 3372
+                        },
+                        {
+                            "Function Name": "scheme_object_name",
+                            "Structural Impact": 60.9,
+                            "Lines of Code (LOC)": 86,
+                            "Control Flow Branches": 39,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 2953,
-                            "End Line": 3071
+                            "Control Flow Ratio": "72.2%",
+                            "Start Line": 2813,
+                            "End Line": 2898
                         },
                         {
-                            "Function Name": "_isDifferentFromCurrentSemanticAnnotation",
-                            "Structural Impact": 42.6,
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+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 2226,
+                            "End Line": 2276
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+                            "Control Flow Ratio": "95.5%",
+                            "Start Line": 4792,
+                            "End Line": 4881
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+                            "Control Flow Ratio": "77.4%",
+                            "Start Line": 1264,
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+                            "Control Flow Ratio": "94.1%",
+                            "Start Line": 4954,
+                            "End Line": 5042
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                             "Control Flow Branches": 28,
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-                            "Control Flow Ratio": "96.6%",
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+                            "Start Line": 2307,
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+                            "Control Flow Ratio": "87.1%",
+                            "Start Line": 8337,
+                            "End Line": 8407
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+                            "Control Flow Ratio": "90.5%",
+                            "Start Line": 5185,
+                            "End Line": 5241
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+                            "Control Flow Ratio": "96.3%",
+                            "Start Line": 8596,
+                            "End Line": 8688
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+                        {
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+                            "Control Flow Ratio": "83.9%",
+                            "Start Line": 8905,
+                            "End Line": 8990
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+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 790,
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+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 5489,
+                            "End Line": 5550
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+                            "Control Flow Ratio": "87.5%",
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+                            "End Line": 5487
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+                            "Control Flow Ratio": "95.0%",
+                            "Start Line": 6601,
+                            "End Line": 6652
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+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 7595,
+                            "End Line": 7698
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                             "Control Flow Branches": 24,
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-                            "Start Line": 6671,
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                         {
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+                            "Control Flow Ratio": "94.1%",
+                            "Start Line": 6846,
+                            "End Line": 6991
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+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 8992,
+                            "End Line": 9049
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+                            "Control Flow Ratio": "71.9%",
+                            "Start Line": 2758,
+                            "End Line": 2811
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+                            "Control Flow Ratio": "71.9%",
+                            "Start Line": 2926,
+                            "End Line": 2957
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+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 9072,
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+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 8418,
+                            "End Line": 8474
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                             "Control Flow Branches": 13,
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+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 6694,
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                             "Input Parameters": 3,
-                            "Control Flow Ratio": "61.9%",
-                            "Start Line": 5064,
-                            "End Line": 5106
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                             "Control Flow Branches": 15,
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+                            "Start Line": 4438,
+                            "End Line": 4517
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
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-                            "End Line": 4001
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-                            "Lines of Code (LOC)": 76,
+                            "Function Name": "scheme_apply_dw_in_meta",
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                             "Control Flow Branches": 12,
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+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 9849,
+                            "End Line": 9951
+                        },
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                             "Input Parameters": 2,
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-                            "Start Line": 3676,
-                            "End Line": 3751
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-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.2%",
-                            "Start Line": 209,
-                            "End Line": 249
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+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 4883,
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                         },
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+                            "Function Name": "force_values",
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+                            "Control Flow Ratio": "73.7%",
+                            "Start Line": 1432,
+                            "End Line": 1484
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+                            "Control Flow Branches": 11,
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+                            "Control Flow Ratio": "61.1%",
+                            "Start Line": 2975,
+                            "End Line": 3000
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+                        {
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1622,
+                            "End Line": 1648
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+                        {
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 952,
+                            "End Line": 984
+                        },
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-                            "Control Flow Ratio": "86.4%",
-                            "Start Line": 4142,
-                            "End Line": 4208
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 10105,
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-                            "Control Flow Branches": 19,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "86.4%",
-                            "Start Line": 4211,
-                            "End Line": 4265
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+                            "Control Flow Ratio": "68.8%",
+                            "Start Line": 1858,
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-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 1368,
-                            "End Line": 1441
+                            "Function Name": "X_scheme_apply_to_list",
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1721,
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-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 382,
-                            "End Line": 397
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 7800,
+                            "End Line": 7832
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                         {
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-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 12,
+                            "Function Name": "arity_to_mask",
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+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 399,
-                            "End Line": 414
+                            "Control Flow Ratio": "65.0%",
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-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "68.2%",
-                            "Start Line": 4631,
-                            "End Line": 4691
+                            "Function Name": "scheme_proc_struct_name_source",
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+                            "Control Flow Branches": 13,
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+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 2472,
+                            "End Line": 2500
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                         {
-                            "Function Name": "_concatAttributedString",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "make_reduced_proc",
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                             "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 6907,
-                            "End Line": 6929
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+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 3112,
+                            "End Line": 3144
                         },
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-                            "Function Name": "_semanticsGeneral",
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-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 11,
+                            "Function Name": "cc_marks",
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+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 8217,
+                            "End Line": 8244
+                        },
+                        {
+                            "Function Name": "scheme_really_create_overflow",
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+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "68.8%",
-                            "Start Line": 549,
-                            "End Line": 577
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1112,
+                            "End Line": 1207
                         },
                         {
-                            "Function Name": "_sortedListsEqual",
-                            "Structural Impact": 18.2,
-                            "Lines of Code (LOC)": 17,
+                            "Function Name": "procedure_rename",
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+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3384,
+                            "End Line": 3407
+                        },
+                        {
+                            "Function Name": "scheme_default_prompt_read_handler",
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                             "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1524,
-                            "End Line": 1540
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 10305,
+                            "End Line": 10356
                         },
                         {
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-                            "Structural Impact": 18.0,
-                            "Lines of Code (LOC)": 48,
+                            "Function Name": "scheme_chaperone_do_continuation_mark",
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+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 4559,
+                            "End Line": 4586
+                        },
+                        {
+                            "Function Name": "clone_overflows",
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                             "Control Flow Branches": 8,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "72.7%",
-                            "Start Line": 4717,
-                            "End Line": 4764
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-                            "Control Flow Branches": 11,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 370,
-                            "End Line": 380
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "64.3%",
+                            "Start Line": 1826,
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-                            "Control Flow Branches": 14,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 982,
-                            "End Line": 1017
+                            "Function Name": "primitive_result_arity",
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 2733,
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                         {
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-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 16,
+                            "Function Name": "apply",
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                             "Control Flow Branches": 8,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 5027,
-                            "End Line": 5042
+                            "Control Flow Ratio": "72.7%",
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-                            "Function Name": "performAction",
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 6,
+                            "Function Name": "make_arity",
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+                            "Control Flow Branches": 7,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 5051,
-                            "End Line": 5062
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 1781,
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-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5115,
-                            "End Line": 5128
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+                            "Control Flow Branches": 6,
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+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 7552,
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                         {
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-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 48,
+                            "Function Name": "proc_is_method",
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                             "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 4567,
-                            "End Line": 4614
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                             "Control Flow Branches": 6,
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                             "Control Flow Branches": 6,
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                             "Control Flow Branches": 6,
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 488,
-                            "End Line": 506
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 508,
-                            "End Line": 526
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-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
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                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 6647,
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                             "Control Flow Branches": 6,
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                             "Control Flow Branches": 4,
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                             "Control Flow Branches": 5,
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                             "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "62.5%",
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-                            "Structural Impact": 9.0,
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                             "Control Flow Branches": 5,
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                             "Control Flow Branches": 5,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 316,
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                             "Control Flow Branches": 4,
-                            "Input Parameters": 1,
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-                            "Start Line": 837,
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-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "copy_in_runstack",
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                             "Control Flow Branches": 4,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 326,
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3231,
-                            "End Line": 3251
+                            "Function Name": "call_cc",
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5557,
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-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 428,
-                            "End Line": 445
+                            "Function Name": "scheme_procedure_arity_includes",
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2959,
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 134,
-                            "End Line": 149
+                            "Function Name": "scheme_chaperone_get_immediate_cc_mark",
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+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 4656,
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-                            "Control Flow Branches": 4,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 269,
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+                            "Control Flow Ratio": "60.0%",
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-                            "Structural Impact": 7.7,
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                             "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 454,
-                            "End Line": 466
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+                            "Control Flow Ratio": "83.3%",
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-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "scheme_get_barrier_prompt",
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                             "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 753,
-                            "End Line": 762
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+                            "Start Line": 6535,
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-                            "Control Flow Branches": 4,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3102,
-                            "End Line": 3111
+                            "Control Flow Ratio": "55.6%",
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+                            "End Line": 1040
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-                            "Structural Impact": 7.6,
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+                            "Function Name": "make_prompt_tag",
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                             "Control Flow Branches": 4,
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                             "Control Flow Ratio": "80.0%",
-                            "Start Line": 4871,
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 5598,
-                            "End Line": 5607
+                            "Function Name": "scheme_is_cm_deeper",
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 9129,
+                            "End Line": 9140
                         },
                         {
-                            "Function Name": "AttributedString",
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-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 3,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 813,
-                            "End Line": 823
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-                            "Function Name": "detach",
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-                            "Control Flow Branches": 5,
+                            "Function Name": "find_shareable_marks",
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+                            "Control Flow Branches": 7,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 3254,
-                            "End Line": 3284
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 5044,
+                            "End Line": 5070
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                         {
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-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "continue_prompt_escape",
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+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 6993,
+                            "End Line": 7016
+                        },
+                        {
+                            "Function Name": "finish_apply_with_prompt",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 1604,
+                            "End Line": 1620
+                        },
+                        {
+                            "Function Name": "scheme_default_read_handler",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 10358,
+                            "End Line": 10391
+                        },
+                        {
+                            "Function Name": "restore_from_prompt",
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                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "80.0%",
-                            "Start Line": 447,
-                            "End Line": 452
+                            "Start Line": 7018,
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                         {
-                            "Function Name": "transform",
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-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2816,
-                            "End Line": 2821
+                            "Function Name": "scheme_push_marks_from_thread",
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 9528,
+                            "End Line": 9553
                         },
                         {
-                            "Function Name": "isCheckStateMixed",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "prompt_unwind_dw",
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                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6268,
-                            "End Line": 6273
+                            "Control Flow Ratio": "80.0%",
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-                            "Function Name": "toDiagnosticsNode",
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-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4465,
-                            "End Line": 4477
+                            "Function Name": "scheme_check_not_undefined",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2400,
+                            "End Line": 2414
                         },
                         {
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-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
+                            "Function Name": "scheme_check_assign_not_undefined",
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                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 3177,
-                            "End Line": 3192
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                         },
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-                            "Function Name": "isFocusable",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 17,
+                            "Function Name": "initialize_prompt",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1046,
+                            "End Line": 1061
+                        },
+                        {
+                            "Function Name": "primitive_closure_p",
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                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6307,
-                            "End Line": 6323
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2460,
+                            "End Line": 2470
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-                            "Structural Impact": 6.2,
+                            "Function Name": "extract_cc_proc_marks",
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                             "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 283,
-                            "End Line": 292
+                            "Start Line": 8690,
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                         {
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-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
+                            "Function Name": "_apply_native",
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+                            "Control Flow Branches": 2,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 7067,
-                            "End Line": 7076
+                            "Start Line": 3744,
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                         },
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 528,
-                            "End Line": 536
+                            "Function Name": "scheme_push_marks_from_lightweight_continuation",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 9499,
+                            "End Line": 9526
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-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "scheme_drop_prompt_meta_continuations",
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                             "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1596,
-                            "End Line": 1604
+                            "Control Flow Ratio": "75.0%",
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+                            "End Line": 6689
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-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "scheme_make_folding_prim_closure",
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+                            "Lines of Code (LOC)": 13,
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                             "Control Flow Ratio": "75.0%",
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-                            "Start Line": 6384,
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-                            "Start Line": 902,
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                         {
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                             "Control Flow Branches": 1,
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-                            "Start Line": 2768,
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-                            "Start Line": 3074,
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-                            "Start Line": 3140,
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-                        {
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-                            "Start Line": 679,
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-                            "Start Line": 5267,
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                             "Control Flow Branches": 1,
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-                            "Start Line": 2761,
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                         {
-                            "Function Name": "_mergeHeadingLevels",
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+                            "Function Name": "scheme_current_continuation_marks_as",
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-                            "Start Line": 3306,
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+                            "Function Name": "scheme_init_unsafe_fun",
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                             "Control Flow Ratio": "0.0%",
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-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "continuation_mark_key_p",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2920,
-                            "End Line": 2926
+                            "Start Line": 4552,
+                            "End Line": 4557
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                         {
-                            "Function Name": "_redepthChild",
-                            "Structural Impact": 3.2,
+                            "Function Name": "clear_cm_copy_caches",
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                             "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3165,
-                            "End Line": 3171
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3221,
-                            "End Line": 3228
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+                            "End Line": 5160
                         },
                         {
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "sync_meta_cont",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 7039,
-                            "End Line": 7045
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                         {
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-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "prompt_tag_p",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5165,
-                            "End Line": 5169
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+                            "Control Flow Ratio": "50.0%",
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+                            "End Line": 6599
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5689,
-                            "End Line": 5693
+                            "Function Name": "scheme_make_prim_w_everything",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 841,
+                            "End Line": 854
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                         {
-                            "Function Name": "onCollapse",
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+                            "Function Name": "void_p",
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5700,
-                            "End Line": 5704
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2388,
+                            "End Line": 2392
                         },
                         {
-                            "Function Name": "childConfigurationsDelegate",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "procedure_p",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5720,
-                            "End Line": 5725
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+                            "Start Line": 2440,
+                            "End Line": 2444
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                         {
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+                            "Function Name": "call_with_sema_enable_break",
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 1,
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-                            "Start Line": 5744,
-                            "End Line": 5748
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+                            "End Line": 4790
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-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "can_apply_lwc_k",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 6249,
-                            "End Line": 6250
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 9392,
+                            "End Line": 9403
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                         {
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-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "do_apply_chaperone",
+                            "Structural Impact": 3.5,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3720,
+                            "End Line": 3741
+                        },
+                        {
+                            "Function Name": "ASSERT_SUSPEND_BREAK_ZERO",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 6266,
-                            "End Line": 6267
+                            "Start Line": 11,
+                            "End Line": 16
                         },
                         {
-                            "Function Name": "textSelection",
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-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "init_prompt_id",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6501,
-                            "End Line": 6505
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+                            "End Line": 1079
                         },
                         {
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-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "scheme_ensure_dw_id",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6519,
-                            "End Line": 6523
+                            "Control Flow Ratio": "33.3%",
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+                            "End Line": 1426
                         },
                         {
-                            "Function Name": "scrollExtentMax",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "scheme_detach_multple_array",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6535,
-                            "End Line": 6539
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4396,
+                            "End Line": 4402
                         },
                         {
-                            "Function Name": "scrollExtentMin",
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                             "Structural Impact": 3.1,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6551,
-                            "End Line": 6555
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 928,
+                            "End Line": 936
                         },
                         {
-                            "Function Name": "controlsNodes",
+                            "Function Name": "scheme_make_folding_closed_prim",
                             "Structural Impact": 3.1,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6560,
-                            "End Line": 6564
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 986,
+                            "End Line": 994
                         },
                         {
-                            "Function Name": "getAction",
+                            "Function Name": "_apply",
                             "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 787,
-                            "End Line": 789
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1554,
+                            "End Line": 1565
                         },
                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5157,
-                            "End Line": 5160
+                            "Function Name": "scheme_make_noncm_prim",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 877,
+                            "End Line": 889
                         },
                         {
-                            "Function Name": "onTap",
-                            "Structural Impact": 3.0,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5296,
-                            "End Line": 5299
+                            "Function Name": "scheme_make_immed_prim",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 891,
+                            "End Line": 903
                         },
                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5311,
-                            "End Line": 5314
+                            "Function Name": "scheme_apply_for_prompt",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6835,
+                            "End Line": 6844
                         },
                         {
-                            "Function Name": "onScrollLeft",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "jump_to_alt_continuation",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5329,
-                            "End Line": 5332
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 9953,
+                            "End Line": 9969
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                         {
-                            "Function Name": "onDismiss",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5343,
-                            "End Line": 5346
+                            "Function Name": "scheme_make_closed_prim_w_arity",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 996,
+                            "End Line": 1001
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                         {
-                            "Function Name": "onScrollRight",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5361,
-                            "End Line": 5364
+                            "Function Name": "scheme_check_proc_arity",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2278,
+                            "End Line": 2282
                         },
                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5379,
-                            "End Line": 5382
+                            "Function Name": "scheme_make_prim_w_arity",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 869,
+                            "End Line": 875
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                         {
-                            "Function Name": "onScrollDown",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5397,
-                            "End Line": 5400
+                            "Function Name": "scheme_make_noneternal_prim_w_arity",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 920,
+                            "End Line": 926
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                         {
-                            "Function Name": "onIncrease",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5438,
-                            "End Line": 5441
+                            "Function Name": "scheme_tail_apply_no_copy",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1708,
+                            "End Line": 1719
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                         {
-                            "Function Name": "onDecrease",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
+                            "Function Name": "scheme_force_value_same_mark",
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5456,
-                            "End Line": 5459
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1498,
+                            "End Line": 1517
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                         {
-                            "Function Name": "onCopy",
-                            "Structural Impact": 3.0,
+                            "Function Name": "chaperone_do_cc_guard",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5469,
-                            "End Line": 5472
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7177,
+                            "End Line": 7180
                         },
                         {
-                            "Function Name": "onCut",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
+                            "Function Name": "pre_post_dyn_wind",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5483,
-                            "End Line": 5486
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 9570,
+                            "End Line": 9588
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                         {
-                            "Function Name": "onPaste",
-                            "Structural Impact": 3.0,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5496,
-                            "End Line": 5499
+                            "Function Name": "scheme_get_prompt",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6557,
+                            "End Line": 6562
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                         {
-                            "Function Name": "onShowOnScreen",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5512,
-                            "End Line": 5515
+                            "Function Name": "scheme_abort_continuation_no_dws",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7782,
+                            "End Line": 7792
                         },
                         {
-                            "Function Name": "onDidGainAccessibilityFocus",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5647,
-                            "End Line": 5650
+                            "Function Name": "scheme_extract_one_cc_mark_to_tag",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 9065,
+                            "End Line": 9070
                         },
                         {
-                            "Function Name": "onDidLoseAccessibilityFocus",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5671,
-                            "End Line": 5674
+                            "Function Name": "scheme_apply",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5679,
-                            "End Line": 5682
+                            "Function Name": "scheme_apply_multi",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1573,
+                            "End Line": 1577
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5758,
-                            "End Line": 5761
+                            "Function Name": "scheme_apply_no_eb",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1592,
+                            "End Line": 1596
                         },
                         {
-                            "Function Name": "textDirection",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6188,
-                            "End Line": 6191
+                            "Function Name": "scheme_apply_multi_no_eb",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1598,
+                            "End Line": 1602
                         },
                         {
-                            "Function Name": "isExpanded",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6214,
-                            "End Line": 6217
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1650,
+                            "End Line": 1654
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                         {
-                            "Function Name": "isEnabled",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6235,
-                            "End Line": 6238
+                            "Function Name": "scheme_apply_multi_with_prompt",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1656,
+                            "End Line": 1660
                         },
                         {
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6284,
-                            "End Line": 6287
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+                            "Control Flow Branches": 0,
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+                            "End Line": 1666
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                         {
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-                            "Structural Impact": 3.0,
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6327,
-                            "End Line": 6330
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+                            "End Line": 1671
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                         {
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                             "Lines of Code (LOC)": 4,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6479,
-                            "End Line": 6482
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+                            "Control Flow Ratio": "0.0%",
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6593,
-                            "End Line": 6596
+                            "Function Name": "copy_cjs",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4427,
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6601,
-                            "End Line": 6604
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+                            "Start Line": 6525,
+                            "End Line": 6533
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 207,
-                            "End Line": 207
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3365,
-                            "End Line": 3365
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5729,
-                            "End Line": 5729
+                            "Function Name": "chaperone_wrap_cc_guard",
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+                            "Control Flow Ratio": "0.0%",
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-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 6,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 1549
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4003,
-                            "End Line": 4011
+                            "Function Name": "scheme_call_with_composable_no_dws",
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 7848
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-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 68,
+                            "Function Name": "scheme_force_one_value_same_mark",
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                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2671,
-                            "End Line": 2738
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 6301,
-                            "End Line": 6305
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                         },
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-                            "End Line": 3175
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 10226
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+                            "End Line": 10235
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
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-                            "End Line": 5249
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+                            "End Line": 10253
                         },
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 10262
                         },
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 739
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 1757
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                             "Structural Impact": 2.0,
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-                            "Function Name": "textDirection",
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-                            "Control Flow Branches": 1,
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                         {
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-                            "Start Line": 3581,
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                         {
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3592,
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3603,
-                            "End Line": 3603
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                         {
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3613,
-                            "End Line": 3613
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                         {
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-                            "Start Line": 3632,
-                            "End Line": 3632
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                         {
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-                            "Start Line": 3636,
-                            "End Line": 3636
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                         {
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                         {
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                             "Control Flow Ratio": "0.0%",
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-                            "Start Line": 4827,
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-                            "Start Line": 5163,
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-                            "Start Line": 5377,
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-                            "Start Line": 5414,
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-                            "Start Line": 5436,
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+                            "End Line": 9991
                         },
                         {
-                            "Function Name": "isHeader",
-                            "Structural Impact": 1.6,
+                            "Function Name": "scheme_get_process_milliseconds",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6373,
-                            "End Line": 6376
+                            "Start Line": 9993,
+                            "End Line": 9996
                         },
                         {
-                            "Function Name": "isSlider",
-                            "Structural Impact": 1.6,
+                            "Function Name": "scheme_get_process_children_milliseconds",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6395,
-                            "End Line": 6398
+                            "Start Line": 9998,
+                            "End Line": 10001
                         },
                         {
-                            "Function Name": "isKeyboardKey",
-                            "Structural Impact": 1.6,
+                            "Function Name": "scheme_get_seconds",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6403,
-                            "End Line": 6406
-                        },
+                            "Start Line": 10017,
+                            "End Line": 10020
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2274,
+                        "Sequential Logic Declarations": 717,
+                        "Function Parameters": 613,
+                        "Function/Method Declarations": 282,
+                        "Class/Entity Declarations": 4,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 261,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 180,
+                        "State Mutations / Variable Reassignments": 6855,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 7,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 233,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 9,
+                        "Module Dependencies (Imports)": 10,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 79,
+                        "Pointer Arithmetic & Addressing": 3248,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 26,
+                        "Fatal Aborts & Exceptions": 14,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 46,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 34,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 247,
+                        "Event Listeners & Subscribers": 23,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 132,
+                        "Structural Space Indentations": 6521,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1318,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1294,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 24,
+                        "Design Short Vars": 342,
+                        "Design Long Vars": 11,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 56,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 3,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "mzmark_fun.inc",
+                        "mzstkchk.h",
+                        "schmach.h",
+                        "schmap.inc",
+                        "schpriv.h",
+                        "schrktio.h"
+                    ]
+                },
+                "scheme/racket/LICENSE.txt": {
+                    "1. Artifact Identity": {
+                        "Filename": "LICENSE.txt",
+                        "Path": "scheme/racket/LICENSE.txt",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10856.14,
+                        "Y": -151.86,
+                        "Z": 3828.13
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 193,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 155,
+                        "Structural Magnitude": 3.86,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "scheme/racket/cpnanopass.ss": {
+                    "1. Artifact Identity": {
+                        "Filename": "cpnanopass.ss",
+                        "Path": "scheme/racket/cpnanopass.ss",
+                        "Language": "Scheme",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ss)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 11087.36,
+                        "Y": -80.06,
+                        "Z": 2940.07
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 10910,
+                        "Coding LOC": 9974,
+                        "Documentation LOC": 689,
+                        "Structural Magnitude": 3054.88,
+                        "Control Flow Ratio": "56.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.404
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "19.71%",
+                        "Error & Exception Exposure": "65.49%",
+                        "Tech Debt Exposure": "10.75%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "84.25%",
+                        "Commented Logic Exposure": "5.13%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "12.85%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "isHidden",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "build-free-ref",
+                            "Structural Impact": 260.4,
+                            "Lines of Code (LOC)": 966,
+                            "Control Flow Branches": 149,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6425,
-                            "End Line": 6428
+                            "Control Flow Ratio": "61.1%",
+                            "Start Line": 2260,
+                            "End Line": 3225
                         },
                         {
-                            "Function Name": "isTextField",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6432,
-                            "End Line": 6435
+                            "Function Name": "compatible-fv",
+                            "Structural Impact": 251.8,
+                            "Lines of Code (LOC)": 1156,
+                            "Control Flow Branches": 111,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.0%",
+                            "Start Line": 547,
+                            "End Line": 1702
                         },
                         {
-                            "Function Name": "isReadOnly",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "extract-trace-code",
+                            "Structural Impact": 238.4,
+                            "Lines of Code (LOC)": 1007,
+                            "Control Flow Branches": 132,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6441,
-                            "End Line": 6444
+                            "Control Flow Ratio": "52.2%",
+                            "Start Line": 8280,
+                            "End Line": 9286
                         },
                         {
-                            "Function Name": "isObscured",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6452,
-                            "End Line": 6455
+                            "Function Name": "maybe-add-detour-trap-check",
+                            "Structural Impact": 229.8,
+                            "Lines of Code (LOC)": 889,
+                            "Control Flow Branches": 106,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.6%",
+                            "Start Line": 3960,
+                            "End Line": 4848
                         },
                         {
-                            "Function Name": "isMultiline",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6462,
-                            "End Line": 6465
+                            "Function Name": "build-attachment-get",
+                            "Structural Impact": 214.5,
+                            "Lines of Code (LOC)": 861,
+                            "Control Flow Branches": 69,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "61.6%",
+                            "Start Line": 5217,
+                            "End Line": 6077
                         },
                         {
-                            "Function Name": "hasImplicitScrolling",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "tarjan",
+                            "Structural Impact": 188.9,
+                            "Lines of Code (LOC)": 1035,
+                            "Control Flow Branches": 96,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6492,
-                            "End Line": 6495
+                            "Control Flow Ratio": "49.5%",
+                            "Start Line": 1516,
+                            "End Line": 2550
                         },
                         {
-                            "Function Name": "validationResult",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "compute-sccs",
+                            "Structural Impact": 186.3,
+                            "Lines of Code (LOC)": 1038,
+                            "Control Flow Branches": 94,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6569,
-                            "End Line": 6572
+                            "Control Flow Ratio": "49.0%",
+                            "Start Line": 1510,
+                            "End Line": 2547
                         },
                         {
-                            "Function Name": "hitTestBehavior",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "fp-lvalue",
+                            "Structural Impact": 32.6,
+                            "Lines of Code (LOC)": 142,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6577,
-                            "End Line": 6580
+                            "Control Flow Ratio": "77.3%",
+                            "Start Line": 3682,
+                            "End Line": 3823
                         },
                         {
-                            "Function Name": "inputType",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "fp-lvalue",
+                            "Structural Impact": 30.8,
+                            "Lines of Code (LOC)": 222,
+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6585,
-                            "End Line": 6588
+                            "Control Flow Ratio": "65.0%",
+                            "Start Line": 3335,
+                            "End Line": 3556
                         },
                         {
-                            "Function Name": "SemanticsTag",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "maybe-drop-trap-check",
+                            "Structural Impact": 29.8,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 601,
-                            "End Line": 601
+                            "Control Flow Ratio": "72.0%",
+                            "Start Line": 3872,
+                            "End Line": 3929
                         },
                         {
-                            "Function Name": "markAsMergeUp",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "lpred",
+                            "Structural Impact": 14.1,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 668,
-                            "End Line": 668
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 9708,
+                            "End Line": 9734
                         },
                         {
-                            "Function Name": "markAsSiblingMergeGroup",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
+                            "Function Name": "mktmp",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 675,
-                            "End Line": 676
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3293,
+                            "End Line": 3297
                         },
                         {
-                            "Function Name": "hasAction",
-                            "Structural Impact": 1.5,
+                            "Function Name": "force",
+                            "Structural Impact": 2.9,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1363,
-                            "End Line": 1363
-                        },
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2597,
+                            "End Line": 2597
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1226,
+                        "Sequential Logic Declarations": 948,
+                        "Function Parameters": 46,
+                        "Function/Method Declarations": 46,
+                        "Class/Entity Declarations": 27,
+                        "Defensive Programming Constructs": 66,
+                        "Type/Safety Bypasses": 6,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 56,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 1172,
+                        "Commented-out Code (Dead Logic)": 10,
+                        "Structured Documentation Blocks": 15,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 947,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 353,
+                        "Scientific & Mathematical Operations": 4,
+                        "Metaprogramming & Reflection": 91,
+                        "Module Dependencies (Imports)": 11,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 23,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 90,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 256,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 45,
+                        "Explicit Type Casts": 10,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 6,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 311,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 9972,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 9,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 87,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "asm-enter",
+                        "asm-module",
+                        "make-restricted-unspillable",
+                        "make-tmp",
+                        "make-unspillable",
+                        "nanopass"
+                    ]
+                },
+                "scheme/racket/io.ss": {
+                    "1. Artifact Identity": {
+                        "Filename": "io.ss",
+                        "Path": "scheme/racket/io.ss",
+                        "Language": "Scheme",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ss)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10503.5,
+                        "Y": -85.88,
+                        "Z": 3351.81
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 6399,
+                        "Coding LOC": 5629,
+                        "Documentation LOC": 448,
+                        "Structural Magnitude": 557.08,
+                        "Control Flow Ratio": "67.5%",
+                        "Popularity Rank": 20,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.518
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "23.97%",
+                        "Error & Exception Exposure": "56.49%",
+                        "Tech Debt Exposure": "9.22%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.95%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "38.28%",
+                        "Commented Logic Exposure": "4.94%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "_canPerformAction",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "extract-permission-mask",
+                            "Structural Impact": 19.1,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3663,
-                            "End Line": 3663
-                        },
-                        {
-                            "Function Name": "dispose",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4829,
-                            "End Line": 4838
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 398,
+                            "End Line": 411
                         },
                         {
-                            "Function Name": "SemanticsSortKey",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "make-binary-file-input/output-handler",
+                            "Structural Impact": 16.3,
+                            "Lines of Code (LOC)": 119,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6950,
-                            "End Line": 6950
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 1253,
+                            "End Line": 1371
                         },
                         {
-                            "Function Name": "doCompare",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
+                            "Function Name": "make-binary-file-output-handler",
+                            "Structural Impact": 12.0,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6995,
-                            "End Line": 6996
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1114,
+                            "End Line": 1186
                         },
                         {
-                            "Function Name": "resetForTests",
-                            "Structural Impact": 1.4,
+                            "Function Name": "flush-buffer",
+                            "Structural Impact": 10.2,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 792,
-                            "End Line": 800
-                        },
-                        {
-                            "Function Name": "toString",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 764,
-                            "End Line": 767
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1436,
+                            "End Line": 1444
                         },
                         {
-                            "Function Name": "toString",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 874,
-                            "End Line": 877
+                            "Function Name": "make-binary-file-input-handler",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1009,
+                            "End Line": 1086
                         },
                         {
-                            "Function Name": "flags",
-                            "Structural Impact": 1.2,
+                            "Function Name": "bv-read",
+                            "Structural Impact": 8.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1105,
-                            "End Line": 1109
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 720,
+                            "End Line": 724
                         },
                         {
-                            "Function Name": "_generateNewId",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2782,
-                            "End Line": 2785
+                            "Function Name": "err",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1983,
+                            "End Line": 1990
                         },
                         {
-                            "Function Name": "toString",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 608,
-                            "End Line": 609
+                            "Function Name": "eof-err",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1991,
+                            "End Line": 1997
                         },
                         {
-                            "Function Name": "ChildSemanticsConfigurationsResultBuilder",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 658,
-                            "End Line": 658
+                            "Function Name": "return",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1998,
+                            "End Line": 2004
                         },
                         {
-                            "Function Name": "hashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 750,
-                            "End Line": 751
+                            "Function Name": "open-oops",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 196,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "hashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 871,
-                            "End Line": 872
+                            "Function Name": "binary-port-read",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 727,
+                            "End Line": 734
                         },
                         {
-                            "Function Name": "isEmpty",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 973,
-                            "End Line": 973
+                            "Function Name": "$textual-port-bol",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 247,
+                            "End Line": 251
                         },
                         {
-                            "Function Name": "length",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "return",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 976,
-                            "End Line": 976
+                            "Start Line": 1461,
+                            "End Line": 1466
                         },
                         {
-                            "Function Name": "clear",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "decode-oops",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1020,
-                            "End Line": 1022
+                            "Start Line": 1431,
+                            "End Line": 1434
                         },
                         {
-                            "Function Name": "label",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "position-oops",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1131,
-                            "End Line": 1131
+                            "Start Line": 189,
+                            "End Line": 194
                         },
                         {
-                            "Function Name": "value",
-                            "Structural Impact": 1.1,
+                            "Function Name": "position-warning",
+                            "Structural Impact": 2.3,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1146,
-                            "End Line": 1146
+                            "Start Line": 124,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "increasedValue",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "port-oops",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1162,
-                            "End Line": 1162
+                            "Start Line": 174,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "decreasedValue",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "read-oops",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1178,
-                            "End Line": 1178
+                            "Start Line": 179,
+                            "End Line": 182
                         },
                         {
-                            "Function Name": "hint",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "write-oops",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1193,
-                            "End Line": 1193
+                            "Start Line": 184,
+                            "End Line": 187
                         },
                         {
-                            "Function Name": "toStringShort",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "write-three-byte",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1365,
-                            "End Line": 1366
+                            "Start Line": 1868,
+                            "End Line": 1871
                         },
                         {
-                            "Function Name": "getChildren",
-                            "Structural Impact": 1.1,
+                            "Function Name": "unget-error",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1553,
-                            "End Line": 1554
+                            "Start Line": 211,
+                            "End Line": 212
                         },
                         {
-                            "Function Name": "hashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "return",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1593,
-                            "End Line": 1594
+                            "Start Line": 1526,
+                            "End Line": 1528
                         },
                         {
-                            "Function Name": "toStringShort",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "return",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2740,
-                            "End Line": 2741
+                            "Start Line": 1862,
+                            "End Line": 1864
                         },
                         {
-                            "Function Name": "debugResetSemanticsIdCounter",
-                            "Structural Impact": 1.1,
+                            "Function Name": "write-two-byte",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2746,
-                            "End Line": 2748
+                            "Start Line": 1865,
+                            "End Line": 1867
                         },
                         {
-                            "Function Name": "id",
-                            "Structural Impact": 1.1,
+                            "Function Name": "make-fd",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2802,
-                            "End Line": 2802
+                            "Start Line": 171,
+                            "End Line": 171
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1165,
+                        "Sequential Logic Declarations": 562,
+                        "Function Parameters": 71,
+                        "Function/Method Declarations": 71,
+                        "Class/Entity Declarations": 7,
+                        "Defensive Programming Constructs": 15,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 44,
+                        "Exposed API / Public Exports": 20,
+                        "State Mutations / Variable Reassignments": 289,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 86,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 455,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 75,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 5,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 74,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 55,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 5,
+                        "Explicit Type Casts": 22,
+                        "Fatal Aborts & Exceptions": 6,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 37,
+                        "Resource Deallocation & Cleanup": 39,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 5621,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 10,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 20,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 42
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "scheme/racket/schemify.rkt": {
+                    "1. Artifact Identity": {
+                        "Filename": "schemify.rkt",
+                        "Path": "scheme/racket/schemify.rkt",
+                        "Language": "Scheme",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rkt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 11406.94,
+                        "Y": -191.54,
+                        "Z": 3884.34
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1127,
+                        "Coding LOC": 954,
+                        "Documentation LOC": 156,
+                        "Structural Magnitude": 1051.08,
+                        "Control Flow Ratio": "83.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.274
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "12.96%",
+                        "Error & Exception Exposure": "52.31%",
+                        "Tech Debt Exposure": "27.29%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "9.69%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
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+                            "Lines of Code (LOC)": 1035,
+                            "Control Flow Branches": 164,
+                            "Input Parameters": 14,
+                            "Control Flow Ratio": "83.2%",
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-                            "Start Line": 3624,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6199,
-                            "End Line": 6199
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-                        {
-                            "Function Name": "isInMutuallyExclusiveGroup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6294,
-                            "End Line": 6294
-                        },
-                        {
-                            "Function Name": "accessibilityFocusBlockType",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6336,
-                            "End Line": 6336
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-                        {
-                            "Function Name": "isButton",
-                            "Structural Impact": 1.1,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6346,
-                            "End Line": 6346
-                        },
-                        {
-                            "Function Name": "isLink",
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-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6353,
-                            "End Line": 6353
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-                        {
-                            "Function Name": "isHeader",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6372,
-                            "End Line": 6372
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-                        {
-                            "Function Name": "headingLevel",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6381,
-                            "End Line": 6381
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-                        {
-                            "Function Name": "isSlider",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6394,
-                            "End Line": 6394
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-                        {
-                            "Function Name": "isKeyboardKey",
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-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6402,
-                            "End Line": 6402
-                        },
-                        {
-                            "Function Name": "isHidden",
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-                            "Control Flow Branches": 0,
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-                            "Start Line": 6424,
-                            "End Line": 6424
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-                        {
-                            "Function Name": "isTextField",
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-                            "Control Flow Branches": 0,
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-                            "Start Line": 6431,
-                            "End Line": 6431
-                        },
-                        {
-                            "Function Name": "isReadOnly",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6440,
-                            "End Line": 6440
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-                        {
-                            "Function Name": "isObscured",
-                            "Structural Impact": 1.1,
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6451,
-                            "End Line": 6451
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-                        {
-                            "Function Name": "isMultiline",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6461,
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-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6491,
-                            "End Line": 6491
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-                        {
-                            "Function Name": "validationResult",
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-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6567,
-                            "End Line": 6567
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 88,
+                            "End Line": 88
                         },
                         {
-                            "Function Name": "hitTestBehavior",
-                            "Structural Impact": 1.1,
+                            "Function Name": "ex-int-id",
+                            "Structural Impact": 2.9,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6575,
-                            "End Line": 6575
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 89,
+                            "End Line": 89
                         },
                         {
-                            "Function Name": "inputType",
-                            "Structural Impact": 1.1,
+                            "Function Name": "ex-ext-id",
+                            "Structural Impact": 2.9,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6583,
-                            "End Line": 6583
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 90,
+                            "End Line": 90
                         }
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 528,
-                        "Function Parameters": 248,
-                        "Function/Method Declarations": 411,
-                        "Class/Entity Declarations": 22,
-                        "Defensive Programming Constructs": 769,
-                        "Type/Safety Bypasses": 125,
+                        "Control Flow Branches": 165,
+                        "Sequential Logic Declarations": 33,
+                        "Function Parameters": 31,
+                        "Function/Method Declarations": 31,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 32,
-                        "State Mutations / Variable Reassignments": 442,
-                        "Commented-out Code (Dead Logic)": 6,
-                        "Structured Documentation Blocks": 2494,
-                        "Unit Test Assertions": 16,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 11,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
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-                        "UI / View Layer Components": 12,
-                        "Closures and Anonymous Functions": 791,
-                        "Global State Dependencies": 7,
-                        "Decorators and Annotations": 50,
-                        "Generic Type Abstractions": 144,
-                        "Collection Iterators / Comprehensions": 111,
-                        "Scientific & Mathematical Operations": 36,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 25,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 3,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 16,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 13,
-                        "Event Publishers / Emitters": 1,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Manual Memory Allocation": 34,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 83,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 336,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1337,
+                        "Immutable Data Declarations": 14,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3801,
+                        "Structural Space Indentations": 930,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -219131,25 +219682,25 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 743,
-                        "Design Camel Case": 308,
-                        "Design Snake Case": 190,
-                        "Design Pascal Case": 8,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 7,
-                        "Design Long Vars": 53,
-                        "Duplicate Logic": 70,
-                        "Orphaned Logic": 27,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 14,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 2,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 93,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -219163,40 +219714,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "binding.dart",
-                        "dart:core",
-                        "dart:math",
-                        "dart:ui",
-                        "package:collection/collection.dart",
-                        "package:flutter/foundation.dart",
-                        "package:flutter/painting.dart",
-                        "package:flutter/services.dart",
-                        "package:vector_math/vector_math_64.dart",
-                        "semantics_event.dart"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "dart/flutter/theme_data.dart": {
+                "scheme/racket/thread.rkt": {
                     "1. Artifact Identity": {
-                        "Filename": "theme_data.dart",
-                        "Path": "dart/flutter/theme_data.dart",
-                        "Language": "Dart",
+                        "Filename": "thread.rkt",
+                        "Path": "scheme/racket/thread.rkt",
+                        "Language": "Scheme",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dart",
+                        "Folder Dominant Lang": "scheme",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dart)"
+                        "Identity Proof": "Single Indicator (Ext: .rkt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9811.03,
-                        "Y": 123.59,
-                        "Z": -3832.98
+                        "X": 11587.86,
+                        "Y": -157.86,
+                        "Z": 3172.91
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -219205,26 +219745,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3490,
-                        "Coding LOC": 2305,
-                        "Documentation LOC": 985,
-                        "Structural Magnitude": 6479.9,
-                        "Control Flow Ratio": "85.0%",
+                        "Total LOC": 1323,
+                        "Coding LOC": 994,
+                        "Documentation LOC": 177,
+                        "Structural Magnitude": 494.58,
+                        "Control Flow Ratio": "84.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.949
+                        "Raw Cognitive Density": 0.264
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "34.47%",
-                        "Error & Exception Exposure": "14.04%",
-                        "Tech Debt Exposure": "21.76%",
+                        "Cognitive Load Exposure": "12.5%",
+                        "Error & Exception Exposure": "46.75%",
+                        "Tech Debt Exposure": "13.63%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.48%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "89.62%",
-                        "Commented Logic Exposure": "5.36%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "13.67%",
+                        "State Flux Exposure": "14.73%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -219233,564 +219773,94 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ThemeData",
-                            "Structural Impact": 3245.7,
-                            "Lines of Code (LOC)": 427,
-                            "Control Flow Branches": 337,
-                            "Input Parameters": 90,
-                            "Control Flow Ratio": "99.4%",
-                            "Start Line": 265,
-                            "End Line": 691
-                        },
-                        {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 2427.6,
-                            "Lines of Code (LOC)": 241,
-                            "Control Flow Branches": 261,
-                            "Input Parameters": 84,
-                            "Control Flow Ratio": "98.9%",
-                            "Start Line": 1484,
-                            "End Line": 1724
-                        },
-                        {
-                            "Function Name": "operator==",
-                            "Structural Impact": 125.1,
-                            "Lines of Code (LOC)": 98,
-                            "Control Flow Branches": 84,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "97.7%",
-                            "Start Line": 2089,
-                            "End Line": 2186
-                        },
-                        {
-                            "Function Name": "_overrideWithSystemColors",
-                            "Structural Impact": 35.2,
-                            "Lines of Code (LOC)": 105,
-                            "Control Flow Branches": 29,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.6%",
-                            "Start Line": 1829,
-                            "End Line": 1933
-                        },
-                        {
-                            "Function Name": "lerp",
-                            "Structural Impact": 31.5,
-                            "Lines of Code (LOC)": 150,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 1938,
-                            "End Line": 2087
-                        },
-                        {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 28.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 3020,
-                            "End Line": 3044
-                        },
-                        {
-                            "Function Name": "ThemeData.raw",
-                            "Structural Impact": 24.0,
-                            "Lines of Code (LOC)": 113,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 83,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 700,
-                            "End Line": 812
-                        },
-                        {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 3261,
-                            "End Line": 3266
-                        },
-                        {
-                            "Function Name": "ThemeData.from",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 840,
-                            "End Line": 865
-                        },
-                        {
-                            "Function Name": "defaultDensityForPlatform",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 3252,
-                            "End Line": 3257
-                        },
-                        {
-                            "Function Name": "putIfAbsent",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 3129,
-                            "End Line": 3139
-                        },
-                        {
-                            "Function Name": "operator==",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 3348,
-                            "End Line": 3354
-                        },
-                        {
-                            "Function Name": "MaterialBasedCupertinoThemeData._",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2976,
-                            "End Line": 2990
-                        },
-                        {
-                            "Function Name": "_lerpThemeExtensions",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1794,
-                            "End Line": 1815
-                        },
-                        {
-                            "Function Name": "CupertinoBasedMaterialThemeData",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3072,
-                            "End Line": 3080
-                        },
-                        {
-                            "Function Name": "operator==",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3098,
-                            "End Line": 3105
-                        },
-                        {
-                            "Function Name": "MaterialBasedCupertinoThemeData",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2970,
-                            "End Line": 2974
-                        },
-                        {
-                            "Function Name": "lerp",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 3317,
-                            "End Line": 3325
-                        },
-                        {
-                            "Function Name": "estimateBrightnessForColor",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1773,
-                            "End Line": 1787
-                        },
-                        {
-                            "Function Name": "lerp",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 145,
-                            "End Line": 145
+                            "Function Name": "do-make-thread",
+                            "Structural Impact": 445.6,
+                            "Lines of Code (LOC)": 1133,
+                            "Control Flow Branches": 146,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "84.9%",
+                            "Start Line": 186,
+                            "End Line": 1318
                         },
                         {
-                            "Function Name": "hashCode",
+                            "Function Name": "current-thread",
                             "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 101,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2188,
-                            "End Line": 2288
-                        },
-                        {
-                            "Function Name": "_themeExtensionIterableToMap",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1819,
-                            "End Line": 1827
-                        },
-                        {
-                            "Function Name": "_createAdaptationMap",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 897,
-                            "End Line": 904
-                        },
-                        {
-                            "Function Name": "brightness",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2995,
-                            "End Line": 2996
-                        },
-                        {
-                            "Function Name": "primaryColor",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2998,
-                            "End Line": 3000
-                        },
-                        {
-                            "Function Name": "primaryContrastingColor",
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3002,
-                            "End Line": 3004
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-                        {
-                            "Function Name": "scaffoldBackgroundColor",
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-                            "Control Flow Ratio": "66.7%",
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-                            "End Line": 3008
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-                        {
-                            "Function Name": "getAdaptation",
-                            "Structural Impact": 3.0,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 895,
-                            "End Line": 895
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+                            "End Line": 179
                         },
                         {
-                            "Function Name": "extension",
+                            "Function Name": "thread-receive",
                             "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 993,
-                            "End Line": 993
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-                        {
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 871,
-                            "End Line": 872
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-                        {
-                            "Function Name": "ThemeData.dark",
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 878,
-                            "End Line": 879
-                        },
-                        {
-                            "Function Name": "ThemeData.fallback",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 890,
-                            "End Line": 890
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-                        {
-                            "Function Name": "localize",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1743,
-                            "End Line": 1766
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-                        {
-                            "Function Name": "debugFillProperties",
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-                            "Lines of Code (LOC)": 646,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2290,
-                            "End Line": 2935
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-                        {
-                            "Function Name": "effectiveConstraints",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3332,
-                            "End Line": 3346
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-                        {
-                            "Function Name": "resolveFrom",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3046,
-                            "End Line": 3057
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-                        {
-                            "Function Name": "VisualDensity",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3188,
-                            "End Line": 3192
-                        },
-                        {
-                            "Function Name": "adapt",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 113,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "_IdentityThemeDataCacheKey",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3088,
-                            "End Line": 3088
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-                        {
-                            "Function Name": "debugFillProperties",
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-                            "Start Line": 3359,
-                            "End Line": 3364
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-                        {
-                            "Function Name": "_FifoCache",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3114,
-                            "End Line": 3114
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-                        {
-                            "Function Name": "baseSizeAdjustment",
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-                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3307,
-                            "End Line": 3314
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1217,
+                            "End Line": 1242
                         },
                         {
-                            "Function Name": "buttonBarTheme",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
+                            "Function Name": "thread-try-receive",
+                            "Structural Impact": 2.3,
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1460,
-                            "End Line": 1464
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1244,
+                            "End Line": 1249
                         },
                         {
-                            "Function Name": "toStringShort",
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                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3366,
-                            "End Line": 3369
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 89,
-                            "End Line": 89
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-                        {
-                            "Function Name": "type",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 92,
-                            "End Line": 92
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-                        {
-                            "Function Name": "ThemeExtension",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 133
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-                        {
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 136
-                        },
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-                            "Function Name": "copyWith",
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-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 140,
-                            "End Line": 140
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-                        {
-                            "Function Name": "brightness",
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-                            "Input Parameters": 0,
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-                            "Start Line": 911,
-                            "End Line": 911
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-                            "Function Name": "hashCode",
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-                            "Start Line": 3095,
-                            "End Line": 3096
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3240,
-                            "End Line": 3241
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+                            "End Line": 184
                         },
                         {
-                            "Function Name": "hashCode",
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 3357
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-                        "Sequential Logic Declarations": 139,
-                        "Function Parameters": 43,
-                        "Function/Method Declarations": 59,
-                        "Class/Entity Declarations": 9,
-                        "Defensive Programming Constructs": 563,
-                        "Type/Safety Bypasses": 75,
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+                        "Sequential Logic Declarations": 27,
+                        "Function Parameters": 57,
+                        "Function/Method Declarations": 57,
+                        "Class/Entity Declarations": 0,
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                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
-                        "State Mutations / Variable Reassignments": 358,
-                        "Commented-out Code (Dead Logic)": 5,
-                        "Structured Documentation Blocks": 805,
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+                        "State Mutations / Variable Reassignments": 16,
+                        "Commented-out Code (Dead Logic)": 0,
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-                        "Global State Dependencies": 7,
-                        "Decorators and Annotations": 31,
-                        "Generic Type Abstractions": 98,
-                        "Collection Iterators / Comprehensions": 15,
+                        "Asynchronous/Concurrent Execution": 2,
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+                        "Closures and Anonymous Functions": 45,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
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                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 69,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 9,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
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@@ -219798,22 +219868,22 @@
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Manual Memory Allocation": 11,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 7,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 24,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 191,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 67,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2210,
+                        "Structural Space Indentations": 888,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -219830,15 +219900,15 @@
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                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 68,
-                        "Design Camel Case": 46,
-                        "Design Snake Case": 17,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 3,
+                        "Design Long Vars": 0,
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-                        "Orphaned Logic": 14,
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                         "Instructional Code Examples": 0,
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                         "External Network & I/O Hooks": 0,
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                         "Direct Downstream (Dependency Blast Radius)": 0,
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-                        "menu_button_theme.dart",
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-                        "package:flutter/foundation.dart",
-                        "package:flutter/services.dart",
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-                        "popup_menu_theme.dart",
-                        "progress_indicator_theme.dart",
-                        "radio_theme.dart",
-                        "scrollbar_theme.dart",
-                        "search_bar_theme.dart",
-                        "search_view_theme.dart",
-                        "segmented_button_theme.dart",
-                        "slider_theme.dart",
-                        "snack_bar_theme.dart",
-                        "switch_theme.dart",
-                        "tab_bar_theme.dart",
-                        "text_button.dart",
-                        "text_button_theme.dart",
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-                        "text_theme.dart",
-                        "time_picker_theme.dart",
-                        "toggle_buttons_theme.dart",
-                        "tooltip_theme.dart",
-                        "typography.dart"
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+                    "9. Extracted Dependencies": []
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                 "Testing Exposure": "34.94%",
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                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "21.29%",
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                 "Hardcoded Payload Artifacts": "0.0%"
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                         "Coding LOC": 1173,
                         "Documentation LOC": 106,
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                         "Tech Debt Exposure": "14.23%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.13%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.91%",
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                         "I/O and Network Boundaries": 9,
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                     "3. Architectural Profile": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -222663,9 +222663,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
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@@ -223263,7 +223263,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
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                         "Y": 199.89,
                         "Z": 6642.93
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@@ -223431,7 +223431,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                     "2. Topological Coordinates": {
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@@ -223771,9 +223771,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                     "2. Topological Coordinates": {
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+                        "X": -2424.59,
                         "Y": 181.48,
-                        "Z": 8360.22
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                     "3. Architectural Profile": {
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@@ -223785,7 +223785,7 @@
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                         "Coding LOC": 319,
                         "Documentation LOC": 40,
-                        "Structural Magnitude": 397.78,
+                        "Structural Magnitude": 393.78,
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@@ -223798,14 +223798,14 @@
                         "Error & Exception Exposure": "74.64%",
                         "Tech Debt Exposure": "14.25%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.34%",
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                         "Concurrency Exposure": "0.0%",
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                         "Commented Logic Exposure": "11.92%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
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@@ -224599,9 +224599,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
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                         "Documentation LOC": 67,
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                         "Testing Exposure": "80.0%",
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                         "Volatility Exposure": "0.0%",
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                         "I/O and Network Boundaries": 0,
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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@@ -226008,9 +226008,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                     "3. Architectural Profile": {
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                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.17%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "I/O and Network Boundaries": 0,
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@@ -229243,9 +229243,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                     "3. Architectural Profile": {
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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@@ -229570,14 +229570,14 @@
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                         "Testing Exposure": "2.58%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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@@ -229841,7 +229841,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                     "2. Topological Coordinates": {
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@@ -230019,7 +230019,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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@@ -230309,9 +230309,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Testing Exposure": "2.56%",
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                         "Instability Exposure": "50.0%",
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@@ -231200,7 +231200,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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@@ -232208,9 +232208,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Documentation LOC": 13,
-                        "Structural Magnitude": 476.36,
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@@ -233221,14 +233221,14 @@
                         "Error & Exception Exposure": "1.36%",
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                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.19%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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@@ -233790,9 +233790,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                         "Identity Proof": "Single Indicator (Ext: .lua)"
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@@ -234604,9 +234604,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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@@ -234912,9 +234912,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
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@@ -235099,44 +235099,202 @@
                 }
             }
         },
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-            "File Count": 5,
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             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
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-                "Cognitive Load Exposure": "22.28%",
-                "Error & Exception Exposure": "42.57%",
-                "Tech Debt Exposure": "12.38%",
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-                "State Flux Exposure": "10.58%",
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-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
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-                "Documentation Exposure": "26.86%",
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                 "Hardcoded Payload Artifacts": "0.0%"
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                     "1. Artifact Identity": {
-                        "Filename": "Compilation.zig",
-                        "Path": "zig/zig/Compilation.zig",
-                        "Language": "Zig",
+                        "Filename": "README",
+                        "Path": "perl/exiftool/README",
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+                        "Folder Dominant Lang": "perl",
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+                        "Identity Proof": "Metadata Anchor (README)"
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+                        "Authorship Centralization": 0.0,
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+                        "Raw Cognitive Density": 0.0
+                    },
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+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
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+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "perl/exiftool/META.json": {
+                    "1. Artifact Identity": {
+                        "Filename": "META.json",
+                        "Path": "perl/exiftool/META.json",
+                        "Language": "Json",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                        "Identity Proof": "Single Indicator (Ext: .json)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 11526.94,
-                        "Y": -178.95,
-                        "Z": 1815.14
+                        "X": 6994.16,
+                        "Y": 8.53,
+                        "Z": -4098.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -235145,1923 +235303,2389 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8171,
-                        "Coding LOC": 6509,
-                        "Documentation LOC": 858,
-                        "Structural Magnitude": 4230.48,
-                        "Control Flow Ratio": "73.1%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 56,
+                        "Coding LOC": 55,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 16.1,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.576
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "16.65%",
-                        "Error & Exception Exposure": "25.04%",
-                        "Tech Debt Exposure": "15.31%",
-                        "Testing Exposure": "2.53%",
-                        "API Exposure": "1.97%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "4.95%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
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+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 53,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "perl/exiftool/ExifTool.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "ExifTool.pm",
+                        "Path": "perl/exiftool/ExifTool.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Alert": "TYPOSQUATTING THREAT: 'warning' mimics 'warnings'",
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7579.44,
+                        "Y": -1.39,
+                        "Z": -4091.57
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 10227,
+                        "Coding LOC": 8286,
+                        "Documentation LOC": 1632,
+                        "Structural Magnitude": 11696.52,
+                        "Control Flow Ratio": "60.1%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.534
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "95.83%",
+                        "Error & Exception Exposure": "98.84%",
+                        "Tech Debt Exposure": "15.58%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.4%",
+                        "Concurrency Exposure": "12.97%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.2%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.12%",
+                        "Documentation Exposure": "18.94%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "addCommonCCArgs",
-                            "Structural Impact": 383.9,
-                            "Lines of Code (LOC)": 325,
-                            "Control Flow Branches": 129,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "99.2%",
-                            "Start Line": 6745,
-                            "End Line": 7069
+                            "Function Name": "ProcessJPEG",
+                            "Structural Impact": 741.1,
+                            "Lines of Code (LOC)": 1103,
+                            "Control Flow Branches": 342,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.8%",
+                            "Start Line": 7248,
+                            "End Line": 8350
                         },
                         {
-                            "Function Name": "addCCArgs",
-                            "Structural Impact": 279.3,
-                            "Lines of Code (LOC)": 242,
-                            "Control Flow Branches": 100,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "98.0%",
-                            "Start Line": 7072,
-                            "End Line": 7313
+                            "Function Name": "ExtractInfo",
+                            "Structural Impact": 296.6,
+                            "Lines of Code (LOC)": 501,
+                            "Control Flow Branches": 191,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.8%",
+                            "Start Line": 2711,
+                            "End Line": 3211
                         },
                         {
-                            "Function Name": "updateCObject",
-                            "Structural Impact": 237.6,
-                            "Lines of Code (LOC)": 311,
-                            "Control Flow Branches": 110,
+                            "Function Name": "DoProcessTIFF",
+                            "Structural Impact": 279.0,
+                            "Lines of Code (LOC)": 380,
+                            "Control Flow Branches": 129,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "79.7%",
-                            "Start Line": 6114,
-                            "End Line": 6424
-                        },
-                        {
-                            "Function Name": "performAllTheWork",
-                            "Structural Impact": 170.1,
-                            "Lines of Code (LOC)": 457,
-                            "Control Flow Branches": 84,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 4557,
-                            "End Line": 5013
+                            "Control Flow Ratio": "66.5%",
+                            "Start Line": 8519,
+                            "End Line": 8898
                         },
                         {
-                            "Function Name": "update",
-                            "Structural Impact": 168.7,
-                            "Lines of Code (LOC)": 360,
-                            "Control Flow Branches": 86,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "77.5%",
-                            "Start Line": 2860,
-                            "End Line": 3219
+                            "Function Name": "ProcessBinaryData",
+                            "Structural Impact": 276.9,
+                            "Lines of Code (LOC)": 299,
+                            "Control Flow Branches": 130,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "73.0%",
+                            "Start Line": 9855,
+                            "End Line": 10153
                         },
                         {
-                            "Function Name": "translateC",
-                            "Structural Impact": 154.1,
-                            "Lines of Code (LOC)": 141,
-                            "Control Flow Branches": 48,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "81.4%",
-                            "Start Line": 5630,
-                            "End Line": 5770
+                            "Function Name": "Options",
+                            "Structural Impact": 271.2,
+                            "Lines of Code (LOC)": 264,
+                            "Control Flow Branches": 128,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.3%",
+                            "Start Line": 2412,
+                            "End Line": 2675
                         },
                         {
-                            "Function Name": "updateWin32Resource",
-                            "Structural Impact": 142.0,
-                            "Lines of Code (LOC)": 240,
-                            "Control Flow Branches": 64,
+                            "Function Name": "GetValue",
+                            "Structural Impact": 256.6,
+                            "Lines of Code (LOC)": 291,
+                            "Control Flow Branches": 120,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "71.9%",
-                            "Start Line": 6426,
-                            "End Line": 6665
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3427,
+                            "End Line": 3717
                         },
                         {
-                            "Function Name": "addModuleErrorMsg",
-                            "Structural Impact": 117.0,
-                            "Lines of Code (LOC)": 149,
-                            "Control Flow Branches": 48,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 4322,
-                            "End Line": 4470
+                            "Function Name": "BuildCompositeTags",
+                            "Structural Impact": 180.8,
+                            "Lines of Code (LOC)": 187,
+                            "Control Flow Branches": 98,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "73.7%",
+                            "Start Line": 3953,
+                            "End Line": 4139
                         },
                         {
-                            "Function Name": "init",
-                            "Structural Impact": 80.1,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 28,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "96.6%",
-                            "Start Line": 746,
-                            "End Line": 812
+                            "Function Name": "HandleTag",
+                            "Structural Impact": 164.4,
+                            "Lines of Code (LOC)": 152,
+                            "Control Flow Branches": 63,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "57.3%",
+                            "Start Line": 9266,
+                            "End Line": 9417
                         },
                         {
-                            "Function Name": "processOneJob",
-                            "Structural Impact": 73.0,
-                            "Lines of Code (LOC)": 179,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.4%",
-                            "Start Line": 5025,
-                            "End Line": 5203
+                            "Function Name": "SetFoundTags",
+                            "Structural Impact": 163.1,
+                            "Lines of Code (LOC)": 235,
+                            "Control Flow Branches": 106,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "74.6%",
+                            "Start Line": 5301,
+                            "End Line": 5535
                         },
                         {
-                            "Function Name": "flush",
-                            "Structural Impact": 71.8,
-                            "Lines of Code (LOC)": 76,
-                            "Control Flow Branches": 33,
+                            "Function Name": "GetGroup",
+                            "Structural Impact": 139.2,
+                            "Lines of Code (LOC)": 105,
+                            "Control Flow Branches": 66,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "76.7%",
-                            "Start Line": 3285,
-                            "End Line": 3360
+                            "Control Flow Ratio": "80.5%",
+                            "Start Line": 3787,
+                            "End Line": 3891
                         },
                         {
-                            "Function Name": "parse",
-                            "Structural Impact": 69.5,
-                            "Lines of Code (LOC)": 149,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "63.8%",
-                            "Start Line": 1148,
-                            "End Line": 1296
+                            "Function Name": "FoundTag",
+                            "Structural Impact": 129.8,
+                            "Lines of Code (LOC)": 181,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "63.9%",
+                            "Start Line": 9426,
+                            "End Line": 9606
                         },
                         {
-                            "Function Name": "build_crt_file",
-                            "Structural Impact": 63.0,
-                            "Lines of Code (LOC)": 129,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "65.5%",
-                            "Start Line": 7914,
-                            "End Line": 8042
+                            "Function Name": "ConvertDateTime",
+                            "Structural Impact": 123.8,
+                            "Lines of Code (LOC)": 120,
+                            "Control Flow Branches": 67,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "76.1%",
+                            "Start Line": 6551,
+                            "End Line": 6670
                         },
                         {
-                            "Function Name": "classifyFileExt",
-                            "Structural Impact": 60.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 40,
+                            "Function Name": "DoneExtract",
+                            "Structural Impact": 114.6,
+                            "Lines of Code (LOC)": 171,
+                            "Control Flow Branches": 74,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "65.6%",
-                            "Start Line": 7597,
-                            "End Line": 7641
+                            "Control Flow Ratio": "74.7%",
+                            "Start Line": 4414,
+                            "End Line": 4584
                         },
                         {
-                            "Function Name": "spawnZigRc",
-                            "Structural Impact": 54.7,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 6667,
-                            "End Line": 6732
+                            "Function Name": "ExpandShortcuts",
+                            "Structural Impact": 98.0,
+                            "Lines of Code (LOC)": 90,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "82.8%",
+                            "Start Line": 5645,
+                            "End Line": 5734
                         },
                         {
-                            "Function Name": "addNonIncrementalStuffToCacheManifest",
-                            "Structural Impact": 53.6,
-                            "Lines of Code (LOC)": 152,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3416,
-                            "End Line": 3567
+                            "Function Name": "ParseArguments",
+                            "Structural Impact": 86.8,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 46,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "78.0%",
+                            "Start Line": 5061,
+                            "End Line": 5167
                         },
                         {
-                            "Function Name": "buildOutputFromZig",
-                            "Structural Impact": 47.6,
-                            "Lines of Code (LOC)": 130,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 7772,
-                            "End Line": 7901
+                            "Function Name": "AddCompositeTags",
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-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "MetadataPath",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6073,
-                            "End Line": 6073
+                            "Start Line": 9075,
+                            "End Line": 9079
                         },
                         {
-                            "Function Name": "tmpFilePath",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "PrintHex",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6734,
-                            "End Line": 6734
+                            "Start Line": 9802,
+                            "End Line": 9806
                         },
                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "GetTagName",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 430,
-                            "End Line": 432
+                            "Start Line": 4165,
+                            "End Line": 4170
                         },
                         {
-                            "Function Name": "addToHasher",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "GetShortcuts",
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+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 436,
-                            "End Line": 439
+                            "Start Line": 4175,
+                            "End Line": 4180
                         },
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "DoUnpackRev",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 465,
-                            "End Line": 467
+                            "Start Line": 6002,
+                            "End Line": 6007
                         },
                         {
-                            "Function Name": "destroy",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "DoPackStd",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1329,
-                            "End Line": 1332
+                            "Start Line": 6011,
+                            "End Line": 6016
                         },
                         {
-                            "Function Name": "destroy",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "DoPackRev",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1376,
-                            "End Line": 1379
+                            "Start Line": 6018,
+                            "End Line": 6023
                         },
                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "GetRequestedTags",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5625,
-                            "End Line": 5627
+                            "Start Line": 3411,
+                            "End Line": 3415
                         },
                         {
-                            "Function Name": "hasCppExt",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "AvailableOptions",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7537,
-                            "End Line": 7545
+                            "Start Line": 4156,
+                            "End Line": 4159
                         },
                         {
-                            "Function Name": "getCrtPaths",
-                            "Structural Impact": 1.9,
+                            "Function Name": "AUTOLOAD",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 8098,
-                            "End Line": 8101
+                            "Start Line": 5571,
+                            "End Line": 5574
                         },
                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "IsPC",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 109,
-                            "End Line": 109
+                            "Start Line": 5915,
+                            "End Line": 5918
                         },
                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "DoUnpackStd",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 141,
-                            "End Line": 141
+                            "Start Line": 5996,
+                            "End Line": 6000
                         },
                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 1.8,
+                            "Function Name": "DummyWriteProc",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 154
+                            "Start Line": 1241,
+                            "End Line": 1241
                         },
                         {
-                            "Function Name": "openInfo",
-                            "Structural Impact": 1.8,
+                            "Function Name": "SetWarning",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 449,
-                            "End Line": 449
+                            "Start Line": 2310,
+                            "End Line": 2310
                         },
                         {
-                            "Function Name": "withoutLocalCache",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "GetWarning",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 736,
-                            "End Line": 743
+                            "Start Line": 2313,
+                            "End Line": 2313
                         },
                         {
-                            "Function Name": "fail",
-                            "Structural Impact": 1.8,
+                            "Function Name": "Get8s",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1892,
-                            "End Line": 1892
+                            "Start Line": 6056,
+                            "End Line": 6056
                         },
                         {
-                            "Function Name": "obtainWin32ResourceCacheManifest",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "Get8u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5611,
-                            "End Line": 5617
+                            "Start Line": 6057,
+                            "End Line": 6057
                         },
                         {
-                            "Function Name": "digest",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "Get16s",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 442,
-                            "End Line": 446
+                            "Start Line": 6058,
+                            "End Line": 6058
                         },
                         {
-                            "Function Name": "moveLock",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "Get16u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1612,
-                            "End Line": 1616
+                            "Start Line": 6059,
+                            "End Line": 6059
                         },
                         {
-                            "Function Name": "hasObjectExt",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "Get32s",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7516,
-                            "End Line": 7521
+                            "Start Line": 6060,
+                            "End Line": 6060
                         },
                         {
-                            "Function Name": "hasStaticLibraryExt",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "Get32u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7523,
-                            "End Line": 7527
+                            "Start Line": 6061,
+                            "End Line": 6061
                         },
                         {
-                            "Function Name": "hasCppHExt",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "GetFloat",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7547,
-                            "End Line": 7551
+                            "Start Line": 6062,
+                            "End Line": 6062
                         },
                         {
-                            "Function Name": "setAllocFailure",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "GetDouble",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7685,
-                            "End Line": 7689
+                            "Start Line": 6063,
+                            "End Line": 6063
                         },
                         {
-                            "Function Name": "keys",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Get16uRev",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 103,
-                            "End Line": 105
+                            "Start Line": 6064,
+                            "End Line": 6064
                         },
                         {
-                            "Function Name": "count",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Get32uRev",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 106,
-                            "End Line": 108
+                            "Start Line": 6065,
+                            "End Line": 6065
                         },
                         {
-                            "Function Name": "popFront",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set8s",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 138,
-                            "End Line": 140
+                            "Start Line": 6123,
+                            "End Line": 6123
                         },
                         {
-                            "Function Name": "values",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set8u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 151,
-                            "End Line": 153
+                            "Start Line": 6124,
+                            "End Line": 6124
                         },
                         {
-                            "Function Name": "getTarget",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set16u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2775,
-                            "End Line": 2777
+                            "Start Line": 6125,
+                            "End Line": 6125
                         },
                         {
-                            "Function Name": "fmtRcEscape",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set32u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6499,
-                            "End Line": 6501
+                            "Start Line": 6126,
+                            "End Line": 6126
                         },
                         {
-                            "Function Name": "hasCExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set16uRev",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7529,
-                            "End Line": 7531
+                            "Start Line": 6127,
+                            "End Line": 6127
                         },
                         {
-                            "Function Name": "hasCHExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "GetByteOrder",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7533,
-                            "End Line": 7535
+                            "Start Line": 6131,
+                            "End Line": 6131
                         },
                         {
-                            "Function Name": "hasObjCExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "FormatSize",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7553,
-                            "End Line": 7555
-                        },
+                            "Start Line": 6253,
+                            "End Line": 6253
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2806,
+                        "Sequential Logic Declarations": 1865,
+                        "Function Parameters": 373,
+                        "Function/Method Declarations": 237,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 57,
+                        "Type/Safety Bypasses": 21,
+                        "High-Risk Execution Commands": 4,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 240,
+                        "State Mutations / Variable Reassignments": 6165,
+                        "Commented-out Code (Dead Logic)": 11,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 10,
+                        "UI / View Layer Components": 16,
+                        "Closures and Anonymous Functions": 5,
+                        "Global State Dependencies": 2046,
+                        "Decorators and Annotations": 728,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 57,
+                        "Scientific & Mathematical Operations": 25,
+                        "Metaprogramming & Reflection": 7,
+                        "Module Dependencies (Imports)": 82,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 8,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 10,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 1863,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 81,
+                        "Ad-hoc Print / Debug Statements": 93,
+                        "Explicit Type Casts": 124,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 635,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 235,
+                        "Private / Encapsulated Scopes": 949,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 15,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 7658,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 5,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 419,
+                        "Time Date Logic": 57,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1431,
+                        "Design Camel Case": 5,
+                        "Design Snake Case": 101,
+                        "Design Pascal Case": 529,
+                        "Design Upper Case": 795,
+                        "Design Short Vars": 54,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 32,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 485,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 19,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 99,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 40,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "CodedCharacterSet",
+                        "Compact",
+                        "Cwd",
+                        "Digest::MD5",
+                        "Digest::SHA",
+                        "EXIF",
+                        "Encode",
+                        "Exporter",
+                        "File::Basename",
+                        "File::RandomAccess",
+                        "File::StatX",
+                        "FilePath",
+                        "Image::ExifTool",
+                        "Image::ExifTool::BPG",
+                        "Image::ExifTool::BigTIFF",
+                        "Image::ExifTool::CanonRaw",
+                        "Image::ExifTool::Charset",
+                        "Image::ExifTool::GPS",
+                        "Image::ExifTool::GeoTiff",
+                        "Image::ExifTool::Geolocation",
+                        "Image::ExifTool::Geotag",
+                        "Image::ExifTool::HTML",
+                        "Image::ExifTool::HtmlDump",
+                        "Image::ExifTool::ICC_Profile",
+                        "Image::ExifTool::JPEGDigest",
+                        "Image::ExifTool::Lang",
+                        "Image::ExifTool::MacOS",
+                        "Image::ExifTool::Panasonic",
+                        "Image::ExifTool::Shortcuts",
+                        "Image::ExifTool::Sony",
+                        "Image::ExifTool::Validate",
+                        "Image::ExifTool::XMP",
+                        "ListSplit",
+                        "POSIX",
+                        "PRINT_CONV",
+                        "Require",
+                        "SystemTimeRes",
+                        "Time::HiRes",
+                        "Time::Local",
+                        "Time::Piece",
+                        "Win32::API",
+                        "Win32API::File",
+                        "WindowsLongPath",
+                        "a",
+                        "all",
+                        "alternate",
+                        "base",
+                        "biggie",
+                        "binary",
+                        "chance",
+                        "character",
+                        "configFile",
+                        "data",
+                        "default",
+                        "different",
+                        "directory",
+                        "duplicates",
+                        "entries",
+                        "error",
+                        "extension",
+                        "file",
+                        "groups",
+                        "hash",
+                        "hex",
+                        "in",
+                        "incorrect",
+                        "index",
+                        "input",
+                        "it",
+                        "key",
+                        "longer",
+                        "more",
+                        "need",
+                        "new",
+                        "of",
+                        "only",
+                        "overload",
+                        "print",
+                        "proc",
+                        "recognized",
+                        "requested",
+                        "sort",
+                        "special",
+                        "specific",
+                        "specified",
+                        "strict",
+                        "such",
+                        "system",
+                        "tag",
+                        "tags",
+                        "the",
+                        "this",
+                        "value",
+                        "values",
+                        "vars",
+                        "verbose",
+                        "warning",
+                        "warnings",
+                        "when"
+                    ]
+                },
+                "perl/exiftool/Makefile.PL": {
+                    "1. Artifact Identity": {
+                        "Filename": "Makefile.PL",
+                        "Path": "perl/exiftool/Makefile.PL",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7829.17,
+                        "Y": 28.3,
+                        "Z": -3504.12
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 60,
+                        "Coding LOC": 51,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 18.02,
+                        "Control Flow Ratio": "84.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.51
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "19.37%",
+                        "Error & Exception Exposure": "66.29%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "30.34%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 22,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 2,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 47,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 45,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 2,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 8,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 3,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ExtUtils::MakeMaker",
+                        "File::Spec"
+                    ]
+                },
+                "perl/exiftool/RandomAccess.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "RandomAccess.pm",
+                        "Path": "perl/exiftool/RandomAccess.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7615.57,
+                        "Y": -83.64,
+                        "Z": -4501.12
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 448,
+                        "Coding LOC": 320,
+                        "Documentation LOC": 106,
+                        "Structural Magnitude": 447.0,
+                        "Control Flow Ratio": "52.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.084
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "79.21%",
+                        "Error & Exception Exposure": "98.84%",
+                        "Tech Debt Exposure": "92.68%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.06%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.74%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "24.11%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "hasObjCHExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Read",
+                            "Structural Impact": 40.6,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 25,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7557,
-                            "End Line": 7559
+                            "Control Flow Ratio": "56.8%",
+                            "Start Line": 178,
+                            "End Line": 254
                         },
                         {
-                            "Function Name": "hasObjCppExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "ReadLine",
+                            "Structural Impact": 31.6,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 19,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7561,
-                            "End Line": 7564
+                            "Control Flow Ratio": "65.5%",
+                            "Start Line": 260,
+                            "End Line": 326
                         },
                         {
-                            "Function Name": "hasObjCppHExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Close",
+                            "Structural Impact": 30.8,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 19,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7566,
-                            "End Line": 7568
+                            "Control Flow Ratio": "59.4%",
+                            "Start Line": 395,
+                            "End Line": 444
                         },
                         {
-                            "Function Name": "getZigBackend",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Seek",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 144,
+                            "End Line": 172
+                        },
+                        {
+                            "Function Name": "Purge",
+                            "Structural Impact": 17.0,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7734,
-                            "End Line": 7737
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 353,
+                            "End Line": 381
                         },
                         {
-                            "Function Name": "compilerRtStrip",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "new",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "30.8%",
+                            "Start Line": 59,
+                            "End Line": 90
+                        },
+                        {
+                            "Function Name": "SeekTest",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8168,
-                            "End Line": 8170
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 106,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "tryLock",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Slurp",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 252,
-                            "End Line": 252
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 331,
+                            "End Line": 346
                         },
                         {
-                            "Function Name": "lock",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Tell",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 253,
-                            "End Line": 253
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 124,
+                            "End Line": 134
                         },
                         {
-                            "Function Name": "unlock",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "BinMode",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
-                            "End Line": 254
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 386,
+                            "End Line": 390
                         },
                         {
-                            "Function Name": "getAllErrorsAlloc",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "Debug",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3889,
-                            "End Line": 3889
+                            "Start Line": 95,
+                            "End Line": 99
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1795,
-                        "Sequential Logic Declarations": 661,
-                        "Function Parameters": 183,
-                        "Function/Method Declarations": 183,
-                        "Class/Entity Declarations": 52,
-                        "Defensive Programming Constructs": 1135,
-                        "Type/Safety Bypasses": 257,
+                        "Control Flow Branches": 97,
+                        "Sequential Logic Declarations": 88,
+                        "Function Parameters": 23,
+                        "Function/Method Declarations": 12,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 158,
-                        "State Mutations / Variable Reassignments": 392,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 385,
-                        "Unit Test Assertions": 11,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Exposed API / Public Exports": 15,
+                        "State Mutations / Variable Reassignments": 248,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 83,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 8,
+                        "Global State Dependencies": 29,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 9,
-                        "Metaprogramming & Reflection": 18,
-                        "Module Dependencies (Imports)": 31,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 35,
-                        "Acknowledged Tech Debt (FIXMEs)": 6,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 4,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 247,
-                        "Manual Memory Allocation": 1,
+                        "Pointer Arithmetic & Addressing": 121,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 3,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 168,
-                        "Fatal Aborts & Exceptions": 374,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 8,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1200,
-                        "Thread Synchronization Locks": 71,
-                        "Immutable Data Declarations": 816,
-                        "Resource Deallocation & Cleanup": 160,
-                        "Private / Encapsulated Scopes": 746,
+                        "Bitwise Operations": 3,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 51,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 6042,
+                        "Structural Space Indentations": 275,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 3,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -237070,15 +237694,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 854,
-                        "Design Camel Case": 2,
-                        "Design Snake Case": 710,
-                        "Design Pascal Case": 114,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 103,
-                        "Design Long Vars": 4,
-                        "Duplicate Logic": 3,
-                        "Orphaned Logic": 0,
+                        "Core Var Decl": 11,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 11,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -237086,9 +237710,9 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 34,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -237102,59 +237726,35 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 29,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 5,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 7
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Air.zig",
-                        "Builtin.zig",
-                        "Compilation/Config.zig",
-                        "InternPool.zig",
-                        "Package.zig",
-                        "Sema.zig",
-                        "Type.zig",
-                        "Value.zig",
-                        "Zcu.zig",
-                        "build_options",
-                        "builtin",
-                        "codegen/c.zig",
-                        "codegen/llvm.zig",
-                        "dev.zig",
-                        "introspect.zig",
-                        "libs/freebsd.zig",
-                        "libs/glibc.zig",
-                        "libs/libcxx.zig",
-                        "libs/libtsan.zig",
-                        "libs/libunwind.zig",
-                        "libs/mingw.zig",
-                        "libs/musl.zig",
-                        "libs/netbsd.zig",
-                        "libs/wasi_libc.zig",
-                        "link.zig",
-                        "main.zig",
-                        "std",
-                        "target.zig",
-                        "tracy.zig"
+                        "Exporter",
+                        "buffering",
+                        "only",
+                        "strict",
+                        "vars"
                     ]
                 },
-                "zig/zig/InternPool.zig": {
+                "perl/exiftool/exiftool": {
                     "1. Artifact Identity": {
-                        "Filename": "InternPool.zig",
-                        "Path": "zig/zig/InternPool.zig",
-                        "Language": "Zig",
+                        "Filename": "exiftool",
+                        "Path": "perl/exiftool/exiftool",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 11102.47,
-                        "Y": -101.94,
-                        "Z": 2508.12
+                        "X": 7256.21,
+                        "Y": 50.88,
+                        "Z": -3579.47
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -237163,1912 +237763,2029 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 13040,
-                        "Coding LOC": 10787,
-                        "Documentation LOC": 1198,
-                        "Structural Magnitude": 5163.14,
-                        "Control Flow Ratio": "55.3%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 8151,
+                        "Coding LOC": 6627,
+                        "Documentation LOC": 639,
+                        "Structural Magnitude": 7418.94,
+                        "Control Flow Ratio": "73.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.454
+                        "Raw Cognitive Density": 1.687
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.7%",
-                        "Error & Exception Exposure": "57.68%",
-                        "Tech Debt Exposure": "16.42%",
+                        "Cognitive Load Exposure": "73.52%",
+                        "Error & Exception Exposure": "98.83%",
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-                        "Concurrency Exposure": "25.65%",
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-                        "Commented Logic Exposure": "5.7%",
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+                        "Commented Logic Exposure": "5.97%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                     "5. Function Analysis": [
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-                            "Control Flow Ratio": "65.8%",
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                         {
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-                            "Start Line": 913,
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+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 3952,
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                         {
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                         {
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-                            "Start Line": 8706,
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+                            "Control Flow Ratio": "45.2%",
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                         {
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-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 22,
+                            "Function Name": "IsEqual",
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                             "Input Parameters": 3,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 317,
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-                            "Control Flow Branches": 19,
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-                            "Control Flow Ratio": "95.0%",
-                            "Start Line": 6829,
-                            "End Line": 6906
+                            "Function Name": "AddGroups",
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3929,
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                         {
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-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 10141,
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+                            "Function Name": "FilterArgfileLine",
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+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 4893,
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                         {
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-                            "Control Flow Ratio": "52.2%",
-                            "Start Line": 9387,
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+                            "Control Flow Ratio": "58.8%",
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                         },
                         {
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-                            "Lines of Code (LOC)": 151,
+                            "Function Name": "PrintTagList",
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                             "Control Flow Branches": 10,
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-                            "Start Line": 9679,
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-                            "Control Flow Ratio": "68.2%",
-                            "Start Line": 11435,
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+                            "Function Name": "Printable",
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 4026,
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-                            "Control Flow Ratio": "70.6%",
-                            "Start Line": 4435,
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+                            "Control Flow Ratio": "35.3%",
+                            "Start Line": 4141,
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-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 9166,
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+                            "Control Flow Ratio": "69.2%",
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                         {
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+                            "Function Name": "EFile",
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                             "Control Flow Branches": 7,
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-                            "Start Line": 9599,
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-                            "Function Name": "tagValueIndex",
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-                            "Start Line": 4410,
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-                            "Start Line": 12943,
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                         {
-                            "Function Name": "deinit",
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-                            "Control Flow Branches": 9,
+                            "Function Name": "LoadPrintFormat",
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-                            "Start Line": 6908,
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                         {
-                            "Function Name": "dumpAllFallible",
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-                            "Lines of Code (LOC)": 101,
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+                            "Function Name": "LengthUTF8",
+                            "Structural Impact": 12.6,
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+                            "Control Flow Branches": 7,
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-                            "Start Line": 11329,
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+                            "Start Line": 4054,
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                         },
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-                            "Function Name": "dbHelper",
-                            "Structural Impact": 18.9,
-                            "Lines of Code (LOC)": 157,
+                            "Function Name": "SetWindowTitle",
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                             "Control Flow Branches": 7,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4823,
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+                            "Control Flow Ratio": "77.8%",
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                         {
-                            "Function Name": "loadUnionType",
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-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 8,
+                            "Function Name": "SlurpFile",
+                            "Structural Impact": 11.7,
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+                            "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 3537,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 4861,
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                         },
                         {
-                            "Function Name": "zigTypeTag",
-                            "Structural Impact": 17.6,
-                            "Lines of Code (LOC)": 249,
-                            "Control Flow Branches": 2,
+                            "Function Name": "CheckUTF8",
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+                            "Control Flow Branches": 5,
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-                            "Start Line": 12307,
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+                            "Control Flow Ratio": "55.6%",
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                         {
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-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 5,
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+                            "Function Name": "Infile",
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-                            "Start Line": 9305,
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                         },
                         {
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-                            "Control Flow Branches": 9,
+                            "Function Name": "EncodeXML",
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                             "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "38.5%",
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                         {
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+                            "Function Name": "AcceptFile",
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                         {
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-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 7528,
-                            "End Line": 7555
+                            "Function Name": "FormatCSV",
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3881,
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                         },
                         {
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-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 848,
-                            "End Line": 872
+                            "Function Name": "Exit",
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+                            "Control Flow Branches": 3,
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-                            "Function Name": "addLimbsExtraAssumeCapacity",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 10441,
-                            "End Line": 10461
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 4180,
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                         {
-                            "Function Name": "getCoercedFunc",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 10914,
-                            "End Line": 10949
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 4128,
+                            "End Line": 4135
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                         {
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-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 10256,
-                            "End Line": 10296
+                            "Function Name": "MyConvertFileName",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 4526,
+                            "End Line": 4534
                         },
                         {
-                            "Function Name": "getErrorValueIfExists",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 6,
+                            "Function Name": "Progress",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 8,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 12902,
-                            "End Line": 12920
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                         {
-                            "Function Name": "createNamespace",
-                            "Structural Impact": 13.0,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 11687,
-                            "End Line": 11722
+                            "Function Name": "CreateDirectory",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 4779,
+                            "End Line": 4794
                         },
                         {
-                            "Function Name": "finishFuncInstance",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 31,
+                            "Function Name": "Cleanup",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 9831,
-                            "End Line": 9861
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-                        {
-                            "Function Name": "getUnion",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 8647,
-                            "End Line": 8669
-                        },
-                        {
-                            "Function Name": "indexToKeyBigInt",
-                            "Structural Impact": 12.0,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 7625,
-                            "End Line": 7641
+                            "Start Line": 369,
+                            "End Line": 376
                         },
                         {
-                            "Function Name": "typeOf",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 241,
-                            "Control Flow Branches": 2,
+                            "Function Name": "AddSetTagsFile",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 11961,
-                            "End Line": 12201
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 4086,
+                            "End Line": 4103
                         },
                         {
-                            "Function Name": "isExternOrFn",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 655,
-                            "End Line": 671
+                            "Function Name": "Warn",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 349,
+                            "End Line": 356
                         },
                         {
-                            "Function Name": "getIfExists",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 10298,
-                            "End Line": 10313
+                            "Function Name": "CleanXML",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3714,
+                            "End Line": 3723
                         },
                         {
-                            "Function Name": "next",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 6,
+                            "Function Name": "Num2Alpha",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 4146,
-                            "End Line": 4169
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 4708,
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                         {
-                            "Function Name": "getString",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 11945,
-                            "End Line": 11959
+                            "Function Name": "CleanFilename",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4171,
+                            "End Line": 4174
                         },
                         {
-                            "Function Name": "nameIndex",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 3686,
-                            "End Line": 3696
+                            "Function Name": "FileNotFound",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 4481,
+                            "End Line": 4488
                         },
                         {
-                            "Function Name": "nextField",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 9933,
-                            "End Line": 9955
+                            "Function Name": "PreserveTime",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 4493,
+                            "End Line": 4498
                         },
                         {
-                            "Function Name": "funcIesResolvedPtr",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
+                            "Function Name": "WarnOnce",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 12678,
-                            "End Line": 12703
+                            "Start Line": 358,
+                            "End Line": 360
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                         {
-                            "Function Name": "funcAnalysisPtr",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 12564,
-                            "End Line": 12587
+                            "Function Name": "SigInt",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 363,
+                            "End Line": 367
                         },
                         {
-                            "Function Name": "isIntegerType",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 10970,
-                            "End Line": 10992
+                            "Function Name": "Image::ExifTool::EndDir",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 329,
+                            "End Line": 329
                         },
                         {
-                            "Function Name": "putKeyReplace",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 7816,
-                            "End Line": 7844
+                            "Function Name": "Image::ExifTool::End",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 330,
+                            "End Line": 330
                         },
                         {
-                            "Function Name": "slicePtrType",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 10553,
-                            "End Line": 10566
+                            "Function Name": "Error",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 357,
+                            "End Line": 357
                         },
                         {
-                            "Function Name": "isNoReturn",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 12254,
-                            "End Line": 12266
+                            "Function Name": "SigCont",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 368,
+                            "End Line": 368
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 3057,
+                        "Sequential Logic Declarations": 1103,
+                        "Function Parameters": 195,
+                        "Function/Method Declarations": 100,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 26,
+                        "Type/Safety Bypasses": 8,
+                        "High-Risk Execution Commands": 22,
+                        "I/O and Network Boundaries": 334,
+                        "Exposed API / Public Exports": 102,
+                        "State Mutations / Variable Reassignments": 4791,
+                        "Commented-out Code (Dead Logic)": 22,
+                        "Structured Documentation Blocks": 164,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 2,
+                        "UI / View Layer Components": 24,
+                        "Closures and Anonymous Functions": 10,
+                        "Global State Dependencies": 427,
+                        "Decorators and Annotations": 575,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 266,
+                        "Scientific & Mathematical Operations": 29,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 110,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 1,
+                        "Pointer Arithmetic & Addressing": 238,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 181,
+                        "Explicit Type Casts": 51,
+                        "Fatal Aborts & Exceptions": 6,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 605,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 232,
+                        "Private / Encapsulated Scopes": 569,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 9,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 4009,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 4,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 328,
+                        "Time Date Logic": 50,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 43,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 14,
+                        "Design Pascal Case": 25,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 6,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 120,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 8,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 14,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 84,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 4,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "B",
+                        "C",
+                        "CR",
+                        "Cwd",
+                        "Encode",
+                        "Escape",
+                        "File::Glob",
+                        "FileHandle",
+                        "I",
+                        "IO::Handle",
+                        "Image::ExifTool",
+                        "Image::ExifTool::Geolocation",
+                        "Image::ExifTool::HTML",
+                        "Image::ExifTool::Import",
+                        "Image::ExifTool::MWG",
+                        "Image::ExifTool::Plot",
+                        "Image::ExifTool::TagInfoXML",
+                        "Image::ExifTool::XMP",
+                        "MODULE",
+                        "MWG",
+                        "Term::ReadKey",
+                        "Time::Piece",
+                        "Unicode::GCString",
+                        "Win32::API",
+                        "Win32::FindFile",
+                        "Win32API::File",
+                        "a",
+                        "absolute",
+                        "additional",
+                        "an",
+                        "arguments",
+                        "associated",
+                        "changes",
+                        "destination",
+                        "duplicates",
+                        "effect",
+                        "even",
+                        "exiftool",
+                        "ext",
+                        "extra",
+                        "file",
+                        "filename",
+                        "for",
+                        "format",
+                        "formatting",
+                        "forward",
+                        "full",
+                        "globbing",
+                        "group",
+                        "information",
+                        "longer",
+                        "lower",
+                        "lowest",
+                        "metadata",
+                        "more",
+                        "need",
+                        "of",
+                        "operation",
+                        "option",
+                        "other",
+                        "our",
+                        "output",
+                        "permission",
+                        "quoting",
+                        "real",
+                        "sense",
+                        "separator",
+                        "sidecar",
+                        "standard",
+                        "strict",
+                        "tag",
+                        "tags",
+                        "terminator",
+                        "textOut",
+                        "the",
+                        "this",
+                        "tokens",
+                        "underline",
+                        "undocumented",
+                        "user",
+                        "warnings",
+                        "wide",
+                        "wildcards",
+                        "with"
+                    ]
+                }
+            }
+        },
+        "zig/zig": {
+            "Directory Group Magnitude": 19379.58,
+            "File Count": 5,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "22.28%",
+                "Error & Exception Exposure": "42.57%",
+                "Tech Debt Exposure": "12.38%",
+                "Testing Exposure": "49.0%",
+                "API Exposure": "3.06%",
+                "Concurrency Exposure": "7.98%",
+                "State Flux Exposure": "10.58%",
+                "Commented Logic Exposure": "5.11%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "26.86%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "zig/zig/Compilation.zig": {
+                    "1. Artifact Identity": {
+                        "Filename": "Compilation.zig",
+                        "Path": "zig/zig/Compilation.zig",
+                        "Language": "Zig",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 11526.94,
+                        "Y": -178.95,
+                        "Z": 1815.14
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 8171,
+                        "Coding LOC": 6509,
+                        "Documentation LOC": 858,
+                        "Structural Magnitude": 4230.48,
+                        "Control Flow Ratio": "73.1%",
+                        "Popularity Rank": 2,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.576
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "16.65%",
+                        "Error & Exception Exposure": "25.04%",
+                        "Tech Debt Exposure": "15.31%",
+                        "Testing Exposure": "2.53%",
+                        "API Exposure": "1.97%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "4.95%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "16.12%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "addCommonCCArgs",
+                            "Structural Impact": 383.9,
+                            "Lines of Code (LOC)": 325,
+                            "Control Flow Branches": 129,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "99.2%",
+                            "Start Line": 6745,
+                            "End Line": 7069
                         },
                         {
-                            "Function Name": "unpack",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 12996,
-                            "End Line": 13038
+                            "Function Name": "addCCArgs",
+                            "Structural Impact": 279.3,
+                            "Lines of Code (LOC)": 242,
+                            "Control Flow Branches": 100,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "98.0%",
+                            "Start Line": 7072,
+                            "End Line": 7313
                         },
                         {
-                            "Function Name": "format",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1899,
-                            "End Line": 1906
+                            "Function Name": "updateCObject",
+                            "Structural Impact": 237.6,
+                            "Lines of Code (LOC)": 311,
+                            "Control Flow Branches": 110,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "79.7%",
+                            "Start Line": 6114,
+                            "End Line": 6424
                         },
                         {
-                            "Function Name": "isErrorSetType",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
+                            "Function Name": "performAllTheWork",
+                            "Structural Impact": 170.1,
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                         {
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-                            "Lines of Code (LOC)": 8,
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                         {
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-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "getTarget",
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                         {
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                         {
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+                            "Function Name": "hasCExt",
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                         {
-                            "Function Name": "getMutableMaps",
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                         {
-                            "Function Name": "getMutableNavs",
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                         {
-                            "Function Name": "getMutableComptimeUnits",
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                         {
-                            "Function Name": "getMutableNamespaces",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "hasObjCppExt",
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+                            "Lines of Code (LOC)": 4,
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                         {
-                            "Function Name": "wrap",
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                         {
-                            "Function Name": "unwrap",
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-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "getZigBackend",
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                         {
-                            "Function Name": "toSlice",
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+                            "Function Name": "compilerRtStrip",
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                         {
-                            "Function Name": "at",
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-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "tryLock",
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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+                            "Start Line": 252,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "toOverlongSlice",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "lock",
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "toSlice",
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "unlock",
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
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                         },
                         {
-                            "Function Name": "setFieldTypes",
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-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "getAllErrorsAlloc",
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                             "Control Flow Ratio": "0.0%",
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+                            "End Line": 3889
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1795,
+                        "Sequential Logic Declarations": 661,
+                        "Function Parameters": 183,
+                        "Function/Method Declarations": 183,
+                        "Class/Entity Declarations": 52,
+                        "Defensive Programming Constructs": 1135,
+                        "Type/Safety Bypasses": 257,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 158,
+                        "State Mutations / Variable Reassignments": 392,
+                        "Commented-out Code (Dead Logic)": 4,
+                        "Structured Documentation Blocks": 385,
+                        "Unit Test Assertions": 11,
+                        "Asynchronous/Concurrent Execution": 6,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 83,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 8,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 9,
+                        "Metaprogramming & Reflection": 18,
+                        "Module Dependencies (Imports)": 31,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 35,
+                        "Acknowledged Tech Debt (FIXMEs)": 6,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 247,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 3,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 168,
+                        "Fatal Aborts & Exceptions": 374,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 1200,
+                        "Thread Synchronization Locks": 71,
+                        "Immutable Data Declarations": 816,
+                        "Resource Deallocation & Cleanup": 160,
+                        "Private / Encapsulated Scopes": 746,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 6042,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 3,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 854,
+                        "Design Camel Case": 2,
+                        "Design Snake Case": 710,
+                        "Design Pascal Case": 114,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 103,
+                        "Design Long Vars": 4,
+                        "Duplicate Logic": 3,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 34,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 29,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 5,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 7
+                    },
+                    "9. Extracted Dependencies": [
+                        "Air.zig",
+                        "Builtin.zig",
+                        "Compilation/Config.zig",
+                        "InternPool.zig",
+                        "Package.zig",
+                        "Sema.zig",
+                        "Type.zig",
+                        "Value.zig",
+                        "Zcu.zig",
+                        "build_options",
+                        "builtin",
+                        "codegen/c.zig",
+                        "codegen/llvm.zig",
+                        "dev.zig",
+                        "introspect.zig",
+                        "libs/freebsd.zig",
+                        "libs/glibc.zig",
+                        "libs/libcxx.zig",
+                        "libs/libtsan.zig",
+                        "libs/libunwind.zig",
+                        "libs/mingw.zig",
+                        "libs/musl.zig",
+                        "libs/netbsd.zig",
+                        "libs/wasi_libc.zig",
+                        "link.zig",
+                        "main.zig",
+                        "std",
+                        "target.zig",
+                        "tracy.zig"
+                    ]
+                },
+                "zig/zig/InternPool.zig": {
+                    "1. Artifact Identity": {
+                        "Filename": "InternPool.zig",
+                        "Path": "zig/zig/InternPool.zig",
+                        "Language": "Zig",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                    },
+                    "2. Topological Coordinates": {
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+                        "Tech Debt Exposure": "16.42%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.65%",
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+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "27.01%",
+                        "Hardcoded Payload Artifacts": "0.0%"
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-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6684,
-                            "End Line": 6686
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                         {
-                            "Function Name": "byteOffset",
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-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                         {
-                            "Function Name": "byteOffset",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "extraErrorSet",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6720,
-                            "End Line": 6722
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                         {
-                            "Function Name": "get",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "prepare",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6757,
-                            "End Line": 6760
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                         {
-                            "Function Name": "addOne",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "funcSetHasErrorTrace",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1187,
-                            "End Line": 1187
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                         {
-                            "Function Name": "addOneAssumeCapacity",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "eql",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 1192,
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1259,
-                        "Sequential Logic Declarations": 1017,
-                        "Function Parameters": 438,
-                        "Function/Method Declarations": 437,
-                        "Class/Entity Declarations": 208,
-                        "Defensive Programming Constructs": 676,
-                        "Type/Safety Bypasses": 547,
-                        "High-Risk Execution Commands": 3,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 502,
-                        "State Mutations / Variable Reassignments": 439,
-                        "Commented-out Code (Dead Logic)": 28,
-                        "Structured Documentation Blocks": 965,
-                        "Unit Test Assertions": 3,
-                        "Asynchronous/Concurrent Execution": 269,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 95,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 52,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 131,
-                        "Metaprogramming & Reflection": 96,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 70,
-                        "Acknowledged Tech Debt (FIXMEs)": 5,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 516,
-                        "Manual Memory Allocation": 5,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 332,
-                        "Fatal Aborts & Exceptions": 763,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1284,
-                        "Thread Synchronization Locks": 95,
-                        "Immutable Data Declarations": 1455,
-                        "Resource Deallocation & Cleanup": 48,
-                        "Private / Encapsulated Scopes": 1306,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 2,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 10289,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1565,
-                        "Design Camel Case": 1,
-                        "Design Snake Case": 1222,
-                        "Design Pascal Case": 309,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 50,
-                        "Design Long Vars": 8,
-                        "Duplicate Logic": 8,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 186,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
-                        "Total Upstream (Absolute Fragility)": 5,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 7
-                    },
-                    "9. Extracted Dependencies": [
-                        "Zcu.zig",
-                        "builtin",
-                        "std"
-                    ]
-                },
-                "zig/zig/Type.zig": {
-                    "1. Artifact Identity": {
-                        "Filename": "Type.zig",
-                        "Path": "zig/zig/Type.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 11826.81,
-                        "Y": 22.08,
-                        "Z": 2723.86
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 4357,
-                        "Coding LOC": 3675,
-                        "Documentation LOC": 275,
-                        "Structural Magnitude": 2583.8,
-                        "Control Flow Ratio": "54.3%",
-                        "Popularity Rank": 6,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.38
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.28%",
-                        "Error & Exception Exposure": "36.56%",
-                        "Tech Debt Exposure": "8.65%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.33%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "4.84%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "61.94%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Control Flow Branches": 113,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "85.6%",
-                            "Start Line": 160,
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-                            "Function Name": "abiSizeInner",
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-                            "Control Flow Branches": 59,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "49.6%",
-                            "Start Line": 1293,
-                            "End Line": 1563
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                         {
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-                            "Control Flow Branches": 46,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "41.8%",
-                            "Start Line": 964,
-                            "End Line": 1178
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                         {
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-                            "Structural Impact": 112.8,
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-                            "Control Flow Branches": 41,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "65.1%",
-                            "Start Line": 481,
-                            "End Line": 678
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3352,
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                         {
-                            "Function Name": "onePossibleValue",
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-                            "Lines of Code (LOC)": 211,
-                            "Control Flow Branches": 56,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.9%",
-                            "Start Line": 2492,
-                            "End Line": 2702
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+                            "Start Line": 3518,
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                         },
                         {
-                            "Function Name": "comptimeOnlyInner",
-                            "Structural Impact": 79.0,
-                            "Lines of Code (LOC)": 194,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "49.2%",
-                            "Start Line": 2716,
-                            "End Line": 2909
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 3706
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                         {
-                            "Function Name": "bitSizeInner",
-                            "Structural Impact": 77.4,
-                            "Lines of Code (LOC)": 161,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 1625,
-                            "End Line": 1785
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "abiSizeInnerOptional",
-                            "Structural Impact": 35.9,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 14,
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                             "Input Parameters": 4,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 1565,
-                            "End Line": 1611
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-                            "Control Flow Branches": 12,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 1180,
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                         {
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-                            "Control Flow Branches": 13,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "56.5%",
-                            "Start Line": 1222,
-                            "End Line": 1262
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                         },
                         {
-                            "Function Name": "elemPtrType",
-                            "Structural Impact": 33.2,
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                             "Input Parameters": 3,
-                            "Control Flow Ratio": "93.3%",
-                            "Start Line": 3977,
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                         {
-                            "Function Name": "structFieldOffset",
-                            "Structural Impact": 24.4,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 10,
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3355,
-                            "End Line": 3402
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                         {
-                            "Function Name": "resolveLayout",
-                            "Structural Impact": 22.9,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "57.9%",
-                            "Start Line": 3582,
-                            "End Line": 3623
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6658,
+                            "End Line": 6665
                         },
                         {
-                            "Function Name": "maxIntScalar",
-                            "Structural Impact": 21.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 9,
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "56.2%",
-                            "Start Line": 3019,
-                            "End Line": 3048
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                         },
                         {
-                            "Function Name": "resolveStructInner",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 8,
+                            "Function Name": "funcSetIesResolved",
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "47.1%",
-                            "Start Line": 3786,
-                            "End Line": 3842
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 12709,
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                         },
                         {
-                            "Function Name": "resolveUnionInner",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 8,
+                            "Function Name": "eqlSlice",
+                            "Structural Impact": 2.3,
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 3845,
-                            "End Line": 3901
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1860,
+                            "End Line": 1865
                         },
                         {
-                            "Function Name": "getUnionLayout",
-                            "Structural Impact": 20.5,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 9,
+                            "Function Name": "funcSetDisableInstrumentation",
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 3903,
-                            "End Line": 3965
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 12605,
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                         },
                         {
-                            "Function Name": "resolveFully",
-                            "Structural Impact": 19.8,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 9,
+                            "Function Name": "funcSetDisableIntrinsics",
+                            "Structural Impact": 2.3,
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 3721,
-                            "End Line": 3769
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 12617,
+                            "End Line": 12627
                         },
                         {
-                            "Function Name": "typeDeclSrcLine",
-                            "Structural Impact": 19.2,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 3483,
-                            "End Line": 3519
+                            "Function Name": "toNullTerminatedString",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1762,
+                            "End Line": 1766
                         },
                         {
-                            "Function Name": "errorSetHasField",
-                            "Structural Impact": 19.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 8,
+                            "Function Name": "indexLessThan",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 2187,
-                            "End Line": 2209
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1882,
+                            "End Line": 1885
                         },
                         {
-                            "Function Name": "packedStructFieldPtrInfo",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3544,
-                            "End Line": 3580
+                            "Function Name": "setAnalyzed",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2337,
+                            "End Line": 2346
                         },
                         {
-                            "Function Name": "structFieldAlignmentInner",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3239,
-                            "End Line": 3264
+                            "Function Name": "clearFullyResolved",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3991,
+                            "End Line": 4000
                         },
                         {
-                            "Function Name": "structFieldValueComptime",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 6,
+                            "Function Name": "setZirIndex",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 3315,
-                            "End Line": 3338
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4039,
+                            "End Line": 4043
                         },
                         {
-                            "Function Name": "errorSetHasFieldIp",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 6,
+                            "Function Name": "compareStrict",
+                            "Structural Impact": 2.2,
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+                            "End Line": 6364
+                        },
+                        {
+                            "Function Name": "fromLog2Units",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6369,
+                            "End Line": 6372
+                        },
+                        {
+                            "Function Name": "toStdMem",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6471,
+                            "End Line": 6474
+                        },
+                        {
+                            "Function Name": "toLlvm",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 442,
-                            "End Line": 444
+                            "Start Line": 6484,
+                            "End Line": 6486
                         },
                         {
-                            "Function Name": "ptrAbiAlignment",
+                            "Function Name": "fromLlvm",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1613,
-                            "End Line": 1615
+                            "Start Line": 6488,
+                            "End Line": 6490
                         },
                         {
-                            "Function Name": "isGenericPoison",
+                            "Function Name": "get",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3423,
-                            "End Line": 3425
+                            "Start Line": 6569,
+                            "End Line": 6571
+                        },
+                        {
+                            "Function Name": "init",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6573,
+                            "End Line": 6575
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6591,
+                            "End Line": 6593
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6609,
+                            "End Line": 6611
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6630,
+                            "End Line": 6632
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6648,
+                            "End Line": 6650
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6666,
+                            "End Line": 6668
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6684,
+                            "End Line": 6686
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6704,
+                            "End Line": 6706
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6720,
+                            "End Line": 6722
+                        },
+                        {
+                            "Function Name": "get",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6757,
+                            "End Line": 6760
+                        },
+                        {
+                            "Function Name": "addOne",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1187,
+                            "End Line": 1187
+                        },
+                        {
+                            "Function Name": "addOneAssumeCapacity",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1192,
+                            "End Line": 1192
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 832,
-                        "Sequential Logic Declarations": 699,
-                        "Function Parameters": 194,
-                        "Function/Method Declarations": 189,
-                        "Class/Entity Declarations": 12,
-                        "Defensive Programming Constructs": 429,
-                        "Type/Safety Bypasses": 157,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 1259,
+                        "Sequential Logic Declarations": 1017,
+                        "Function Parameters": 438,
+                        "Function/Method Declarations": 437,
+                        "Class/Entity Declarations": 208,
+                        "Defensive Programming Constructs": 676,
+                        "Type/Safety Bypasses": 547,
+                        "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 292,
-                        "State Mutations / Variable Reassignments": 83,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 187,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Exposed API / Public Exports": 502,
+                        "State Mutations / Variable Reassignments": 439,
+                        "Commented-out Code (Dead Logic)": 28,
+                        "Structured Documentation Blocks": 965,
+                        "Unit Test Assertions": 3,
+                        "Asynchronous/Concurrent Execution": 269,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 87,
+                        "Global State Dependencies": 95,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 22,
+                        "Generic Type Abstractions": 52,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 60,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 7,
+                        "Scientific & Mathematical Operations": 131,
+                        "Metaprogramming & Reflection": 96,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 10,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 70,
+                        "Acknowledged Tech Debt (FIXMEs)": 5,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 137,
-                        "Manual Memory Allocation": 1,
+                        "Pointer Arithmetic & Addressing": 516,
+                        "Manual Memory Allocation": 5,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 19,
-                        "Fatal Aborts & Exceptions": 660,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 332,
+                        "Fatal Aborts & Exceptions": 763,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 464,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 515,
-                        "Resource Deallocation & Cleanup": 15,
-                        "Private / Encapsulated Scopes": 333,
+                        "Bitwise Operations": 1284,
+                        "Thread Synchronization Locks": 95,
+                        "Immutable Data Declarations": 1455,
+                        "Resource Deallocation & Cleanup": 48,
+                        "Private / Encapsulated Scopes": 1306,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
+                        "Bypassed / Skipped Tests": 2,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3167,
+                        "Structural Space Indentations": 10289,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -243680,14 +245063,14 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 575,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 428,
-                        "Design Pascal Case": 141,
+                        "Core Var Decl": 1565,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 1222,
+                        "Design Pascal Case": 309,
                         "Design Upper Case": 2,
-                        "Design Short Vars": 75,
-                        "Design Long Vars": 1,
-                        "Duplicate Logic": 0,
+                        "Design Short Vars": 50,
+                        "Design Long Vars": 8,
+                        "Duplicate Logic": 8,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -243696,7 +245079,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 26,
+                        "Dynamic Code Execution (Eval/Exec)": 186,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -243712,25 +245095,21 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
                         "Total Upstream (Absolute Fragility)": 5,
                         "Total Downstream (Absolute Dependency Blast Radius)": 7
                     },
                     "9. Extracted Dependencies": [
-                        "InternPool.zig",
-                        "Sema.zig",
-                        "Value.zig",
                         "Zcu.zig",
                         "builtin",
-                        "std",
-                        "target.zig"
+                        "std"
                     ]
                 },
-                "zig/zig/Zcu.zig": {
+                "zig/zig/Type.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "Zcu.zig",
-                        "Path": "zig/zig/Zcu.zig",
+                        "Filename": "Type.zig",
+                        "Path": "zig/zig/Type.zig",
                         "Language": "Zig",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -243740,9 +245119,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 10948.49,
-                        "Y": -145.97,
-                        "Z": 2185.61
+                        "X": 11826.81,
+                        "Y": 22.08,
+                        "Z": 2723.86
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -243751,609 +245130,2665 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4802,
-                        "Coding LOC": 3619,
-                        "Documentation LOC": 755,
-                        "Structural Magnitude": 2236.58,
-                        "Control Flow Ratio": "64.5%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 4357,
+                        "Coding LOC": 3675,
+                        "Documentation LOC": 275,
+                        "Structural Magnitude": 2583.8,
+                        "Control Flow Ratio": "54.3%",
+                        "Popularity Rank": 6,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.554
+                        "Raw Cognitive Density": 0.38
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.67%",
-                        "Error & Exception Exposure": "61.09%",
-                        "Tech Debt Exposure": "13.14%",
-                        "Testing Exposure": "2.49%",
-                        "API Exposure": "3.06%",
+                        "Cognitive Load Exposure": "9.28%",
+                        "Error & Exception Exposure": "36.56%",
+                        "Tech Debt Exposure": "8.65%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "5.0%",
+                        "Commented Logic Exposure": "4.84%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.23%",
+                        "Documentation Exposure": "61.94%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "span",
-                            "Structural Impact": 472.6,
-                            "Lines of Code (LOC)": 999,
-                            "Control Flow Branches": 243,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.4%",
-                            "Start Line": 1276,
-                            "End Line": 2274
+                            "Function Name": "print",
+                            "Structural Impact": 268.5,
+                            "Lines of Code (LOC)": 271,
+                            "Control Flow Branches": 113,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "85.6%",
+                            "Start Line": 160,
+                            "End Line": 430
                         },
                         {
-                            "Function Name": "resolveReferencesInner",
-                            "Structural Impact": 112.6,
-                            "Lines of Code (LOC)": 215,
-                            "Control Flow Branches": 71,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.6%",
-                            "Start Line": 4024,
-                            "End Line": 4238
+                            "Function Name": "abiSizeInner",
+                            "Structural Impact": 147.7,
+                            "Lines of Code (LOC)": 271,
+                            "Control Flow Branches": 59,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "49.6%",
+                            "Start Line": 1293,
+                            "End Line": 1563
                         },
                         {
-                            "Function Name": "mapOldZirToNew",
-                            "Structural Impact": 109.3,
-                            "Lines of Code (LOC)": 174,
-                            "Control Flow Branches": 44,
+                            "Function Name": "abiAlignmentInner",
+                            "Structural Impact": 115.8,
+                            "Lines of Code (LOC)": 215,
+                            "Control Flow Branches": 46,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3299,
-                            "End Line": 3472
+                            "Control Flow Ratio": "41.8%",
+                            "Start Line": 964,
+                            "End Line": 1178
                         },
                         {
-                            "Function Name": "explainWhyFileIsInModule",
-                            "Structural Impact": 72.4,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "80.6%",
-                            "Start Line": 4676,
-                            "End Line": 4747
+                            "Function Name": "hasRuntimeBitsInner",
+                            "Structural Impact": 112.8,
+                            "Lines of Code (LOC)": 198,
+                            "Control Flow Branches": 41,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "65.1%",
+                            "Start Line": 481,
+                            "End Line": 678
                         },
                         {
-                            "Function Name": "markDependeeOutdated",
-                            "Structural Impact": 38.6,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 3061,
-                            "End Line": 3112
+                            "Function Name": "onePossibleValue",
+                            "Structural Impact": 109.3,
+                            "Lines of Code (LOC)": 211,
+                            "Control Flow Branches": 56,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.9%",
+                            "Start Line": 2492,
+                            "End Line": 2702
                         },
                         {
-                            "Function Name": "deleteUnitReferences",
-                            "Structural Impact": 30.2,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3582,
-                            "End Line": 3630
+                            "Function Name": "comptimeOnlyInner",
+                            "Structural Impact": 79.0,
+                            "Lines of Code (LOC)": 194,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "49.2%",
+                            "Start Line": 2716,
+                            "End Line": 2909
                         },
                         {
-                            "Function Name": "markPoDependeeUpToDate",
-                            "Structural Impact": 29.9,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "93.8%",
-                            "Start Line": 3114,
-                            "End Line": 3157
+                            "Function Name": "bitSizeInner",
+                            "Structural Impact": 77.4,
+                            "Lines of Code (LOC)": 161,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 1625,
+                            "End Line": 1785
                         },
                         {
-                            "Function Name": "saveZirCache",
-                            "Structural Impact": 28.8,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 11,
+                            "Function Name": "abiSizeInnerOptional",
+                            "Structural Impact": 35.9,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 2951,
-                            "End Line": 2989
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 1565,
+                            "End Line": 1611
                         },
                         {
-                            "Function Name": "atomicPtrAlignment",
-                            "Structural Impact": 28.6,
-                            "Lines of Code (LOC)": 51,
+                            "Function Name": "abiAlignmentInnerErrorUnion",
+                            "Structural Impact": 33.9,
+                            "Lines of Code (LOC)": 41,
                             "Control Flow Branches": 12,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "63.2%",
-                            "Start Line": 3862,
-                            "End Line": 3912
+                            "Start Line": 1180,
+                            "End Line": 1220
                         },
                         {
-                            "Function Name": "loadZirCacheBody",
-                            "Structural Impact": 28.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 12,
+                            "Function Name": "abiAlignmentInnerOptional",
+                            "Structural Impact": 33.4,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "56.5%",
+                            "Start Line": 1222,
+                            "End Line": 1262
+                        },
+                        {
+                            "Function Name": "elemPtrType",
+                            "Structural Impact": 33.2,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 2904,
-                            "End Line": 2949
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 3977,
+                            "End Line": 4040
                         },
                         {
-                            "Function Name": "deinit",
+                            "Function Name": "structFieldOffset",
                             "Structural Impact": 24.4,
-                            "Lines of Code (LOC)": 93,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 2778,
-                            "End Line": 2870
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3355,
+                            "End Line": 3402
                         },
                         {
-                            "Function Name": "end",
-                            "Structural Impact": 22.2,
-                            "Lines of Code (LOC)": 28,
+                            "Function Name": "resolveLayout",
+                            "Structural Impact": 22.9,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 11,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 4754,
-                            "End Line": 4781
+                            "Control Flow Ratio": "57.9%",
+                            "Start Line": 3582,
+                            "End Line": 3623
                         },
                         {
-                            "Function Name": "getSource",
+                            "Function Name": "maxIntScalar",
                             "Structural Impact": 21.5,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 1059,
-                            "End Line": 1106
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "56.2%",
+                            "Start Line": 3019,
+                            "End Line": 3048
                         },
                         {
-                            "Function Name": "renderFullyQualifiedDebugName",
-                            "Structural Impact": 21.1,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "resolveStructInner",
+                            "Structural Impact": 20.9,
+                            "Lines of Code (LOC)": 57,
                             "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 874,
-                            "End Line": 892
-                        },
-                        {
-                            "Function Name": "deleteUnitExports",
-                            "Structural Impact": 21.0,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3541,
-                            "End Line": 3578
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "47.1%",
+                            "Start Line": 3786,
+                            "End Line": 3842
                         },
                         {
-                            "Function Name": "loadZoirCacheBody",
-                            "Structural Impact": 19.9,
-                            "Lines of Code (LOC)": 39,
+                            "Function Name": "resolveUnionInner",
+                            "Structural Impact": 20.9,
+                            "Lines of Code (LOC)": 57,
                             "Control Flow Branches": 8,
                             "Input Parameters": 3,
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                             "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4609,
-                            "End Line": 4620
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                         {
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-                            "Lines of Code (LOC)": 18,
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                             "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 3935,
-                            "End Line": 3952
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                         {
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                             "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 351,
-                            "End Line": 358
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3719,
-                            "End Line": 3729
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                         {
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-                            "Lines of Code (LOC)": 10,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 691,
-                            "End Line": 700
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                         },
                         {
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-                            "Lines of Code (LOC)": 9,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1141,
-                            "End Line": 1149
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                         {
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-                            "Lines of Code (LOC)": 5,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 669,
-                            "End Line": 673
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 894,
-                            "End Line": 904
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+                            "Start Line": 3522,
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                         {
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-                            "Lines of Code (LOC)": 5,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 3925,
-                            "End Line": 3929
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-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 4580,
-                            "End Line": 4588
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                         {
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-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1153,
-                            "End Line": 1167
+                            "Start Line": 2104,
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                         {
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1237,
-                            "End Line": 1242
+                            "Start Line": 3051,
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                         {
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-                            "Lines of Code (LOC)": 6,
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                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4018,
-                            "End Line": 4023
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-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
+                            "Function Name": "containerTypeName",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4042,
+                            "End Line": 4050
+                        },
+                        {
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 79,
+                            "End Line": 84
+                        },
+                        {
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+                            "Start Line": 800,
+                            "End Line": 805
+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 808,
+                            "End Line": 813
+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 845,
+                            "End Line": 851
+                        },
+                        {
+                            "Function Name": "abiSizeLazy",
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1276,
+                            "End Line": 1281
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+                        {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1804,
+                            "End Line": 1809
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+                        {
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+                            "Control Flow Ratio": "66.7%",
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+                            "End Line": 1822
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+                        {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1824,
+                            "End Line": 1829
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+                        {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1846,
+                            "End Line": 1851
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+                        {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1857,
+                            "End Line": 1862
+                        },
+                        {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1864,
+                            "End Line": 1870
+                        },
+                        {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1872,
+                            "End Line": 1877
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+                        {
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1991,
+                            "End Line": 1996
+                        },
+                        {
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1999,
+                            "End Line": 2004
+                        },
+                        {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2155,
+                            "End Line": 2160
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2224,
+                            "End Line": 2230
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+                        {
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2279,
+                            "End Line": 2285
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2453,
+                            "End Line": 2458
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+                        {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2922,
+                            "End Line": 2927
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3427,
+                            "End Line": 3433
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+                            "Start Line": 4055,
+                            "End Line": 4060
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
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+                            "End Line": 3217
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
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+                            "End Line": 3235
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
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+                            "End Line": 2374
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2377,
+                            "End Line": 2389
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+                        {
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+                            "Start Line": 2392,
+                            "End Line": 2405
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+                            "Control Flow Branches": 2,
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+                            "Start Line": 4343,
+                            "End Line": 4348
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+                            "End Line": 899
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 931,
+                            "End Line": 934
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3153,
+                            "End Line": 3155
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+                            "Start Line": 3157,
+                            "End Line": 3159
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+                            "Start Line": 1980,
+                            "End Line": 1989
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1898,
+                            "End Line": 1903
+                        },
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+                            "Start Line": 2916,
+                            "End Line": 2920
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+                            "Start Line": 448,
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+                            "Start Line": 459,
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+                            "End Line": 778
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+                        {
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+                            "End Line": 782
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+                            "Start Line": 820,
+                            "End Line": 822
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+                            "Start Line": 824,
+                            "End Line": 826
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+                        {
+                            "Function Name": "abiAlignment",
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+                            "Start Line": 950,
+                            "End Line": 952
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+                        {
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+                            "Start Line": 954,
+                            "End Line": 956
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+                        {
+                            "Function Name": "abiSize",
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+                            "Start Line": 1271,
+                            "End Line": 1273
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+                        {
+                            "Function Name": "abiSizeSema",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1283,
+                            "End Line": 1285
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+                        {
+                            "Function Name": "bitSize",
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1617,
+                            "End Line": 1619
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+                        "Design Upper Case": 2,
+                        "Design Short Vars": 75,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 26,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Total Upstream (Absolute Fragility)": 5,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 7
+                    },
+                    "9. Extracted Dependencies": [
+                        "InternPool.zig",
+                        "Sema.zig",
+                        "Value.zig",
+                        "Zcu.zig",
+                        "builtin",
+                        "std",
+                        "target.zig"
+                    ]
+                },
+                "zig/zig/Zcu.zig": {
+                    "1. Artifact Identity": {
+                        "Filename": "Zcu.zig",
+                        "Path": "zig/zig/Zcu.zig",
+                        "Language": "Zig",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10948.49,
+                        "Y": -145.97,
+                        "Z": 2185.61
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 4802,
+                        "Coding LOC": 3619,
+                        "Documentation LOC": 755,
+                        "Structural Magnitude": 2236.58,
+                        "Control Flow Ratio": "64.5%",
+                        "Popularity Rank": 4,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.554
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "15.67%",
+                        "Error & Exception Exposure": "61.09%",
+                        "Tech Debt Exposure": "13.14%",
+                        "Testing Exposure": "2.49%",
+                        "API Exposure": "3.06%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "12.23%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
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+                            "Function Name": "span",
+                            "Structural Impact": 472.6,
+                            "Lines of Code (LOC)": 999,
+                            "Control Flow Branches": 243,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.4%",
+                            "Start Line": 1276,
+                            "End Line": 2274
+                        },
+                        {
+                            "Function Name": "resolveReferencesInner",
+                            "Structural Impact": 112.6,
+                            "Lines of Code (LOC)": 215,
+                            "Control Flow Branches": 71,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "86.6%",
+                            "Start Line": 4024,
+                            "End Line": 4238
+                        },
+                        {
+                            "Function Name": "mapOldZirToNew",
+                            "Structural Impact": 109.3,
+                            "Lines of Code (LOC)": 174,
+                            "Control Flow Branches": 44,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3299,
+                            "End Line": 3472
+                        },
+                        {
+                            "Function Name": "explainWhyFileIsInModule",
+                            "Structural Impact": 72.4,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "80.6%",
+                            "Start Line": 4676,
+                            "End Line": 4747
+                        },
+                        {
+                            "Function Name": "markDependeeOutdated",
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+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 3061,
+                            "End Line": 3112
+                        },
+                        {
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+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3582,
+                            "End Line": 3630
+                        },
+                        {
+                            "Function Name": "markPoDependeeUpToDate",
+                            "Structural Impact": 29.9,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.8%",
+                            "Start Line": 3114,
+                            "End Line": 3157
+                        },
+                        {
+                            "Function Name": "saveZirCache",
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+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 2951,
+                            "End Line": 2989
+                        },
+                        {
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+                            "Structural Impact": 28.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 3862,
+                            "End Line": 3912
+                        },
+                        {
+                            "Function Name": "loadZirCacheBody",
+                            "Structural Impact": 28.3,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 2904,
+                            "End Line": 2949
+                        },
+                        {
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+                            "Lines of Code (LOC)": 93,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 2778,
+                            "End Line": 2870
+                        },
+                        {
+                            "Function Name": "end",
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+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 4754,
+                            "End Line": 4781
+                        },
+                        {
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+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 1059,
+                            "End Line": 1106
+                        },
+                        {
+                            "Function Name": "renderFullyQualifiedDebugName",
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+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 874,
+                            "End Line": 892
+                        },
+                        {
+                            "Function Name": "deleteUnitExports",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3541,
+                            "End Line": 3578
+                        },
+                        {
+                            "Function Name": "loadZoirCacheBody",
+                            "Structural Impact": 19.9,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 3021,
+                            "End Line": 3059
+                        },
+                        {
+                            "Function Name": "findOutdatedToAnalyze",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "52.6%",
+                            "Start Line": 3197,
+                            "End Line": 3277
+                        },
+                        {
+                            "Function Name": "addFileInMultipleModulesError",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 4633,
+                            "End Line": 4674
+                        },
+                        {
+                            "Function Name": "markTransitiveDependersPotentiallyOutdated",
+                            "Structural Impact": 19.1,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 3161,
+                            "End Line": 3195
+                        },
+                        {
+                            "Function Name": "addUnitReference",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3657,
+                            "End Line": 3687
+                        },
+                        {
+                            "Function Name": "lessThan",
+                            "Structural Impact": 17.1,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "46.2%",
+                            "Start Line": 2728,
+                            "End Line": 2755
+                        },
+                        {
+                            "Function Name": "addTypeReference",
+                            "Structural Impact": 16.9,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3689,
+                            "End Line": 3712
+                        },
+                        {
+                            "Function Name": "loadZirCache",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 2892,
+                            "End Line": 2902
+                        },
+                        {
+                            "Function Name": "formatDependee",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 4342,
+                            "End Line": 4390
+                        },
+                        {
+                            "Function Name": "flushRetryableFailures",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3281,
+                            "End Line": 3297
+                        },
+                        {
+                            "Function Name": "addGlobalAssembly",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3781,
+                            "End Line": 3791
+                        },
+                        {
+                            "Function Name": "ensureFuncBodyAnalysisQueued",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 3481,
+                            "End Line": 3502
+                        },
+                        {
+                            "Function Name": "maybeUnresolveIes",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4394,
+                            "End Line": 4416
+                        },
+                        {
+                            "Function Name": "ensureNavValAnalysisQueued",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 3504,
+                            "End Line": 3521
+                        },
+                        {
+                            "Function Name": "handleUpdateExports",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3762,
+                            "End Line": 3779
+                        },
+                        {
+                            "Function Name": "trackUnitSema",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4783,
+                            "End Line": 4801
+                        },
+                        {
+                            "Function Name": "renderFullyQualifiedName",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1124,
+                            "End Line": 1132
+                        },
+                        {
+                            "Function Name": "renderFullyQualifiedDebugName",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1134,
+                            "End Line": 1139
+                        },
+                        {
+                            "Function Name": "formatAnalUnit",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 4316,
+                            "End Line": 4338
+                        },
+                        {
+                            "Function Name": "stage",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 576,
+                            "End Line": 588
+                        },
+                        {
+                            "Function Name": "errorBundleTokenSrc",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1169,
+                            "End Line": 1188
+                        },
+                        {
+                            "Function Name": "deleteUnitCompileLogs",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3634,
+                            "End Line": 3646
+                        },
+                        {
+                            "Function Name": "modeFromPath",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1013,
+                            "End Line": 1021
+                        },
+                        {
+                            "Function Name": "saveZoirCache",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2991,
+                            "End Line": 3019
+                        },
+                        {
+                            "Function Name": "getTree",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1111,
+                            "End Line": 1117
+                        },
+                        {
+                            "Function Name": "create",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1217,
+                            "End Line": 1228
+                        },
+                        {
+                            "Function Name": "addInlineReferenceFrame",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3648,
+                            "End Line": 3655
+                        },
+                        {
+                            "Function Name": "typeToStruct",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 3916,
+                            "End Line": 3923
+                        },
+                        {
+                            "Function Name": "typeToUnion",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 3954,
+                            "End Line": 3961
+                        },
+                        {
+                            "Function Name": "codegenFailType",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4609,
+                            "End Line": 4620
+                        },
+                        {
+                            "Function Name": "structPackedFieldBitOffset",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3935,
+                            "End Line": 3952
+                        },
+                        {
+                            "Function Name": "getUnitInfo",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 351,
+                            "End Line": 358
+                        },
+                        {
+                            "Function Name": "errorSetBits",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3719,
+                            "End Line": 3729
+                        },
+                        {
+                            "Function Name": "getAlign",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 691,
+                            "End Line": 700
+                        },
+                        {
+                            "Function Name": "internFullyQualifiedName",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 1141,
+                            "End Line": 1149
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 669,
+                            "End Line": 673
+                        },
+                        {
+                            "Function Name": "internFullyQualifiedName",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 894,
+                            "End Line": 904
+                        },
+                        {
+                            "Function Name": "typeToPackedStruct",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3925,
+                            "End Line": 3929
+                        },
+                        {
+                            "Function Name": "codegenFail",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4580,
+                            "End Line": 4588
+                        },
+                        {
+                            "Function Name": "errorBundleWholeFileSrc",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1153,
+                            "End Line": 1167
+                        },
+                        {
+                            "Function Name": "init",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1237,
+                            "End Line": 1242
+                        },
+                        {
+                            "Function Name": "resolveReferences",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4018,
+                            "End Line": 4023
+                        },
+                        {
+                            "Function Name": "codegenFailMsg",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "25.0%",
                             "Start Line": 4591,
                             "End Line": 4600
@@ -246044,45 +249479,45 @@
                 }
             }
         },
-        "perl/exiftool": {
-            "Directory Group Magnitude": 19252.98,
-            "File Count": 6,
+        "csharp/roslyn": {
+            "Directory Group Magnitude": 15238.9,
+            "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "83.3%",
-                "Static: Literature & Documentation": "16.7%"
+                "Unclassified": "85.7%",
+                "Static: Literature & Documentation": "14.3%"
             },
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-                "Specification Exposure": "50.0%",
-                "Instability Exposure": "41.67%",
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                     "1. Artifact Identity": {
-                        "Filename": "README",
-                        "Path": "perl/exiftool/README",
-                        "Language": "Markdown",
+                        "Filename": "License.txt",
+                        "Path": "csharp/roslyn/License.txt",
+                        "Language": "Plaintext",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "csharp",
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                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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@@ -246224,22 +249659,23 @@
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                     "9. Extracted Dependencies": []
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-                "perl/exiftool/META.json": {
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-                        "Filename": "META.json",
-                        "Path": "perl/exiftool/META.json",
-                        "Language": "Json",
-                        "Architect": "Unknown Architect",
+                        "Filename": "CSharpCompilation.cs",
+                        "Path": "csharp/roslyn/CSharpCompilation.cs",
+                        "Language": "Csharp",
+                        "Architect": "compiling all of the code",
                         "Indentation Style": "Spaces",
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-                        "Error & Exception Exposure": "0.0%",
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-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
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-                        "Local Inference & Tensor Math": 0,
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-                        "Deep Learning & Neural Networks": 0,
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-                        "Sec Tainted Injection": 0,
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-                        "Path": "perl/exiftool/ExifTool.pm",
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-                        "Volatility Exposure": "0.0%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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-                            "Control Flow Ratio": "80.5%",
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6057,
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+                            "Start Line": 5042,
+                            "End Line": 5043
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6058,
-                            "End Line": 6058
+                            "Start Line": 5068,
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                         {
-                            "Function Name": "Get16u",
-                            "Structural Impact": 1.1,
+                            "Function Name": "ShouldCheckTypeForMembers",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5069,
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+                        {
+                            "Function Name": "Matches",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5253,
+                            "End Line": 5254
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+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5281,
+                            "End Line": 5282
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+                        {
+                            "Function Name": "RemoveAllSyntaxTrees",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6059,
-                            "End Line": 6059
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+                            "End Line": 1060
                         },
                         {
-                            "Function Name": "Get32s",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "CommonGetBoundReferenceManager",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6060,
-                            "End Line": 6060
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                         {
-                            "Function Name": "Get32u",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6061,
-                            "End Line": 6061
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                         {
-                            "Function Name": "GetFloat",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6062,
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                         {
-                            "Function Name": "GetDouble",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6063,
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                         },
                         {
-                            "Function Name": "Get16uRev",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6064,
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                         {
-                            "Function Name": "Get32uRev",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "Set8s",
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-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6123,
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                         {
-                            "Function Name": "Set8u",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "Set16u",
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                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "Set32u",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "Function Name": "Set16uRev",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "GetByteOrder",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "Function Name": "FormatSize",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 1865,
-                        "Function Parameters": 373,
-                        "Function/Method Declarations": 237,
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-                        "Pointer Arithmetic & Addressing": 1863,
-                        "Manual Memory Allocation": 0,
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-                        "Ad-hoc Print / Debug Statements": 93,
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-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 235,
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-                        "Bypassed / Skipped Tests": 15,
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-                        "Structural Space Indentations": 7658,
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-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 5,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 419,
-                        "Time Date Logic": 57,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
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-                        "Design Snake Case": 101,
-                        "Design Pascal Case": 529,
-                        "Design Upper Case": 795,
-                        "Design Short Vars": 54,
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-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 32,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
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-                        "Hyperlinked Literature References": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 2,
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-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
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-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                        "Total Upstream (Absolute Fragility)": 40,
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-                        "Exporter",
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-                        "Image::ExifTool::Geotag",
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-                        "Image::ExifTool::MacOS",
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-                        "Time::Piece",
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-                        "biggie",
-                        "binary",
-                        "chance",
-                        "character",
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-                        "directory",
-                        "duplicates",
-                        "entries",
-                        "error",
-                        "extension",
-                        "file",
-                        "groups",
-                        "hash",
-                        "hex",
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-                        "index",
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-                        "more",
-                        "need",
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-                        "overload",
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-                        "specified",
-                        "strict",
-                        "such",
-                        "system",
-                        "tag",
-                        "tags",
-                        "the",
-                        "this",
-                        "value",
-                        "values",
-                        "vars",
-                        "verbose",
-                        "warning",
-                        "warnings",
-                        "when"
-                    ]
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-                    "1. Artifact Identity": {
-                        "Filename": "Makefile.PL",
-                        "Path": "perl/exiftool/Makefile.PL",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 7829.17,
-                        "Y": 28.3,
-                        "Z": -3504.12
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
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-                        "Documentation LOC": 6,
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-                        "Control Flow Ratio": "84.6%",
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-                        "Raw Churn Frequency": 0.0,
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-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.51
-                    },
-                    "4. Vulnerability & Risk Exposures": {
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-                        "Error & Exception Exposure": "66.29%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
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-                        "State Flux Exposure": "30.34%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Commented-out Code (Dead Logic)": 0,
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-                        "Collection Iterators / Comprehensions": 0,
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-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
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                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
+                        "Preprocessor Macros": 33,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 44,
+                        "Fatal Aborts & Exceptions": 53,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
-                        "Event Listeners & Subscribers": 0,
+                        "Bitwise Operations": 16,
+                        "Thread Synchronization Locks": 14,
+                        "Immutable Data Declarations": 106,
+                        "Resource Deallocation & Cleanup": 24,
+                        "Private / Encapsulated Scopes": 274,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 45,
+                        "Structural Space Indentations": 3818,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -248359,7 +252070,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -248368,15 +252079,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 8,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 3,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Core Var Decl": 402,
+                        "Design Camel Case": 209,
+                        "Design Snake Case": 155,
+                        "Design Pascal Case": 15,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 19,
+                        "Design Long Vars": 27,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 72,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -248384,7 +252095,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 80,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -248400,32 +252111,59 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 28,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "ExtUtils::MakeMaker",
-                        "File::Spec"
+                        "Microsoft.Cci",
+                        "Microsoft.CodeAnalysis",
+                        "Microsoft.CodeAnalysis.CSharp.Binder",
+                        "Microsoft.CodeAnalysis.CSharp.Emit",
+                        "Microsoft.CodeAnalysis.CSharp.Symbols",
+                        "Microsoft.CodeAnalysis.CSharp.Syntax",
+                        "Microsoft.CodeAnalysis.CodeGen",
+                        "Microsoft.CodeAnalysis.Collections",
+                        "Microsoft.CodeAnalysis.Debugging",
+                        "Microsoft.CodeAnalysis.Diagnostics",
+                        "Microsoft.CodeAnalysis.Emit",
+                        "Microsoft.CodeAnalysis.Operations",
+                        "Microsoft.CodeAnalysis.PooledObjects",
+                        "Microsoft.CodeAnalysis.Symbols",
+                        "Microsoft.CodeAnalysis.Text",
+                        "Roslyn.Utilities",
+                        "System",
+                        "System.Buffers.Binary",
+                        "System.Collections.Concurrent",
+                        "System.Collections.Generic",
+                        "System.Collections.Immutable",
+                        "System.Diagnostics",
+                        "System.Diagnostics.CodeAnalysis",
+                        "System.IO",
+                        "System.Linq",
+                        "System.Reflection",
+                        "System.Reflection.Metadata",
+                        "System.Threading"
                     ]
                 },
-                "perl/exiftool/RandomAccess.pm": {
+                "csharp/roslyn/CSharpSyntaxTree.cs": {
                     "1. Artifact Identity": {
-                        "Filename": "RandomAccess.pm",
-                        "Path": "perl/exiftool/RandomAccess.pm",
-                        "Language": "Perl",
+                        "Filename": "CSharpSyntaxTree.cs",
+                        "Path": "csharp/roslyn/CSharpSyntaxTree.cs",
+                        "Language": "Csharp",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "SyntaxTree",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "csharp",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .cs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7615.54,
-                        "Y": -83.58,
-                        "Z": -4500.79
+                        "X": -4148.23,
+                        "Y": -17.85,
+                        "Z": 10168.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -248434,26 +252172,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 448,
-                        "Coding LOC": 320,
-                        "Documentation LOC": 106,
-                        "Structural Magnitude": 435.0,
-                        "Control Flow Ratio": "52.4%",
+                        "Total LOC": 942,
+                        "Coding LOC": 588,
+                        "Documentation LOC": 227,
+                        "Structural Magnitude": 442.16,
+                        "Control Flow Ratio": "46.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.084
+                        "Raw Cognitive Density": 0.597
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "79.21%",
-                        "Error & Exception Exposure": "98.84%",
-                        "Tech Debt Exposure": "92.68%",
+                        "Cognitive Load Exposure": "17.58%",
+                        "Error & Exception Exposure": "58.12%",
+                        "Tech Debt Exposure": "64.65%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.25%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.74%",
+                        "API Exposure": "6.49%",
+                        "Concurrency Exposure": "75.62%",
+                        "State Flux Exposure": "96.25%",
+                        "Commented Logic Exposure": "6.22%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -248462,174 +252200,614 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Read",
-                            "Structural Impact": 40.6,
-                            "Lines of Code (LOC)": 77,
+                            "Function Name": "BuildPreprocessorStateChangeMap",
+                            "Structural Impact": 29.6,
+                            "Lines of Code (LOC)": 72,
                             "Control Flow Branches": 25,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 229,
+                            "End Line": 300
+                        },
+                        {
+                            "Function Name": "Create",
+                            "Structural Impact": 17.3,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 327,
+                            "End Line": 354
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 15.0,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 487,
+                            "End Line": 521
+                        },
+                        {
+                            "Function Name": "IsGeneratedCode",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 723,
+                            "End Line": 745
+                        },
+                        {
+                            "Function Name": "IsPreprocessorSymbolDefined",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 198,
+                            "End Line": 227
+                        },
+                        {
+                            "Function Name": "IsPreprocessorSymbolDefined",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 185,
+                            "End Line": 196
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 448,
+                            "End Line": 460
+                        },
+                        {
+                            "Function Name": "WithChanges",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 554,
+                            "End Line": 590
+                        },
+                        {
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 785,
+                            "End Line": 798
+                        },
+                        {
+                            "Function Name": "Create",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 356,
+                            "End Line": 373
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 911,
+                            "End Line": 920
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 429,
+                            "End Line": 439
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 900,
+                            "End Line": 908
+                        },
+                        {
+                            "Function Name": "Create",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 923,
+                            "End Line": 931
+                        },
+                        {
+                            "Function Name": "WithChangedText",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "56.8%",
-                            "Start Line": 178,
-                            "End Line": 254
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 535,
+                            "End Line": 552
                         },
                         {
-                            "Function Name": "ReadLine",
-                            "Structural Impact": 31.6,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 19,
+                            "Function Name": "ParseText",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 469,
+                            "End Line": 478
+                        },
+                        {
+                            "Function Name": "IsAnyPreprocessorSymbolDefined",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "65.5%",
-                            "Start Line": 260,
-                            "End Line": 326
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 170,
+                            "End Line": 183
                         },
                         {
-                            "Function Name": "Close",
-                            "Structural Impact": 30.8,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 19,
+                            "Function Name": "TryGetRootCore",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "59.4%",
-                            "Start Line": 395,
-                            "End Line": 444
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 875,
+                            "End Line": 887
                         },
                         {
-                            "Function Name": "Seek",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 144,
-                            "End Line": 172
+                            "Function Name": "isGeneratedHeuristic",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 731,
+                            "End Line": 744
                         },
                         {
-                            "Function Name": "Purge",
-                            "Structural Impact": 17.0,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 10,
+                            "Function Name": "GetLineMappings",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 353,
-                            "End Line": 381
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 674,
+                            "End Line": 679
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 4,
+                            "Function Name": "GetRootAsync",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 100,
+                            "End Line": 103
+                        },
+                        {
+                            "Function Name": "ParseTextLazy",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "30.8%",
-                            "Start Line": 59,
-                            "End Line": 90
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 414,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "SeekTest",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 5,
+                            "Function Name": "CreateWithoutClone",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 394,
+                            "End Line": 408
+                        },
+                        {
+                            "Function Name": "GetPragmaDirectiveWarningState",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 703,
+                            "End Line": 712
+                        },
+                        {
+                            "Function Name": "GetLineSpan",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 647,
+                            "End Line": 648
+                        },
+                        {
+                            "Function Name": "GetMappedLineSpan",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 666,
+                            "End Line": 667
+                        },
+                        {
+                            "Function Name": "GetLineVisibility",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 670,
+                            "End Line": 671
+                        },
+                        {
+                            "Function Name": "GetChangedSpans",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 106,
-                            "End Line": 118
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 598,
+                            "End Line": 606
                         },
                         {
-                            "Function Name": "Slurp",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
+                            "Function Name": "GetChanges",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 331,
-                            "End Line": 346
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 613,
+                            "End Line": 621
                         },
                         {
-                            "Function Name": "Tell",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 124,
-                            "End Line": 134
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 775,
+                            "End Line": 783
                         },
                         {
-                            "Function Name": "BinMode",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 386,
-                            "End Line": 390
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 807,
+                            "End Line": 814
                         },
                         {
-                            "Function Name": "Debug",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 823,
+                            "End Line": 830
+                        },
+                        {
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 840,
+                            "End Line": 847
+                        },
+                        {
+                            "Function Name": "GetCompilationUnitRoot",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 112,
+                            "End Line": 115
+                        },
+                        {
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 856,
+                            "End Line": 859
+                        },
+                        {
+                            "Function Name": "GetRoot",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 86,
+                            "End Line": 86
+                        },
+                        {
+                            "Function Name": "GetDirectives",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 158,
+                            "End Line": 168
+                        },
+                        {
+                            "Function Name": "Create",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 313,
+                            "End Line": 318
+                        },
+                        {
+                            "Function Name": "GetDirectiveMap",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 627,
+                            "End Line": 636
+                        },
+                        {
+                            "Function Name": "CreateForDebugger",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 379,
+                            "End Line": 384
+                        },
+                        {
+                            "Function Name": "CSharpSyntaxTree",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 43,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "IsEquivalentTo",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 125,
+                            "End Line": 128
+                        },
+                        {
+                            "Function Name": "GetMappedLineSpanAndVisibility",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 688,
+                            "End Line": 689
+                        },
+                        {
+                            "Function Name": "GetLinePosition",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 753,
+                            "End Line": 754
+                        },
+                        {
+                            "Function Name": "CSharpSyntaxTree",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 95,
-                            "End Line": 99
+                            "Start Line": 48,
+                            "End Line": 51
+                        },
+                        {
+                            "Function Name": "CloneNodeAsRoot",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 78,
+                            "End Line": 81
+                        },
+                        {
+                            "Function Name": "GetLocation",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 759,
+                            "End Line": 762
+                        },
+                        {
+                            "Function Name": "GetRootCore",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 865,
+                            "End Line": 868
+                        },
+                        {
+                            "Function Name": "GetRootAsyncCore",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 870,
+                            "End Line": 873
+                        },
+                        {
+                            "Function Name": "TryGetRoot",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 91,
+                            "End Line": 91
+                        },
+                        {
+                            "Function Name": "GetNullableContextState",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 718,
+                            "End Line": 719
+                        },
+                        {
+                            "Function Name": "IsNullableAnalysisEnabled",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 721,
+                            "End Line": 721
+                        },
+                        {
+                            "Function Name": "Dump",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 936,
+                            "End Line": 939
+                        },
+                        {
+                            "Function Name": "HasHiddenRegions",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 695,
+                            "End Line": 696
+                        },
+                        {
+                            "Function Name": "GetNullableContextStateMap",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 714,
+                            "End Line": 716
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 97,
-                        "Sequential Logic Declarations": 88,
-                        "Function Parameters": 23,
-                        "Function/Method Declarations": 12,
+                        "Control Flow Branches": 92,
+                        "Sequential Logic Declarations": 107,
+                        "Function Parameters": 60,
+                        "Function/Method Declarations": 55,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 20,
+                        "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 248,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 48,
+                        "State Mutations / Variable Reassignments": 89,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 194,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 27,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 29,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 0,
+                        "Closures and Anonymous Functions": 17,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 12,
+                        "Generic Type Abstractions": 20,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 14,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 121,
+                        "Preprocessor Macros": 28,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 8,
+                        "Fatal Aborts & Exceptions": 11,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 51,
+                        "Bitwise Operations": 1,
+                        "Thread Synchronization Locks": 2,
+                        "Immutable Data Declarations": 12,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 36,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 275,
+                        "Structural Space Indentations": 554,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 1,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -248639,15 +252817,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 11,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 11,
+                        "Core Var Decl": 55,
+                        "Design Camel Case": 23,
+                        "Design Snake Case": 27,
+                        "Design Pascal Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
+                        "Orphaned Logic": 18,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -248655,7 +252833,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 8,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -248671,35 +252849,45 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
+                        "Direct Upstream (Fragility)": 15,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Exporter",
-                        "buffering",
-                        "only",
-                        "strict",
-                        "vars"
+                        "Microsoft.CodeAnalysis.CSharp.Syntax",
+                        "Microsoft.CodeAnalysis.CSharp.Syntax.InternalSyntax",
+                        "Microsoft.CodeAnalysis.Collections",
+                        "Microsoft.CodeAnalysis.PooledObjects",
+                        "Microsoft.CodeAnalysis.Text",
+                        "Roslyn.Utilities",
+                        "System",
+                        "System.Collections.Generic",
+                        "System.Collections.Immutable",
+                        "System.ComponentModel",
+                        "System.Diagnostics",
+                        "System.Diagnostics.CodeAnalysis",
+                        "System.Text",
+                        "System.Threading",
+                        "System.Threading.Tasks"
                     ]
                 },
-                "perl/exiftool/exiftool": {
+                "csharp/roslyn/DiagnosticAnalyzer.cs": {
                     "1. Artifact Identity": {
-                        "Filename": "exiftool",
-                        "Path": "perl/exiftool/exiftool",
-                        "Language": "Perl",
+                        "Filename": "DiagnosticAnalyzer.cs",
+                        "Path": "csharp/roslyn/DiagnosticAnalyzer.cs",
+                        "Language": "Csharp",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "csharp",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .cs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7256.21,
-                        "Y": 50.88,
-                        "Z": -3579.47
+                        "X": -3202.04,
+                        "Y": 197.66,
+                        "Z": 10147.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -248708,877 +252896,100 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8151,
-                        "Coding LOC": 6627,
-                        "Documentation LOC": 639,
-                        "Structural Magnitude": 7318.94,
-                        "Control Flow Ratio": "73.5%",
+                        "Total LOC": 39,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 13,
+                        "Structural Magnitude": 11.78,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.687
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.52%",
-                        "Error & Exception Exposure": "98.83%",
-                        "Tech Debt Exposure": "8.86%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.01%",
-                        "Concurrency Exposure": "12.18%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.97%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "88.08%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "9.9%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "35.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "GetImageInfo",
-                            "Structural Impact": 892.5,
-                            "Lines of Code (LOC)": 1015,
-                            "Control Flow Branches": 485,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "77.4%",
-                            "Start Line": 2108,
-                            "End Line": 3122
-                        },
-                        {
-                            "Function Name": "SetImageInfo",
-                            "Structural Impact": 445.3,
-                            "Lines of Code (LOC)": 546,
-                            "Control Flow Branches": 208,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "72.2%",
-                            "Start Line": 3129,
-                            "End Line": 3674
-                        },
-                        {
-                            "Function Name": "ScanDir",
-                            "Structural Impact": 130.4,
-                            "Lines of Code (LOC)": 129,
-                            "Control Flow Branches": 61,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "79.2%",
-                            "Start Line": 4293,
-                            "End Line": 4421
-                        },
-                        {
-                            "Function Name": "FilenameSPrintf",
-                            "Structural Impact": 84.8,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.5%",
-                            "Start Line": 4646,
-                            "End Line": 4702
-                        },
-                        {
-                            "Function Name": "NextUnusedFilename",
-                            "Structural Impact": 78.8,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 43,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.5%",
-                            "Start Line": 4723,
-                            "End Line": 4773
-                        },
-                        {
-                            "Function Name": "SuggestedExtension",
-                            "Structural Impact": 66.8,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "86.1%",
-                            "Start Line": 4560,
-                            "End Line": 4616
-                        },
-                        {
-                            "Function Name": "FormatXML",
-                            "Structural Impact": 48.1,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3751,
-                            "End Line": 3793
-                        },
-                        {
-                            "Function Name": "ProcessFiles",
-                            "Structural Impact": 47.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.8%",
-                            "Start Line": 4232,
-                            "End Line": 4288
-                        },
-                        {
-                            "Function Name": "FormatJSON",
-                            "Structural Impact": 42.3,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "70.8%",
-                            "Start Line": 3835,
-                            "End Line": 3875
-                        },
-                        {
-                            "Function Name": "ReadStayOpen",
-                            "Structural Impact": 39.9,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "65.8%",
-                            "Start Line": 4922,
-                            "End Line": 4984
-                        },
-                        {
-                            "Function Name": "DoHardLink",
-                            "Structural Impact": 35.7,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 3680,
-                            "End Line": 3708
-                        },
-                        {
-                            "Function Name": "OpenOutputFile",
-                            "Structural Impact": 34.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4801,
-                            "End Line": 4840
-                        },
-                        {
-                            "Function Name": "ConvertBinary",
-                            "Structural Impact": 31.6,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 3952,
-                            "End Line": 3990
-                        },
-                        {
-                            "Function Name": "EscapeJSON",
-                            "Structural Impact": 29.3,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "65.2%",
-                            "Start Line": 3799,
-                            "End Line": 3830
-                        },
-                        {
-                            "Function Name": "FindFileWindows",
-                            "Structural Impact": 28.3,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.2%",
-                            "Start Line": 4430,
-                            "End Line": 4476
-                        },
-                        {
-                            "Function Name": "IsEqual",
-                            "Structural Impact": 27.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "48.0%",
-                            "Start Line": 3996,
-                            "End Line": 4020
-                        },
-                        {
-                            "Function Name": "AddGroups",
-                            "Structural Impact": 23.3,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3929,
-                            "End Line": 3946
-                        },
-                        {
-                            "Function Name": "FilterArgfileLine",
-                            "Structural Impact": 22.4,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 4893,
-                            "End Line": 4915
-                        },
-                        {
-                            "Function Name": "PrintCSV",
-                            "Structural Impact": 16.8,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 3901,
-                            "End Line": 3924
-                        },
-                        {
-                            "Function Name": "PrintTagList",
-                            "Structural Impact": 16.8,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 5024,
-                            "End Line": 5048
-                        },
-                        {
-                            "Function Name": "Printable",
-                            "Structural Impact": 15.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 4026,
-                            "End Line": 4048
-                        },
-                        {
-                            "Function Name": "DoSetFromFile",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "35.3%",
-                            "Start Line": 4141,
-                            "End Line": 4165
-                        },
-                        {
-                            "Function Name": "AddPrintFormat",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 4539,
-                            "End Line": 4554
-                        },
-                        {
-                            "Function Name": "EFile",
-                            "Structural Impact": 14.8,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 4989,
-                            "End Line": 5007
-                        },
-                        {
-                            "Function Name": "PrintErrors",
-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 5054,
-                            "End Line": 5067
-                        },
-                        {
-                            "Function Name": "LoadPrintFormat",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 4623,
-                            "End Line": 4637
-                        },
-                        {
-                            "Function Name": "LengthUTF8",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "43.8%",
-                            "Start Line": 4054,
-                            "End Line": 4079
-                        },
-                        {
-                            "Function Name": "SetWindowTitle",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 4213,
-                            "End Line": 4227
-                        },
-                        {
-                            "Function Name": "SlurpFile",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4861,
-                            "End Line": 4886
-                        },
-                        {
-                            "Function Name": "CheckUTF8",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 4193,
-                            "End Line": 4208
-                        },
-                        {
-                            "Function Name": "Infile",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4109,
-                            "End Line": 4122
-                        },
-                        {
-                            "Function Name": "EncodeXML",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 3729,
-                            "End Line": 3745
-                        },
-                        {
-                            "Function Name": "AbsPath",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 4505,
-                            "End Line": 4520
-                        },
-                        {
-                            "Function Name": "AcceptFile",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 4847,
-                            "End Line": 4855
-                        },
-                        {
-                            "Function Name": "FormatCSV",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3881,
-                            "End Line": 3896
-                        },
-                        {
-                            "Function Name": "Exit",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 333,
-                            "End Line": 347
-                        },
-                        {
-                            "Function Name": "HasWildcards",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 4180,
-                            "End Line": 4187
-                        },
-                        {
-                            "Function Name": "Warning",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 4128,
-                            "End Line": 4135
-                        },
-                        {
-                            "Function Name": "MyConvertFileName",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 4526,
-                            "End Line": 4534
-                        },
-                        {
-                            "Function Name": "Progress",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 5012,
-                            "End Line": 5019
-                        },
-                        {
-                            "Function Name": "CreateDirectory",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 4779,
-                            "End Line": 4794
-                        },
-                        {
-                            "Function Name": "Cleanup",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 369,
-                            "End Line": 376
-                        },
-                        {
-                            "Function Name": "AddSetTagsFile",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4086,
-                            "End Line": 4103
-                        },
-                        {
-                            "Function Name": "Warn",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 349,
-                            "End Line": 356
-                        },
-                        {
-                            "Function Name": "CleanXML",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 3714,
-                            "End Line": 3723
-                        },
-                        {
-                            "Function Name": "Num2Alpha",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 4708,
-                            "End Line": 4717
-                        },
-                        {
-                            "Function Name": "CleanFilename",
-                            "Structural Impact": 3.2,
+                            "Function Name": "Equals",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4171,
-                            "End Line": 4174
-                        },
-                        {
-                            "Function Name": "FileNotFound",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 4481,
-                            "End Line": 4488
-                        },
-                        {
-                            "Function Name": "PreserveTime",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 4493,
-                            "End Line": 4498
-                        },
-                        {
-                            "Function Name": "WarnOnce",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 358,
-                            "End Line": 360
-                        },
-                        {
-                            "Function Name": "SigInt",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 363,
-                            "End Line": 367
-                        },
-                        {
-                            "Function Name": "Image::ExifTool::EndDir",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 329,
-                            "End Line": 329
+                            "Start Line": 26,
+                            "End Line": 29
                         },
                         {
-                            "Function Name": "Image::ExifTool::End",
-                            "Structural Impact": 1.1,
+                            "Function Name": "Initialize",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 330,
-                            "End Line": 330
+                            "Start Line": 24,
+                            "End Line": 24
                         },
                         {
-                            "Function Name": "Error",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "ToString",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 357
+                            "Start Line": 33,
+                            "End Line": 36
                         },
                         {
-                            "Function Name": "SigCont",
+                            "Function Name": "GetHashCode",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 368,
-                            "End Line": 368
+                            "Start Line": 31,
+                            "End Line": 31
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3057,
-                        "Sequential Logic Declarations": 1103,
-                        "Function Parameters": 195,
-                        "Function/Method Declarations": 100,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 26,
-                        "Type/Safety Bypasses": 8,
-                        "High-Risk Execution Commands": 22,
-                        "I/O and Network Boundaries": 334,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 4791,
-                        "Commented-out Code (Dead Logic)": 22,
-                        "Structured Documentation Blocks": 164,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 2,
-                        "UI / View Layer Components": 24,
-                        "Closures and Anonymous Functions": 10,
-                        "Global State Dependencies": 427,
-                        "Decorators and Annotations": 575,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 266,
-                        "Scientific & Mathematical Operations": 29,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 110,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 1,
-                        "Pointer Arithmetic & Addressing": 238,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 181,
-                        "Explicit Type Casts": 51,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 605,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 232,
-                        "Private / Encapsulated Scopes": 569,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 9,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 4009,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 328,
-                        "Time Date Logic": 50,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 43,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 14,
-                        "Design Pascal Case": 25,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 6,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 120,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 8,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 14,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 4,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "B",
-                        "C",
-                        "CR",
-                        "Cwd",
-                        "Encode",
-                        "Escape",
-                        "File::Glob",
-                        "FileHandle",
-                        "I",
-                        "IO::Handle",
-                        "Image::ExifTool",
-                        "Image::ExifTool::Geolocation",
-                        "Image::ExifTool::HTML",
-                        "Image::ExifTool::Import",
-                        "Image::ExifTool::MWG",
-                        "Image::ExifTool::Plot",
-                        "Image::ExifTool::TagInfoXML",
-                        "Image::ExifTool::XMP",
-                        "MODULE",
-                        "MWG",
-                        "Term::ReadKey",
-                        "Time::Piece",
-                        "Unicode::GCString",
-                        "Win32::API",
-                        "Win32::FindFile",
-                        "Win32API::File",
-                        "a",
-                        "absolute",
-                        "additional",
-                        "an",
-                        "arguments",
-                        "associated",
-                        "changes",
-                        "destination",
-                        "duplicates",
-                        "effect",
-                        "even",
-                        "exiftool",
-                        "ext",
-                        "extra",
-                        "file",
-                        "filename",
-                        "for",
-                        "format",
-                        "formatting",
-                        "forward",
-                        "full",
-                        "globbing",
-                        "group",
-                        "information",
-                        "longer",
-                        "lower",
-                        "lowest",
-                        "metadata",
-                        "more",
-                        "need",
-                        "of",
-                        "operation",
-                        "option",
-                        "other",
-                        "our",
-                        "output",
-                        "permission",
-                        "quoting",
-                        "real",
-                        "sense",
-                        "separator",
-                        "sidecar",
-                        "standard",
-                        "strict",
-                        "tag",
-                        "tags",
-                        "terminator",
-                        "textOut",
-                        "the",
-                        "this",
-                        "tokens",
-                        "underline",
-                        "undocumented",
-                        "user",
-                        "warnings",
-                        "wide",
-                        "wildcards",
-                        "with"
-                    ]
-                }
-            }
-        },
-        "csharp/roslyn": {
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-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "85.7%",
-                "Static: Literature & Documentation": "14.3%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "25.16%",
-                "Error & Exception Exposure": "42.72%",
-                "Tech Debt Exposure": "45.39%",
-                "Testing Exposure": "57.48%",
-                "API Exposure": "3.95%",
-                "Concurrency Exposure": "24.14%",
-                "State Flux Exposure": "65.6%",
-                "Commented Logic Exposure": "4.12%",
-                "Specification Exposure": "85.71%",
-                "Instability Exposure": "42.86%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "15.29%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
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-                    "1. Artifact Identity": {
-                        "Filename": "License.txt",
-                        "Path": "csharp/roslyn/License.txt",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Prose Extension (.txt)"
-                    },
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-                        "Y": 103.99,
-                        "Z": 10887.5
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-                    "3. Architectural Profile": {
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 23,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 1.0,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 1,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 6,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 10,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 1,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 1,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -249597,13 +253008,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 14,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -249628,7 +253039,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -249652,30 +253063,33 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Roslyn.Utilities",
+                        "System.Collections.Immutable"
+                    ]
                 },
-                "csharp/roslyn/CSharpCompilation.cs": {
+                "csharp/roslyn/LanguageParser.cs": {
                     "1. Artifact Identity": {
-                        "Filename": "CSharpCompilation.cs",
-                        "Path": "csharp/roslyn/CSharpCompilation.cs",
+                        "Filename": "LanguageParser.cs",
+                        "Path": "csharp/roslyn/LanguageParser.cs",
                         "Language": "Csharp",
-                        "Architect": "compiling all of the code",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Compilation, IEqualityComparer<, IEquatable<ImportInfo>",
+                        "Parent Entity": "SyntaxParser, IDisposable, byte",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "csharp",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .cs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3929.57,
-                        "Y": 49.62,
-                        "Z": 10717.65
+                        "X": -3626.69,
+                        "Y": 139.82,
+                        "Z": 10438.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -249684,8239 +253098,7184 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5286,
-                        "Coding LOC": 3862,
-                        "Documentation LOC": 653,
-                        "Structural Magnitude": 2650.94,
-                        "Control Flow Ratio": "45.9%",
+                        "Total LOC": 14680,
+                        "Coding LOC": 10807,
+                        "Documentation LOC": 1929,
+                        "Structural Magnitude": 9454.34,
+                        "Control Flow Ratio": "59.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.666
+                        "Raw Cognitive Density": 1.055
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "20.84%",
-                        "Error & Exception Exposure": "45.45%",
-                        "Tech Debt Exposure": "61.8%",
+                        "Cognitive Load Exposure": "63.84%",
+                        "Error & Exception Exposure": "78.69%",
+                        "Tech Debt Exposure": "8.76%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.04%",
-                        "Concurrency Exposure": "30.43%",
-                        "State Flux Exposure": "91.73%",
-                        "Commented Logic Exposure": "5.31%",
+                        "API Exposure": "0.79%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.97%",
+                        "Commented Logic Exposure": "6.48%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.76%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
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-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "54.7%",
-                            "Start Line": 1993,
-                            "End Line": 2235
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+                            "Start Line": 562,
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-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 3211,
-                            "End Line": 3393
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "68.9%",
-                            "Start Line": 4463,
-                            "End Line": 4652
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                         },
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-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2747,
-                            "End Line": 2838
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-                            "Control Flow Branches": 13,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "59.1%",
-                            "Start Line": 3042,
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-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 4250,
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-                            "Control Flow Ratio": "52.2%",
-                            "Start Line": 3640,
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                         {
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-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 4661,
-                            "End Line": 4735
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 551,
-                            "End Line": 603
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-                            "Control Flow Ratio": "74.1%",
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+                            "Control Flow Ratio": "76.0%",
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-                            "Control Flow Branches": 8,
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3573,
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-                            "Control Flow Branches": 9,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 3395,
-                            "End Line": 3442
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+                            "Control Flow Ratio": "74.2%",
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                         {
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-                            "Control Flow Branches": 11,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 5083,
-                            "End Line": 5136
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+                            "Control Flow Ratio": "96.4%",
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                         {
-                            "Function Name": "isSupportedType",
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-                            "Control Flow Branches": 16,
+                            "Function Name": "ParseTypeCore",
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+                            "Control Flow Branches": 48,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1798,
-                            "End Line": 1825
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+                            "Start Line": 7592,
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                         {
-                            "Function Name": "AddDebugSourceDocumentsForChecksumDirectives",
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-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "42.1%",
-                            "Start Line": 4014,
-                            "End Line": 4070
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+                            "Control Flow Branches": 40,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 11078,
+                            "End Line": 11133
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                         {
-                            "Function Name": "ShouldEmitNullableAttributes",
-                            "Structural Impact": 19.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 11,
+                            "Function Name": "CanStartMember",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "68.8%",
-                            "Start Line": 4919,
-                            "End Line": 4962
+                            "Control Flow Ratio": "95.9%",
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                         {
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-                            "Structural Impact": 18.7,
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-                            "Control Flow Branches": 6,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 4402,
-                            "End Line": 4433
+                            "Function Name": "constructTypeDeclaration",
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+                            "Control Flow Branches": 15,
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+                            "Control Flow Ratio": "65.2%",
+                            "Start Line": 1928,
+                            "End Line": 2027
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                         {
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-                            "Structural Impact": 18.2,
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-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 1065,
-                            "End Line": 1117
+                            "Function Name": "ParseTypeArgumentList",
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+                            "Lines of Code (LOC)": 124,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.6%",
+                            "Start Line": 6553,
+                            "End Line": 6676
                         },
                         {
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-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 2310,
-                            "End Line": 2357
+                            "Function Name": "TryParseLocalFunctionStatementBody",
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+                            "Control Flow Branches": 25,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 10915,
+                            "End Line": 11026
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                         {
-                            "Function Name": "IsRuntimeAsyncEnabledIn",
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-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 351,
-                            "End Line": 396
+                            "Function Name": "TryEatNullableQualifierIfApplicable",
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+                            "Lines of Code (LOC)": 160,
+                            "Control Flow Branches": 31,
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+                            "Control Flow Ratio": "52.5%",
+                            "Start Line": 7695,
+                            "End Line": 7854
                         },
                         {
-                            "Function Name": "ReturnsAwaitableToVoidOrInt",
-                            "Structural Impact": 17.3,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 8,
+                            "Function Name": "ParseStatementCore",
+                            "Structural Impact": 62.9,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 33,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 2267,
-                            "End Line": 2301
+                            "Control Flow Ratio": "58.9%",
+                            "Start Line": 8295,
+                            "End Line": 8375
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                         {
-                            "Function Name": "GetExternAliasTarget",
-                            "Structural Impact": 15.8,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 7,
+                            "Function Name": "ScanPossibleTypeArgumentList",
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+                            "Lines of Code (LOC)": 187,
+                            "Control Flow Branches": 29,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "38.9%",
-                            "Start Line": 1574,
-                            "End Line": 1611
+                            "Control Flow Ratio": "76.3%",
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+                            "End Line": 6550
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                         {
-                            "Function Name": "registeredUsageOfUsingsInTree",
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-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3359,
-                            "End Line": 3392
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+                            "Control Flow Branches": 17,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "89.5%",
+                            "Start Line": 5285,
+                            "End Line": 5366
                         },
                         {
-                            "Function Name": "AddSyntaxTrees",
-                            "Structural Impact": 15.7,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 8,
+                            "Function Name": "ScanTypeArgumentList",
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+                            "Control Flow Branches": 35,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 927,
-                            "End Line": 985
+                            "Control Flow Ratio": "71.4%",
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                         },
                         {
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-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 3478,
-                            "End Line": 3531
+                            "Function Name": "ParseMemberName",
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+                            "Lines of Code (LOC)": 137,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 6769,
+                            "End Line": 6905
                         },
                         {
-                            "Function Name": "getExplicitAccessibilitySymbol",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 4945,
-                            "End Line": 4961
+                            "Function Name": "ParseExpressionContinued",
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+                            "Lines of Code (LOC)": 200,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "41.8%",
+                            "Start Line": 11521,
+                            "End Line": 11720
                         },
                         {
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-                            "Structural Impact": 13.5,
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-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 1949,
-                            "End Line": 1991
+                            "Function Name": "ScanCast",
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+                            "Lines of Code (LOC)": 132,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "58.1%",
+                            "Start Line": 12894,
+                            "End Line": 13025
                         },
                         {
-                            "Function Name": "CreateScriptCompilation",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 459,
-                            "End Line": 480
+                            "Function Name": "GetModifierExcludingScoped",
+                            "Structural Impact": 51.3,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "55.1%",
+                            "Start Line": 1302,
+                            "End Line": 1357
                         },
                         {
-                            "Function Name": "validateSignature",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "56.2%",
-                            "Start Line": 4689,
-                            "End Line": 4734
+                            "Function Name": "IsNoneOrIncompleteMember",
+                            "Structural Impact": 50.1,
+                            "Lines of Code (LOC)": 103,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "51.9%",
+                            "Start Line": 3013,
+                            "End Line": 3115
                         },
                         {
-                            "Function Name": "AddEntryPointCandidates",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2237,
-                            "End Line": 2265
+                            "Function Name": "IsPossibleDeclarationExpression",
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+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "65.6%",
+                            "Start Line": 9827,
+                            "End Line": 9898
                         },
                         {
-                            "Function Name": "updateCachedDiagnostics",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 4,
+                            "Function Name": "ParseUsingExpression",
+                            "Structural Impact": 46.6,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 3308,
-                            "End Line": 3342
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 10345,
+                            "End Line": 10436
                         },
                         {
-                            "Function Name": "ClassifyConvertibleConversion",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2434,
-                            "End Line": 2465
+                            "Function Name": "ParseArgumentList",
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+                            "Control Flow Branches": 16,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "59.3%",
+                            "Start Line": 12462,
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                         },
                         {
-                            "Function Name": "WithScriptCompilationInfo",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 770,
-                            "End Line": 797
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+                            "Control Flow Branches": 24,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "82.8%",
+                            "Start Line": 2483,
+                            "End Line": 2522
                         },
                         {
-                            "Function Name": "GetSyntaxTreesByMappedPath",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 6,
+                            "Function Name": "ScanFunctionPointerType",
+                            "Structural Impact": 44.0,
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+                            "Control Flow Branches": 26,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1134,
-                            "End Line": 1162
+                            "Control Flow Ratio": "70.3%",
+                            "Start Line": 7425,
+                            "End Line": 7541
                         },
                         {
-                            "Function Name": "GetBinderFactory",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2664,
-                            "End Line": 2684
+                            "Function Name": "adjustStateAndReportStatementOutOfOrder",
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+                            "Control Flow Branches": 22,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 776,
+                            "End Line": 822
                         },
                         {
-                            "Function Name": "AddedModulesResourceNames",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
+                            "Function Name": "ParseForStatement",
+                            "Structural Impact": 40.7,
+                            "Lines of Code (LOC)": 136,
+                            "Control Flow Branches": 23,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 3934,
-                            "End Line": 3958
+                            "Control Flow Ratio": "46.9%",
+                            "Start Line": 9581,
+                            "End Line": 9716
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1716,
-                            "End Line": 1717
+                            "Function Name": "SkipBadMemberListTokens",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2032,
+                            "End Line": 2046
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                         {
-                            "Function Name": "InterceptorKeyComparer",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "isValidScopedTypeCase",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2536,
-                            "End Line": 2536
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 10607,
+                            "End Line": 10624
                         },
                         {
-                            "Function Name": "CanEmitBoolean",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4892,
-                            "End Line": 4892
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 584,
-                        "Sequential Logic Declarations": 689,
-                        "Function Parameters": 282,
-                        "Function/Method Declarations": 232,
-                        "Class/Entity Declarations": 9,
-                        "Defensive Programming Constructs": 289,
-                        "Type/Safety Bypasses": 7,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 191,
-                        "State Mutations / Variable Reassignments": 517,
-                        "Commented-out Code (Dead Logic)": 7,
-                        "Structured Documentation Blocks": 401,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 78,
-                        "UI / View Layer Components": 1,
-                        "Closures and Anonymous Functions": 63,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 3,
-                        "Generic Type Abstractions": 196,
-                        "Collection Iterators / Comprehensions": 10,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 28,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 33,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 44,
-                        "Fatal Aborts & Exceptions": 53,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 16,
-                        "Thread Synchronization Locks": 14,
-                        "Immutable Data Declarations": 106,
-                        "Resource Deallocation & Cleanup": 24,
-                        "Private / Encapsulated Scopes": 274,
-                        "Event Listeners & Subscribers": 1,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3818,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 402,
-                        "Design Camel Case": 209,
-                        "Design Snake Case": 155,
-                        "Design Pascal Case": 15,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 19,
-                        "Design Long Vars": 27,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 72,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 80,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 28,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Microsoft.Cci",
-                        "Microsoft.CodeAnalysis",
-                        "Microsoft.CodeAnalysis.CSharp.Binder",
-                        "Microsoft.CodeAnalysis.CSharp.Emit",
-                        "Microsoft.CodeAnalysis.CSharp.Symbols",
-                        "Microsoft.CodeAnalysis.CSharp.Syntax",
-                        "Microsoft.CodeAnalysis.CodeGen",
-                        "Microsoft.CodeAnalysis.Collections",
-                        "Microsoft.CodeAnalysis.Debugging",
-                        "Microsoft.CodeAnalysis.Diagnostics",
-                        "Microsoft.CodeAnalysis.Emit",
-                        "Microsoft.CodeAnalysis.Operations",
-                        "Microsoft.CodeAnalysis.PooledObjects",
-                        "Microsoft.CodeAnalysis.Symbols",
-                        "Microsoft.CodeAnalysis.Text",
-                        "Roslyn.Utilities",
-                        "System",
-                        "System.Buffers.Binary",
-                        "System.Collections.Concurrent",
-                        "System.Collections.Generic",
-                        "System.Collections.Immutable",
-                        "System.Diagnostics",
-                        "System.Diagnostics.CodeAnalysis",
-                        "System.IO",
-                        "System.Linq",
-                        "System.Reflection",
-                        "System.Reflection.Metadata",
-                        "System.Threading"
-                    ]
-                },
-                "csharp/roslyn/CSharpSyntaxTree.cs": {
-                    "1. Artifact Identity": {
-                        "Filename": "CSharpSyntaxTree.cs",
-                        "Path": "csharp/roslyn/CSharpSyntaxTree.cs",
-                        "Language": "Csharp",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "SyntaxTree",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -4148.25,
-                        "Y": -17.85,
-                        "Z": 10168.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 942,
-                        "Coding LOC": 588,
-                        "Documentation LOC": 227,
-                        "Structural Magnitude": 442.16,
-                        "Control Flow Ratio": "46.2%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.597
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.58%",
-                        "Error & Exception Exposure": "58.12%",
-                        "Tech Debt Exposure": "64.65%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.49%",
-                        "Concurrency Exposure": "75.62%",
-                        "State Flux Exposure": "96.25%",
-                        "Commented Logic Exposure": "6.22%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 11345,
+                            "End Line": 11348
+                        },
                         {
-                            "Function Name": "BuildPreprocessorStateChangeMap",
-                            "Structural Impact": 29.6,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 25,
+                            "Function Name": "ParseNewExpression",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 229,
-                            "End Line": 300
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 13220,
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                         },
                         {
-                            "Function Name": "Create",
-                            "Structural Impact": 17.3,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 327,
-                            "End Line": 354
+                            "Function Name": "IsPartialInNamespaceMemberDeclaration",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 884,
+                            "End Line": 899
                         },
                         {
-                            "Function Name": "ParseText",
-                            "Structural Impact": 15.0,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
+                            "Function Name": "ParseForOrForEachStatement",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 487,
-                            "End Line": 521
+                            "Start Line": 9548,
+                            "End Line": 9579
                         },
                         {
-                            "Function Name": "IsGeneratedCode",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 723,
-                            "End Line": 745
+                            "Function Name": "SkipBadListTokensWithErrorCode",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 4499,
+                            "End Line": 4515
                         },
                         {
-                            "Function Name": "IsPreprocessorSymbolDefined",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 198,
-                            "End Line": 227
+                            "Function Name": "EatDotDotToken",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 11865,
+                            "End Line": 11897
                         },
                         {
-                            "Function Name": "IsPreprocessorSymbolDefined",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
+                            "Function Name": "ParseDeclarationExpression",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 185,
-                            "End Line": 196
+                            "Control Flow Ratio": "40.0%",
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+                            "End Line": 11911
                         },
                         {
-                            "Function Name": "ParseText",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 448,
-                            "End Line": 460
+                            "Function Name": "IsPartialMember",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1668,
+                            "End Line": 1699
                         },
                         {
-                            "Function Name": "WithChanges",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 37,
+                            "Function Name": "looksLikePropertyType",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 32,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 554,
-                            "End Line": 590
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 3083,
+                            "End Line": 3114
                         },
                         {
-                            "Function Name": "GetDiagnostics",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
+                            "Function Name": "IsStartOfTypeParameter",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 6150,
+                            "End Line": 6161
+                        },
+                        {
+                            "Function Name": "ParseFromClause",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 785,
-                            "End Line": 798
+                            "Start Line": 14173,
+                            "End Line": 14204
                         },
                         {
-                            "Function Name": "Create",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "LanguageParser",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 1,
                             "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 356,
-                            "End Line": 373
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 36,
+                            "End Line": 47
                         },
                         {
-                            "Function Name": "ParseText",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "ParseNormalFieldDeclaration",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 911,
-                            "End Line": 920
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 5191,
+                            "End Line": 5211
                         },
                         {
-                            "Function Name": "ParseText",
-                            "Structural Impact": 5.4,
+                            "Function Name": "IsPossibleEndOfVariableDeclaration",
+                            "Structural Impact": 5.5,
                             "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 429,
-                            "End Line": 439
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5792,
+                            "End Line": 5802
                         },
                         {
-                            "Function Name": "ParseText",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 900,
-                            "End Line": 908
+                            "Function Name": "IsEndOfDeclarationClause",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 10783,
+                            "End Line": 10793
                         },
                         {
-                            "Function Name": "Create",
+                            "Function Name": "ParseLambdaParameter",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 13939,
+                            "End Line": 13968
+                        },
+                        {
+                            "Function Name": "IsEndOfCatchClause",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 9478,
+                            "End Line": 9485
+                        },
+                        {
+                            "Function Name": "IsEndOfFilterClause",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 9487,
+                            "End Line": 9494
+                        },
+                        {
+                            "Function Name": "ParseCompilationUnitCore",
                             "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 923,
-                            "End Line": 931
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 180,
+                            "End Line": 205
                         },
                         {
-                            "Function Name": "WithChangedText",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "isStartOfElementBindingExpression",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 535,
-                            "End Line": 552
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 12348,
+                            "End Line": 12368
                         },
                         {
-                            "Function Name": "ParseText",
+                            "Function Name": "shouldParseAsCollectionExpression",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1159,
+                            "End Line": 1180
+                        },
+                        {
+                            "Function Name": "ReduceIncompleteMembers",
                             "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 10,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 1,
                             "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 857,
+                            "End Line": 867
+                        },
+                        {
+                            "Function Name": "immediatelyAbort",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 1246,
+                            "End Line": 1261
+                        },
+                        {
+                            "Function Name": "IsPossibleFieldDeclarationFollowingNullableType",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 469,
-                            "End Line": 478
+                            "Start Line": 8739,
+                            "End Line": 8758
                         },
                         {
-                            "Function Name": "IsAnyPreprocessorSymbolDefined",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "ParseCheckedStatement",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "40.0%",
-                            "Start Line": 170,
-                            "End Line": 183
+                            "Start Line": 9502,
+                            "End Line": 9517
                         },
                         {
-                            "Function Name": "TryGetRootCore",
+                            "Function Name": "ConsumeUnexpectedTokens",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 14623,
+                            "End Line": 14638
+                        },
+                        {
+                            "Function Name": "IsLocalFunctionAfterIdentifier",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 5773,
+                            "End Line": 5790
+                        },
+                        {
+                            "Function Name": "ParseIdentifierName",
                             "Structural Impact": 4.9,
                             "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 875,
-                            "End Line": 887
+                            "Start Line": 6040,
+                            "End Line": 6052
                         },
                         {
-                            "Function Name": "isGeneratedHeuristic",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 731,
-                            "End Line": 744
+                            "Function Name": "CanReuseVariableDeclarator",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 5460,
+                            "End Line": 5474
                         },
                         {
-                            "Function Name": "GetLineMappings",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "ParseType",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
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+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 14292,
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 14528,
+                            "End Line": 14543
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+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 2931,
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+                        {
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                             "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 5073,
+                            "End Line": 5086
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+                        {
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+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 2883,
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+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 3537,
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+                        {
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 414,
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+                            "Function Name": "TryReuseStatement",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 8377,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 394,
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                             "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 11920,
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 13273,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 14206,
+                            "End Line": 14224
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+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14422,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 848,
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+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 2968,
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+                            "Control Flow Ratio": "9.1%",
+                            "Start Line": 6112,
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                             "Control Flow Ratio": "50.0%",
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 9095,
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+                        {
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                             "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 9820,
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 12620,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 647,
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                         {
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 666,
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+                            "Start Line": 7178,
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                         {
-                            "Function Name": "GetLineVisibility",
+                            "Function Name": "looksLikeStartOfPropertyBody",
                             "Structural Impact": 3.6,
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3069,
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+                        {
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3495,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6092,
+                            "End Line": 6103
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+                        {
+                            "Function Name": "ParseCheckedOrUncheckedExpression",
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+                            "Start Line": 12664,
+                            "End Line": 12676
+                        },
+                        {
+                            "Function Name": "ParseObjectInitializerNamedAssignment",
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 13543,
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+                        {
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 4393,
+                            "End Line": 4402
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+                        {
+                            "Function Name": "eatUnexpectedTokensAndCloseParenToken",
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 9680,
+                            "End Line": 9689
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+                        {
+                            "Function Name": "ParseMisplacedElse",
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                             "Control Flow Branches": 1,
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+                            "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 670,
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+                            "Start Line": 10073,
+                            "End Line": 10085
                         },
                         {
-                            "Function Name": "GetChangedSpans",
+                            "Function Name": "ParseSubExpression",
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 11421,
+                            "End Line": 11434
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+                        {
+                            "Function Name": "IsPossibleDeconstructionLeft",
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+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 12218,
+                            "End Line": 12231
+                        },
+                        {
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 3953,
+                            "End Line": 3964
+                        },
+                        {
+                            "Function Name": "GetAccessorKind",
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+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 4728,
+                            "End Line": 4739
+                        },
+                        {
+                            "Function Name": "EatUnexpectedTrailingSemicolon",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 5178,
+                            "End Line": 5189
+                        },
+                        {
+                            "Function Name": "ParseWhenClause",
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 10699,
+                            "End Line": 10709
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+                        {
+                            "Function Name": "tryParseDependentAccess",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 12415,
+                            "End Line": 12425
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+                        {
+                            "Function Name": "ParseQueryExpression",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 14114,
+                            "End Line": 14124
+                        },
+                        {
+                            "Function Name": "ParseParenthesizedParameterList",
                             "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 598,
-                            "End Line": 606
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 4741,
+                            "End Line": 4750
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                         {
-                            "Function Name": "GetChanges",
+                            "Function Name": "WasFirstVariable",
                             "Structural Impact": 3.3,
                             "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 5427,
+                            "End Line": 5435
+                        },
+                        {
+                            "Function Name": "ParsePointerTypeMods",
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+                            "Control Flow Branches": 1,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 613,
-                            "End Line": 621
+                            "Start Line": 8186,
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                         },
                         {
-                            "Function Name": "GetDiagnostics",
+                            "Function Name": "missingBlock",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 9406,
+                            "End Line": 9411
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+                        {
+                            "Function Name": "IsEndOfCatchBlock",
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 9495,
+                            "End Line": 9500
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+                        {
+                            "Function Name": "ParseReturnStatement",
                             "Structural Impact": 3.3,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 775,
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+                            "Start Line": 10108,
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                         },
                         {
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-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "ParseThrowStatement",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 807,
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+                            "Start Line": 10303,
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                         {
-                            "Function Name": "GetDiagnostics",
+                            "Function Name": "ParseTypeParameterConstraintClauses",
                             "Structural Impact": 3.2,
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+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 823,
-                            "End Line": 830
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2196,
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                         },
                         {
-                            "Function Name": "GetDiagnostics",
+                            "Function Name": "IsOperatorKeyword",
                             "Structural Impact": 3.2,
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3437,
+                            "End Line": 3440
+                        },
+                        {
+                            "Function Name": "IsEndOfParameterList",
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4860,
+                            "End Line": 4863
+                        },
+                        {
+                            "Function Name": "ParseAliasQualifiedName",
+                            "Structural Impact": 3.2,
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                             "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 840,
-                            "End Line": 847
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 7036,
+                            "End Line": 7042
                         },
                         {
-                            "Function Name": "GetCompilationUnitRoot",
+                            "Function Name": "IsEndOfFixedStatement",
+                            "Structural Impact": 3.2,
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 9280,
+                            "End Line": 9283
+                        },
+                        {
+                            "Function Name": "IsEndOfTryBlock",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 9414,
+                            "End Line": 9417
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+                        {
+                            "Function Name": "IsEndOfForStatementArgument",
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 9718,
+                            "End Line": 9721
+                        },
+                        {
+                            "Function Name": "ParseLambdaBody",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 13877,
+                            "End Line": 13880
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+                        {
+                            "Function Name": "ResetPoint",
+                            "Structural Impact": 3.1,
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14608,
+                            "End Line": 14620
+                        },
+                        {
+                            "Function Name": "GetOldParent",
                             "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 112,
-                            "End Line": 115
+                            "Start Line": 139,
+                            "End Line": 142
                         },
                         {
-                            "Function Name": "GetDiagnostics",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "IsEndOfFunctionPointerParameterList",
+                            "Structural Impact": 2.9,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 856,
-                            "End Line": 859
+                            "Start Line": 3638,
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                         {
-                            "Function Name": "GetRoot",
+                            "Function Name": "ParseFixedSizeBufferDeclaration",
                             "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5055,
+                            "End Line": 5071
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+                        {
+                            "Function Name": "ParseStatementStartingWithUsing",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 86,
-                            "End Line": 86
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 8475,
+                            "End Line": 8476
                         },
                         {
-                            "Function Name": "GetDirectives",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "TryParseStatementStartingWithUnsafe",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 0,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 158,
-                            "End Line": 168
+                            "Start Line": 8479,
+                            "End Line": 8480
                         },
                         {
-                            "Function Name": "Create",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "SkipBadInitializerListTokens",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
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                         {
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-                            "Control Flow Ratio": "100.0%",
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+                            "Function Name": "skipBadParameterListTokens",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "GetMappedLineSpanAndVisibility",
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-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "skipBadTypeParameterListTokens",
+                            "Structural Impact": 2.8,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6140,
+                            "End Line": 6147
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+                        {
+                            "Function Name": "ParseUsingStatement",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 688,
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                         {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 12430,
+                            "End Line": 12444
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 12446,
+                            "End Line": 12460
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+                        {
+                            "Function Name": "skipBadCollectionElementTokens",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 13258,
+                            "End Line": 13265
+                        },
+                        {
+                            "Function Name": "ParseWithExpression",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 753,
-                            "End Line": 754
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                         {
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-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "skipBadArrayInitializerTokens",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 48,
-                            "End Line": 51
+                            "Start Line": 13653,
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                         },
                         {
-                            "Function Name": "CloneNodeAsRoot",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "skipBadLambdaParameterListTokens",
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+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 78,
-                            "End Line": 81
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                         },
                         {
-                            "Function Name": "GetLocation",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "TryParseLambdaExpression",
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+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 13808,
+                            "End Line": 13821
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+                        {
+                            "Function Name": "ParseConstantFieldDeclaration",
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+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 759,
-                            "End Line": 762
+                            "Start Line": 5816,
+                            "End Line": 5828
                         },
                         {
-                            "Function Name": "GetRootCore",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "SkipBadStatementListTokens",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 865,
-                            "End Line": 868
+                            "Start Line": 9184,
+                            "End Line": 9196
                         },
                         {
-                            "Function Name": "GetRootAsyncCore",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "IsPossibleAnonymousMethodExpression",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 12270,
+                            "End Line": 12282
+                        },
+                        {
+                            "Function Name": "ParseLambdaParameterList",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 870,
-                            "End Line": 873
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                         },
                         {
-                            "Function Name": "TryGetRoot",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "ParseLetClause",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 14226,
+                            "End Line": 14237
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+                        {
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1197,
+                            "End Line": 1207
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 4752,
+                            "End Line": 4761
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+                        {
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 6759,
+                            "End Line": 6767
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+                        {
+                            "Function Name": "ParseTypeOrVoid",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 7554,
+                            "End Line": 7563
+                        },
+                        {
+                            "Function Name": "ParseDictionaryInitializer",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13556,
+                            "End Line": 13565
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+                        {
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 91,
-                            "End Line": 91
+                            "Start Line": 2179,
+                            "End Line": 2185
                         },
                         {
-                            "Function Name": "GetNullableContextState",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "SkipBadAccessorListTokens",
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+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 718,
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                         },
                         {
-                            "Function Name": "IsNullableAnalysisEnabled",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "SkipBadArrayRankSpecifierTokens",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 721,
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                         },
                         {
-                            "Function Name": "Dump",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "ParseElseClauseOpt",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 10087,
+                            "End Line": 10094
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+                        {
+                            "Function Name": "IsAtDotDotToken",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 11848,
+                            "End Line": 11855
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+                        {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 936,
-                            "End Line": 939
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                         },
                         {
-                            "Function Name": "HasHiddenRegions",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "ParseArrayInitializer",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 695,
-                            "End Line": 696
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                         },
                         {
-                            "Function Name": "GetNullableContextStateMap",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "ParseRegularStackAllocExpression",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13701,
+                            "End Line": 13707
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+                        {
+                            "Function Name": "Dispose",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 14591,
+                            "End Line": 14597
+                        },
+                        {
+                            "Function Name": "CreateForGlobalFailure",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 714,
-                            "End Line": 716
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 92,
-                        "Sequential Logic Declarations": 107,
-                        "Function Parameters": 60,
-                        "Function/Method Declarations": 55,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 20,
-                        "Type/Safety Bypasses": 7,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 48,
-                        "State Mutations / Variable Reassignments": 89,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 194,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 27,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 17,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 12,
-                        "Generic Type Abstractions": 20,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 14,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 28,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 8,
-                        "Fatal Aborts & Exceptions": 11,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
-                        "Thread Synchronization Locks": 2,
-                        "Immutable Data Declarations": 12,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 36,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 554,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 55,
-                        "Design Camel Case": 23,
-                        "Design Snake Case": 27,
-                        "Design Pascal Case": 2,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 18,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 8,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 15,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Microsoft.CodeAnalysis.CSharp.Syntax",
-                        "Microsoft.CodeAnalysis.CSharp.Syntax.InternalSyntax",
-                        "Microsoft.CodeAnalysis.Collections",
-                        "Microsoft.CodeAnalysis.PooledObjects",
-                        "Microsoft.CodeAnalysis.Text",
-                        "Roslyn.Utilities",
-                        "System",
-                        "System.Collections.Generic",
-                        "System.Collections.Immutable",
-                        "System.ComponentModel",
-                        "System.Diagnostics",
-                        "System.Diagnostics.CodeAnalysis",
-                        "System.Text",
-                        "System.Threading",
-                        "System.Threading.Tasks"
-                    ]
-                },
-                "csharp/roslyn/DiagnosticAnalyzer.cs": {
-                    "1. Artifact Identity": {
-                        "Filename": "DiagnosticAnalyzer.cs",
-                        "Path": "csharp/roslyn/DiagnosticAnalyzer.cs",
-                        "Language": "Csharp",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -3202.05,
-                        "Y": 197.66,
-                        "Z": 10147.56
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 39,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 13,
-                        "Structural Magnitude": 11.78,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "88.08%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "9.9%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.14%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 223,
+                            "End Line": 234
+                        },
                         {
-                            "Function Name": "Equals",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "ParseVariableInitializer",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5804,
+                            "End Line": 5809
+                        },
+                        {
+                            "Function Name": "ParseTupleElement",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 7967,
+                            "End Line": 7972
+                        },
+                        {
+                            "Function Name": "ParseFixedStatement",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 29
+                            "Start Line": 9261,
+                            "End Line": 9278
                         },
                         {
-                            "Function Name": "Initialize",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "ParseSimpleDesignation",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 10692,
+                            "End Line": 10697
+                        },
+                        {
+                            "Function Name": "ParseAnonymousTypeMemberInitializer",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13323,
+                            "End Line": 13328
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+                        {
+                            "Function Name": "ParseStackAllocExpression",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13663,
+                            "End Line": 13668
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+                        {
+                            "Function Name": "skipBadOrderingListTokens",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 24,
-                            "End Line": 24
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                         {
-                            "Function Name": "ToString",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "DisposableResetPoint",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 33,
-                            "End Line": 36
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                         },
                         {
-                            "Function Name": "GetHashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "ParseNamespaceDeclaration",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 31,
-                            "End Line": 31
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 7,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 6,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 10,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 1,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 14,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Roslyn.Utilities",
-                        "System.Collections.Immutable"
-                    ]
-                },
-                "csharp/roslyn/LanguageParser.cs": {
-                    "1. Artifact Identity": {
-                        "Filename": "LanguageParser.cs",
-                        "Path": "csharp/roslyn/LanguageParser.cs",
-                        "Language": "Csharp",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "SyntaxParser, IDisposable, byte",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -3626.71,
-                        "Y": 139.82,
-                        "Z": 10438.86
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 14680,
-                        "Coding LOC": 10807,
-                        "Documentation LOC": 1929,
-                        "Structural Magnitude": 9454.34,
-                        "Control Flow Ratio": "59.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.055
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "63.84%",
-                        "Error & Exception Exposure": "78.69%",
-                        "Tech Debt Exposure": "8.76%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.79%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.97%",
-                        "Commented Logic Exposure": "6.48%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Lines of Code (LOC)": 285,
-                            "Control Flow Branches": 74,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "80.4%",
-                            "Start Line": 562,
-                            "End Line": 846
-                        },
-                        {
-                            "Function Name": "ParseVariableDeclarator",
-                            "Structural Impact": 191.8,
-                            "Lines of Code (LOC)": 295,
-                            "Control Flow Branches": 58,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "60.4%",
-                            "Start Line": 5476,
-                            "End Line": 5770
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                         {
-                            "Function Name": "GetPrecedence",
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-                            "Lines of Code (LOC)": 131,
-                            "Control Flow Branches": 103,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "82.4%",
-                            "Start Line": 11213,
-                            "End Line": 11343
+                            "Function Name": "IsPossibleAggregateClauseStartOrStop",
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                         {
-                            "Function Name": "ParsePrimaryExpression",
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-                            "Lines of Code (LOC)": 272,
-                            "Control Flow Branches": 89,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "67.4%",
-                            "Start Line": 11931,
-                            "End Line": 12202
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                         {
-                            "Function Name": "ParseMemberDeclarationOrStatementCore",
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-                            "Lines of Code (LOC)": 428,
-                            "Control Flow Branches": 69,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "51.9%",
-                            "Start Line": 2559,
-                            "End Line": 2986
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                         {
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-                            "Control Flow Branches": 42,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "73.7%",
-                            "Start Line": 3966,
-                            "End Line": 4164
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                         {
-                            "Function Name": "ParseMainTypeDeclaration",
-                            "Structural Impact": 103.9,
-                            "Lines of Code (LOC)": 277,
-                            "Control Flow Branches": 51,
+                            "Function Name": "SkipBadVariableListTokens",
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "69.9%",
-                            "Start Line": 1752,
-                            "End Line": 2028
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                         {
-                            "Function Name": "parsePrimaryExpressionWithoutPostfix",
-                            "Structural Impact": 102.0,
-                            "Lines of Code (LOC)": 174,
-                            "Control Flow Branches": 65,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "63.1%",
-                            "Start Line": 11940,
-                            "End Line": 12113
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                         },
                         {
-                            "Function Name": "ScanType",
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-                            "Lines of Code (LOC)": 168,
-                            "Control Flow Branches": 53,
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-                            "Control Flow Ratio": "89.8%",
-                            "Start Line": 7207,
-                            "End Line": 7374
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-                        {
-                            "Function Name": "ParseModifiers",
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-                            "Lines of Code (LOC)": 154,
-                            "Control Flow Branches": 38,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "76.0%",
-                            "Start Line": 1359,
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                         {
-                            "Function Name": "TryParseConversionOperatorDeclaration",
-                            "Structural Impact": 82.4,
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-                            "Control Flow Branches": 40,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 3725,
-                            "End Line": 3951
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                         {
-                            "Function Name": "ParseCommaSeparatedSyntaxList",
-                            "Structural Impact": 80.9,
-                            "Lines of Code (LOC)": 101,
-                            "Control Flow Branches": 23,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "74.2%",
-                            "Start Line": 14444,
-                            "End Line": 14544
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                         {
-                            "Function Name": "CanFollowCast",
-                            "Structural Impact": 79.4,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 53,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "96.4%",
-                            "Start Line": 13159,
-                            "End Line": 13218
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+                            "Control Flow Branches": 1,
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+                            "Start Line": 9675,
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                         {
-                            "Function Name": "ParseTypeCore",
-                            "Structural Impact": 74.4,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 48,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 7592,
-                            "End Line": 7693
+                            "Function Name": "parseForStatementExpressionList",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 9694,
+                            "End Line": 9703
                         },
                         {
-                            "Function Name": "IsPossibleExpression",
-                            "Structural Impact": 73.8,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 11078,
-                            "End Line": 11133
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 12545,
+                            "End Line": 12548
                         },
                         {
-                            "Function Name": "CanStartMember",
-                            "Structural Impact": 70.6,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 47,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "95.9%",
-                            "Start Line": 2381,
-                            "End Line": 2435
+                            "Function Name": "isBinaryPatternKeyword",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13021,
+                            "End Line": 13024
                         },
                         {
-                            "Function Name": "constructTypeDeclaration",
-                            "Structural Impact": 67.0,
-                            "Lines of Code (LOC)": 100,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 14,
-                            "Control Flow Ratio": "65.2%",
-                            "Start Line": 1928,
-                            "End Line": 2027
+                            "Function Name": "ParseAnonymousTypeExpression",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 13298,
+                            "End Line": 13321
                         },
                         {
-                            "Function Name": "ParseTypeArgumentList",
-                            "Structural Impact": 66.2,
-                            "Lines of Code (LOC)": 124,
-                            "Control Flow Branches": 29,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.6%",
-                            "Start Line": 6553,
-                            "End Line": 6676
+                            "Function Name": "IsNamedMemberInitializer",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13348,
+                            "End Line": 13351
                         },
                         {
-                            "Function Name": "TryParseLocalFunctionStatementBody",
-                            "Structural Impact": 63.7,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 10915,
-                            "End Line": 11026
+                            "Function Name": "IsImplicitlyTypedArray",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13588,
+                            "End Line": 13592
                         },
                         {
-                            "Function Name": "TryEatNullableQualifierIfApplicable",
-                            "Structural Impact": 63.4,
-                            "Lines of Code (LOC)": 160,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "52.5%",
-                            "Start Line": 7695,
-                            "End Line": 7854
+                            "Function Name": "IsEndOfMethodSignature",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3627,
+                            "End Line": 3628
                         },
                         {
-                            "Function Name": "ParseStatementCore",
-                            "Structural Impact": 62.9,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 33,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "58.9%",
-                            "Start Line": 8295,
-                            "End Line": 8375
+                            "Function Name": "IsEndOfNameInExplicitInterface",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3635,
+                            "End Line": 3636
                         },
                         {
-                            "Function Name": "ScanPossibleTypeArgumentList",
-                            "Structural Impact": 61.3,
-                            "Lines of Code (LOC)": 187,
-                            "Control Flow Branches": 29,
+                            "Function Name": "ConvertToMissingWithTrailingTrivia",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "76.3%",
-                            "Start Line": 6364,
-                            "End Line": 6550
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7108,
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                         },
                         {
-                            "Function Name": "ParseVariableDeclarators",
-                            "Structural Impact": 61.0,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "89.5%",
-                            "Start Line": 5285,
-                            "End Line": 5366
+                            "Function Name": "skipBadFunctionPointerTokens",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 8088,
+                            "End Line": 8098
                         },
                         {
-                            "Function Name": "ScanTypeArgumentList",
-                            "Structural Impact": 57.3,
-                            "Lines of Code (LOC)": 128,
-                            "Control Flow Branches": 35,
+                            "Function Name": "ParseLockStatement",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 6235,
-                            "End Line": 6362
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 10096,
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                         },
                         {
-                            "Function Name": "ParseMemberName",
-                            "Structural Impact": 53.8,
-                            "Lines of Code (LOC)": 137,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 6769,
-                            "End Line": 6905
+                            "Function Name": "ParseWhileStatement",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 10449,
+                            "End Line": 10459
                         },
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-                            "Control Flow Ratio": "62.5%",
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-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 11,
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-                            "Control Flow Branches": 6,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4885,
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                         {
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-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 6907,
-                            "End Line": 6947
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                         {
-                            "Function Name": "ParseFieldDeclarationVariableDeclarators",
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-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 5253,
-                            "End Line": 5283
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                         {
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-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1119,
-                            "End Line": 1190
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                         {
-                            "Function Name": "SkipBadTokensWithExpectedKind",
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-                            "Control Flow Branches": 4,
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-                            "Start Line": 4570,
-                            "End Line": 4595
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-                            "Control Flow Branches": 7,
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-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 11782,
-                            "End Line": 11821
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                         {
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-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 11,
+                            "Function Name": "IsFunctionPointerStart",
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-                            "Control Flow Ratio": "73.3%",
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                         {
-                            "Function Name": "ParseOrderByClause",
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-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 10,
+                            "Function Name": "ParsePossiblyAttributedStatement",
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                         {
-                            "Function Name": "looksLikeVariableInitializer",
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-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 10,
+                            "Function Name": "IsPossibleAwaitUsing",
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-                            "Start Line": 5730,
-                            "End Line": 5769
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                         {
-                            "Function Name": "ParseGotoStatement",
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-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 9942,
-                            "End Line": 9973
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-                        {
-                            "Function Name": "ParseTypeParameterConstraint",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 8,
+                            "Function Name": "ParsePossiblyAttributedBlock",
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-                            "Start Line": 2300,
-                            "End Line": 2374
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                         {
-                            "Function Name": "ParseUsingDirective",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 8,
+                            "Function Name": "ParseExpressionForParenthesizedConstruct",
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+                            "Control Flow Branches": 0,
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-                            "Start Line": 958,
-                            "End Line": 1026
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-                        {
-                            "Function Name": "SkipBadTokensWithErrorCode",
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-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 4,
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-                            "Start Line": 4597,
-                            "End Line": 4621
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-                        {
-                            "Function Name": "ParseStatementCoreRest",
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-                            "Control Flow Branches": 4,
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-                            "Control Flow Ratio": "36.4%",
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-                            "Function Name": "ParseArrayOrObjectCreationExpression",
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-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 9,
+                            "Function Name": "Reset",
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+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2758,
+                        "Sequential Logic Declarations": 1882,
+                        "Function Parameters": 632,
+                        "Function/Method Declarations": 474,
+                        "Class/Entity Declarations": 16,
+                        "Defensive Programming Constructs": 278,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 14,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 47,
+                        "State Mutations / Variable Reassignments": 2834,
+                        "Commented-out Code (Dead Logic)": 54,
+                        "Structured Documentation Blocks": 187,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 143,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 8,
+                        "Generic Type Abstractions": 248,
+                        "Collection Iterators / Comprehensions": 45,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 11,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 1,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 4,
+                        "Pointer Arithmetic & Addressing": 4,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 64,
+                        "Fatal Aborts & Exceptions": 11,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 46,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 17,
+                        "Resource Deallocation & Cleanup": 29,
+                        "Private / Encapsulated Scopes": 435,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 10767,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1412,
+                        "Design Camel Case": 652,
+                        "Design Snake Case": 605,
+                        "Design Pascal Case": 66,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 93,
+                        "Design Long Vars": 50,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 7,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 152,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 11,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Microsoft.CodeAnalysis.CSharp.Symbols",
+                        "Microsoft.CodeAnalysis.PooledObjects",
+                        "Microsoft.CodeAnalysis.Syntax.InternalSyntax",
+                        "Microsoft.CodeAnalysis.Text",
+                        "Roslyn.Utilities",
+                        "System",
+                        "System.Collections.Generic",
+                        "System.Diagnostics",
+                        "System.Diagnostics.CodeAnalysis",
+                        "System.Linq",
+                        "System.Threading"
+                    ]
+                },
+                "csharp/roslyn/MethodCompiler.cs": {
+                    "1. Artifact Identity": {
+                        "Filename": "MethodCompiler.cs",
+                        "Path": "csharp/roslyn/MethodCompiler.cs",
+                        "Language": "Csharp",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "CSharpSymbolVisitor<TypeCompilationState, object>, BoundTreeRewriterWithStackGuardWithoutRecursionOnTheLeftOfBinaryOperator, BoundTreeWalkerWithStackGuardWithoutRecursionOnTheLeftOfBinaryOperator",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "csharp",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -3547.96,
+                        "Y": 122.74,
+                        "Z": 9962.83
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
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+                        "Error & Exception Exposure": "65.44%",
+                        "Tech Debt Exposure": "15.13%",
+                        "Testing Exposure": "80.0%",
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+                        "Instability Exposure": "50.0%",
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+                        "Documentation Exposure": "16.38%",
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                         {
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                         {
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "58.3%",
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-                            "Start Line": 3168,
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                         {
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-                            "Control Flow Ratio": "71.4%",
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+                            "Start Line": 87,
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-                            "Start Line": 2283,
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+                            "Start Line": 680,
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                         {
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+                            "Start Line": 409,
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                         {
-                            "Function Name": "ScanImplicitlyTypedLambdaOrSimpleExplicitlyTypedParenthesizedLambda",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 4,
+                            "Function Name": "GetSymbolForEmittedBody",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 12699,
-                            "End Line": 12728
+                            "Start Line": 1470,
+                            "End Line": 1473
                         },
                         {
-                            "Function Name": "ParseTupleExpressionTail",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 12860,
-                            "End Line": 12892
+                            "Function Name": "BindSynthesizedMethodBody",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1867,
+                            "End Line": 1880
                         },
                         {
-                            "Function Name": "ParseAnonymousMethodExpression",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "31.2%",
-                            "Start Line": 13709,
-                            "End Line": 13759
+                            "Function Name": "WarnUnusedFields",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 349,
+                            "End Line": 353
                         },
                         {
-                            "Function Name": "parseUsingDirective",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 824,
-                            "End Line": 845
+                            "Function Name": "FoundInUnboundLambda",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2354,
+                            "End Line": 2359
                         },
                         {
-                            "Function Name": "ParseAttributeArgument",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1269,
-                            "End Line": 1297
+                            "Function Name": "ChangeSuppression",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2462,
+                            "End Line": 2467
                         },
                         {
-                            "Function Name": "ParseObjectOrCollectionInitializerMember",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 13504,
-                            "End Line": 13531
+                            "Function Name": "VisitMethod",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 903,
+                            "End Line": 906
                         },
                         {
-                            "Function Name": "ParseConstructorInitializer",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 3509,
-                            "End Line": 3533
+                            "Function Name": "VisitProperty",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 908,
+                            "End Line": 911
                         },
                         {
-                            "Function Name": "GetOriginalVariableFlags",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 5437,
-                            "End Line": 5458
+                            "Function Name": "VisitEvent",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 913,
+                            "End Line": 916
                         },
                         {
-                            "Function Name": "ParseDoStatement",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 9519,
-                            "End Line": 9541
+                            "Function Name": "VisitField",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 918,
+                            "End Line": 921
                         },
                         {
-                            "Function Name": "IsImplicitObjectCreation",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 13405,
-                            "End Line": 13429
+                            "Function Name": "PassesFilter",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2522,
+                            "End Line": 2525
                         },
                         {
-                            "Function Name": "ParseObjectOrCollectionInitializer",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 13458,
-                            "End Line": 13502
+                            "Function Name": "VisitRangeVariable",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2425,
+                            "End Line": 2431
                         },
                         {
-                            "Function Name": "isObjectInitializer",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 4,
+                            "Function Name": "VisitAssignmentOperator",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 13480,
-                            "End Line": 13501
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2433,
+                            "End Line": 2439
                         },
                         {
-                            "Function Name": "ParseAnonymousFunctionModifiers",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 13761,
-                            "End Line": 13784
+                            "Function Name": "VisitNameOfOperator",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2441,
+                            "End Line": 2447
                         },
                         {
-                            "Function Name": "IsLargeEnoughNonEmptyStatementList",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
+                            "Function Name": "VisitBadExpression",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 9117,
-                            "End Line": 9136
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2449,
+                            "End Line": 2455
                         },
                         {
-                            "Function Name": "parseAnonymousMethodExpressionWorker",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 13718,
-                            "End Line": 13758
+                            "Function Name": "FindUncheckedAccess",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2390,
+                            "End Line": 2395
                         },
                         {
-                            "Function Name": "skipBadForStatementExpressionListTokens",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 9705,
-                            "End Line": 9715
+                            "Function Name": "UnboundLambdaFinder",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2349,
+                            "End Line": 2352
                         },
                         {
-                            "Function Name": "PointerTypeModsFollowedByRankAndDimensionSpecifier",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 7856,
-                            "End Line": 7871
+                            "Function Name": "GetSynthesizedEmptyBody",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2478,
+                            "End Line": 2481
                         },
                         {
-                            "Function Name": "IsPossibleNamespaceMemberDeclaration",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 869,
-                            "End Line": 882
+                            "Function Name": "CreateDebugDocumentForFile",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2517,
+                            "End Line": 2520
                         },
                         {
-                            "Function Name": "ParseAttributeArgumentList",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 4,
+                            "Function Name": "Dispose",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "21.1%",
-                            "Start Line": 1209,
-                            "End Line": 1262
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2469,
+                            "End Line": 2472
                         },
                         {
-                            "Function Name": "ParseCastOrParenExpressionOrTuple",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 4,
+                            "Function Name": "WasPropertyBackingFieldAccessChecked",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 12806,
-                            "End Line": 12858
-                        },
-                        {
-                            "Function Name": "IsGlobalAttributeTarget",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1035,
-                            "End Line": 1045
-                        },
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2400,
+                            "End Line": 2402
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 344,
+                        "Sequential Logic Declarations": 237,
+                        "Function Parameters": 78,
+                        "Function/Method Declarations": 58,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 101,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 25,
+                        "State Mutations / Variable Reassignments": 409,
+                        "Commented-out Code (Dead Logic)": 5,
+                        "Structured Documentation Blocks": 9,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 30,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 15,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 82,
+                        "Collection Iterators / Comprehensions": 10,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 4,
+                        "Module Dependencies (Imports)": 18,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 14,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 33,
+                        "Fatal Aborts & Exceptions": 8,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 66,
+                        "Resource Deallocation & Cleanup": 18,
+                        "Private / Encapsulated Scopes": 57,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1941,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 264,
+                        "Design Camel Case": 183,
+                        "Design Snake Case": 72,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 22,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 9,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 72,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 18,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Microsoft.CodeAnalysis.CSharp.Emit",
+                        "Microsoft.CodeAnalysis.CSharp.Symbols",
+                        "Microsoft.CodeAnalysis.CSharp.Syntax",
+                        "Microsoft.CodeAnalysis.CodeGen",
+                        "Microsoft.CodeAnalysis.Debugging",
+                        "Microsoft.CodeAnalysis.Diagnostics",
+                        "Microsoft.CodeAnalysis.Emit",
+                        "Microsoft.CodeAnalysis.ErrorReporting",
+                        "Microsoft.CodeAnalysis.PooledObjects",
+                        "Roslyn.Utilities",
+                        "System",
+                        "System.Collections.Concurrent",
+                        "System.Collections.Generic",
+                        "System.Collections.Immutable",
+                        "System.Diagnostics",
+                        "System.Linq",
+                        "System.Threading",
+                        "System.Threading.Tasks"
+                    ]
+                },
+                "csharp/roslyn/Workspace.cs": {
+                    "1. Artifact Identity": {
+                        "Filename": "Workspace.cs",
+                        "Path": "csharp/roslyn/Workspace.cs",
+                        "Language": "Csharp",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "IDisposable",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "csharp",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -3352.86,
+                        "Y": 170.47,
+                        "Z": 10720.52
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 2589,
+                        "Coding LOC": 1571,
+                        "Documentation LOC": 688,
+                        "Structural Magnitude": 939.32,
+                        "Control Flow Ratio": "32.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.471
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "12.35%",
+                        "Error & Exception Exposure": "51.34%",
+                        "Tech Debt Exposure": "79.3%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.92%",
+                        "Concurrency Exposure": "33.25%",
+                        "State Flux Exposure": "71.82%",
+                        "Commented Logic Exposure": "5.24%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "parseTypeOrAllowsConstraint",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 2344,
-                            "End Line": 2373
+                            "Function Name": "SetCurrentSolutionAsync",
+                            "Structural Impact": 66.8,
+                            "Lines of Code (LOC)": 172,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "35.0%",
+                            "Start Line": 249,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "ParseSimpleName",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 3,
+                            "Function Name": "CheckAllowedProjectChanges",
+                            "Structural Impact": 42.3,
+                            "Lines of Code (LOC)": 138,
+                            "Control Flow Branches": 24,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 6190,
-                            "End Line": 6226
+                            "Control Flow Ratio": "82.8%",
+                            "Start Line": 1684,
+                            "End Line": 1821
                         },
                         {
-                            "Function Name": "ParseImplicitlyTypedStackAllocExpression",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 13670,
-                            "End Line": 13699
+                            "Function Name": "OnAnyDocumentTextChanged",
+                            "Structural Impact": 35.7,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "37.0%",
+                            "Start Line": 1248,
+                            "End Line": 1339
                         },
                         {
-                            "Function Name": "ParseTypeParameter",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 6163,
-                            "End Line": 6187
+                            "Function Name": "SetCurrentSolutionAsync",
+                            "Structural Impact": 34.2,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 466,
+                            "End Line": 526
                         },
                         {
-                            "Function Name": "ParseAssignmentExpression",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 11823,
-                            "End Line": 11845
+                            "Function Name": "ApplyProjectChanges",
+                            "Structural Impact": 33.4,
+                            "Lines of Code (LOC)": 130,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "38.3%",
+                            "Start Line": 1855,
+                            "End Line": 1984
                         },
                         {
-                            "Function Name": "ParseEnumMemberDeclaration",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
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-                            "Function Name": "EatUnexpectedTrailingSemicolon",
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-                        {
-                            "Function Name": "CanStartExpression",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11065,
-                            "End Line": 11068
-                        },
-                        {
-                            "Function Name": "IsPossibleExpression",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11073,
-                            "End Line": 11076
-                        },
-                        {
-                            "Function Name": "IsPossibleAwaitExpressionStatement",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11360,
-                            "End Line": 11363
-                        },
-                        {
-                            "Function Name": "ParseBaseExpression",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 12204,
-                            "End Line": 12208
-                        },
-                        {
-                            "Function Name": "IsPossibleArgumentExpression",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 12550,
-                            "End Line": 12553
-                        },
-                        {
-                            "Function Name": "IsPossibleCollectionElement",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13268,
-                            "End Line": 13271
-                        },
-                        {
-                            "Function Name": "IsAnonymousType",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13293,
-                            "End Line": 13296
-                        },
-                        {
-                            "Function Name": "IsComplexElementInitializer",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13338,
-                            "End Line": 13341
-                        },
-                        {
-                            "Function Name": "IsNamedAssignment",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13343,
-                            "End Line": 13346
-                        },
-                        {
-                            "Function Name": "IsDictionaryInitializer",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13353,
-                            "End Line": 13356
-                        },
-                        {
-                            "Function Name": "IsAttributeTarget",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1116,
-                            "End Line": 1117
-                        },
-                        {
-                            "Function Name": "IsEndOfFunctionPointerCallingConvention",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3641,
-                            "End Line": 3642
-                        },
-                        {
-                            "Function Name": "IsEndOfTypeArgumentList",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6756,
-                            "End Line": 6757
-                        },
-                        {
-                            "Function Name": "IsFunctionPointerStart",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8177,
-                            "End Line": 8178
-                        },
-                        {
-                            "Function Name": "ParsePossiblyAttributedStatement",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8204,
-                            "End Line": 8205
-                        },
-                        {
-                            "Function Name": "IsPossibleAwaitUsing",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8482,
-                            "End Line": 8483
-                        },
-                        {
-                            "Function Name": "ParsePossiblyAttributedBlock",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 9047,
-                            "End Line": 9047
-                        },
-                        {
-                            "Function Name": "ParseExpressionForParenthesizedConstruct",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 9975,
-                            "End Line": 9976
-                        },
-                        {
-                            "Function Name": "Reset",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14588,
-                            "End Line": 14589
+                            "Start Line": 2313,
+                            "End Line": 2314
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2758,
-                        "Sequential Logic Declarations": 1882,
-                        "Function Parameters": 632,
-                        "Function/Method Declarations": 474,
-                        "Class/Entity Declarations": 16,
-                        "Defensive Programming Constructs": 278,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 14,
+                        "Control Flow Branches": 163,
+                        "Sequential Logic Declarations": 342,
+                        "Function Parameters": 227,
+                        "Function/Method Declarations": 162,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 30,
+                        "Type/Safety Bypasses": 13,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 47,
-                        "State Mutations / Variable Reassignments": 2834,
-                        "Commented-out Code (Dead Logic)": 54,
-                        "Structured Documentation Blocks": 187,
+                        "Exposed API / Public Exports": 70,
+                        "State Mutations / Variable Reassignments": 138,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 524,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 26,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 143,
+                        "Closures and Anonymous Functions": 115,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 8,
-                        "Generic Type Abstractions": 248,
-                        "Collection Iterators / Comprehensions": 45,
+                        "Decorators and Annotations": 5,
+                        "Generic Type Abstractions": 45,
+                        "Collection Iterators / Comprehensions": 25,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 11,
+                        "Module Dependencies (Imports)": 22,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Planned Work (TODOs)": 25,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 1,
+                        "Event Publishers / Emitters": 4,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 4,
-                        "Pointer Arithmetic & Addressing": 4,
-                        "Manual Memory Allocation": 1,
+                        "Preprocessor Macros": 16,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 64,
-                        "Fatal Aborts & Exceptions": 11,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 46,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 46,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 17,
-                        "Resource Deallocation & Cleanup": 29,
-                        "Private / Encapsulated Scopes": 435,
+                        "Immutable Data Declarations": 14,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 190,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 10767,
+                        "Structural Space Indentations": 1535,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -257924,7 +260283,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 2,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -257933,15 +260292,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1412,
-                        "Design Camel Case": 652,
-                        "Design Snake Case": 605,
-                        "Design Pascal Case": 66,
+                        "Core Var Decl": 157,
+                        "Design Camel Case": 105,
+                        "Design Snake Case": 26,
+                        "Design Pascal Case": 6,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 93,
-                        "Design Long Vars": 50,
+                        "Design Short Vars": 10,
+                        "Design Long Vars": 6,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
+                        "Orphaned Logic": 26,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -257949,7 +260308,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 152,
+                        "Dynamic Code Execution (Eval/Exec)": 22,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -257965,42 +260324,397 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 11,
+                        "Direct Upstream (Fragility)": 22,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Microsoft.CodeAnalysis.CSharp.Symbols",
+                        "Microsoft.CodeAnalysis",
+                        "Microsoft.CodeAnalysis.Collections",
+                        "Microsoft.CodeAnalysis.Diagnostics",
+                        "Microsoft.CodeAnalysis.ErrorReporting",
+                        "Microsoft.CodeAnalysis.Host",
+                        "Microsoft.CodeAnalysis.Internal.Log",
+                        "Microsoft.CodeAnalysis.Options",
                         "Microsoft.CodeAnalysis.PooledObjects",
-                        "Microsoft.CodeAnalysis.Syntax.InternalSyntax",
+                        "Microsoft.CodeAnalysis.Shared.Extensions",
+                        "Microsoft.CodeAnalysis.Shared.TestHooks",
                         "Microsoft.CodeAnalysis.Text",
+                        "Microsoft.CodeAnalysis.Threading",
+                        "Microsoft.CodeAnalysis.WorkspaceEventMap",
                         "Roslyn.Utilities",
                         "System",
                         "System.Collections.Generic",
+                        "System.Collections.Immutable",
                         "System.Diagnostics",
                         "System.Diagnostics.CodeAnalysis",
                         "System.Linq",
-                        "System.Threading"
+                        "System.Threading",
+                        "System.Threading.Tasks"
+                    ]
+                }
+            }
+        },
+        "php/wordpress": {
+            "Directory Group Magnitude": 14223.96,
+            "File Count": 8,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "87.5%",
+                "Static: Literature & Documentation": "12.5%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "26.89%",
+                "Error & Exception Exposure": "73.79%",
+                "Tech Debt Exposure": "13.26%",
+                "Testing Exposure": "40.86%",
+                "API Exposure": "3.26%",
+                "Concurrency Exposure": "3.99%",
+                "State Flux Exposure": "78.56%",
+                "Commented Logic Exposure": "2.49%",
+                "Specification Exposure": "62.5%",
+                "Instability Exposure": "43.75%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "5.96%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "php/wordpress/license.txt": {
+                    "1. Artifact Identity": {
+                        "Filename": "license.txt",
+                        "Path": "php/wordpress/license.txt",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "php",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -891.63,
+                        "Y": -107.19,
+                        "Z": -8286.75
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 385,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 309,
+                        "Structural Magnitude": 7.7,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "php/wordpress/admin-ajax.php": {
+                    "1. Artifact Identity": {
+                        "Filename": "admin-ajax.php",
+                        "Path": "php/wordpress/admin-ajax.php",
+                        "Language": "Php",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "php",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .php)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -767.63,
+                        "Y": -297.18,
+                        "Z": -7142.13
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 212,
+                        "Coding LOC": 147,
+                        "Documentation LOC": 41,
+                        "Structural Magnitude": 26.94,
+                        "Control Flow Ratio": "78.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.197
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "4.94%",
+                        "Error & Exception Exposure": "53.77%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "51.22%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 11,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 9,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 9,
+                        "Unit Test Assertions": 1,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 113,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "400",
+                        "_once ABSPATH . 'wp-admin/includes/admin.php'",
+                        "_once ABSPATH . 'wp-admin/includes/ajax-actions.php'",
+                        "_once dirname( __DIR__ ) . '/wp-load.php'",
+                        "a valid action parameter.\nif ( empty( $_REQUEST['action'] ) || ! is_scalar( $_REQUEST['action'] ) ) \n\twp_die( '0'"
                     ]
                 },
-                "csharp/roslyn/MethodCompiler.cs": {
+                "php/wordpress/class-wp-query.php": {
                     "1. Artifact Identity": {
-                        "Filename": "MethodCompiler.cs",
-                        "Path": "csharp/roslyn/MethodCompiler.cs",
-                        "Language": "Csharp",
+                        "Filename": "class-wp-query.php",
+                        "Path": "php/wordpress/class-wp-query.php",
+                        "Language": "Php",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "CSharpSymbolVisitor<TypeCompilationState, object>, BoundTreeRewriterWithStackGuardWithoutRecursionOnTheLeftOfBinaryOperator, BoundTreeWalkerWithStackGuardWithoutRecursionOnTheLeftOfBinaryOperator",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
+                        "Folder Dominant Lang": "php",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
+                        "Identity Proof": "Single Indicator (Ext: .php)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3547.98,
-                        "Y": 122.74,
-                        "Z": 9962.88
+                        "X": -598.56,
+                        "Y": -160.16,
+                        "Z": -7921.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -258009,642 +260723,772 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2528,
-                        "Coding LOC": 1983,
-                        "Documentation LOC": 194,
-                        "Structural Magnitude": 1739.36,
-                        "Control Flow Ratio": "59.2%",
+                        "Total LOC": 5114,
+                        "Coding LOC": 2653,
+                        "Documentation LOC": 1856,
+                        "Structural Magnitude": 3599.06,
+                        "Control Flow Ratio": "78.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.898
+                        "Raw Cognitive Density": 1.545
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "61.5%",
-                        "Error & Exception Exposure": "65.44%",
-                        "Tech Debt Exposure": "15.13%",
+                        "Cognitive Load Exposure": "48.0%",
+                        "Error & Exception Exposure": "98.11%",
+                        "Tech Debt Exposure": "14.62%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.54%",
-                        "Concurrency Exposure": "29.64%",
-                        "State Flux Exposure": "99.44%",
-                        "Commented Logic Exposure": "5.61%",
+                        "API Exposure": "9.26%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "4.82%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.38%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
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-                            "Function Name": "BindMethodBody",
-                            "Structural Impact": 353.7,
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-                            "Control Flow Branches": 99,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "73.9%",
-                            "Start Line": 1883,
-                            "End Line": 2323
+                            "Function Name": "get_posts",
+                            "Structural Impact": 470.7,
+                            "Lines of Code (LOC)": 1774,
+                            "Control Flow Branches": 381,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.7%",
+                            "Start Line": 1890,
+                            "End Line": 3663
                         },
                         {
-                            "Function Name": "CompileMethod",
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-                            "Lines of Code (LOC)": 487,
-                            "Control Flow Branches": 60,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "65.2%",
-                            "Start Line": 923,
-                            "End Line": 1409
+                            "Function Name": "parse_query",
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+                            "Lines of Code (LOC)": 353,
+                            "Control Flow Branches": 155,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "98.7%",
+                            "Start Line": 803,
+                            "End Line": 1155
                         },
                         {
-                            "Function Name": "GenerateMethodBody",
-                            "Structural Impact": 111.5,
-                            "Lines of Code (LOC)": 168,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 16,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 1631,
-                            "End Line": 1798
+                            "Function Name": "parse_tax_query",
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+                            "Control Flow Ratio": "86.8%",
+                            "Start Line": 1166,
+                            "End Line": 1411
                         },
                         {
-                            "Function Name": "LowerBodyOrInitializer",
-                            "Structural Impact": 81.8,
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-                            "Control Flow Branches": 17,
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-                            "Control Flow Ratio": "63.0%",
-                            "Start Line": 1476,
-                            "End Line": 1626
+                            "Function Name": "parse_orderby",
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+                            "Control Flow Ratio": "92.9%",
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                         },
                         {
-                            "Function Name": "CompileNamedType",
-                            "Structural Impact": 80.5,
-                            "Lines of Code (LOC)": 224,
-                            "Control Flow Branches": 48,
+                            "Function Name": "parse_search",
+                            "Structural Impact": 40.9,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 455,
-                            "End Line": 678
+                            "Control Flow Ratio": "85.7%",
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                         },
                         {
-                            "Function Name": "addIdentifiers",
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-                            "Control Flow Branches": 25,
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.3%",
+                            "Start Line": 3968,
+                            "End Line": 4054
+                        },
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "65.8%",
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-                            "End Line": 2259
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                         },
                         {
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-                            "Control Flow Branches": 17,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2127,
-                            "End Line": 2178
+                            "Function Name": "generate_postdata",
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+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 4869,
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                         },
                         {
-                            "Function Name": "CompileMethodBodies",
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-                            "Lines of Code (LOC)": 114,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "68.8%",
-                            "Start Line": 109,
-                            "End Line": 222
+                            "Function Name": "set_found_posts",
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+                            "Control Flow Ratio": "83.3%",
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                         },
                         {
-                            "Function Name": "assertBindIdentifierTargets",
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-                            "Control Flow Branches": 16,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 2263,
-                            "End Line": 2321
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+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 4554,
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                         },
                         {
-                            "Function Name": "GetStateMachineSlotDebugInfo",
-                            "Structural Impact": 32.3,
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+                            "Function Name": "is_single",
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+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 4665,
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+                        },
+                        {
+                            "Function Name": "parse_search_terms",
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                             "Control Flow Branches": 10,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "47.6%",
-                            "Start Line": 1800,
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+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 1546,
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                         },
                         {
-                            "Function Name": "CompileSynthesizedMethods",
-                            "Structural Impact": 31.3,
-                            "Lines of Code (LOC)": 116,
-                            "Control Flow Branches": 17,
+                            "Function Name": "parse_search_order",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "63.0%",
-                            "Start Line": 733,
-                            "End Line": 848
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 1629,
+                            "End Line": 1676
                         },
                         {
-                            "Function Name": "GetEntryPoint",
-                            "Structural Impact": 26.5,
-                            "Lines of Code (LOC)": 107,
+                            "Function Name": "is_tax",
+                            "Structural Impact": 15.5,
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                             "Control Flow Branches": 7,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "36.8%",
-                            "Start Line": 226,
-                            "End Line": 332
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 4353,
+                            "End Line": 4385
                         },
                         {
-                            "Function Name": "EmitSkeletonMethodInExtension",
-                            "Structural Impact": 15.6,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 8,
+                            "Function Name": "the_post",
+                            "Structural Impact": 14.3,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 3752,
+                            "End Line": 3817
+                        },
+                        {
+                            "Function Name": "is_author",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1412,
-                            "End Line": 1468
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 4226,
+                            "End Line": 4251
                         },
                         {
-                            "Function Name": "CompileSynthesizedExplicitImplementations",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 856,
-                            "End Line": 883
+                            "Function Name": "is_category",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 4265,
+                            "End Line": 4290
                         },
                         {
-                            "Function Name": "VisitNamespace",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 371,
-                            "End Line": 392
+                            "Function Name": "is_tag",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 4304,
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                         },
                         {
-                            "Function Name": "VisitNamedType",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 417,
-                            "End Line": 438
+                            "Function Name": "is_attachment",
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+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 4188,
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                         },
                         {
-                            "Function Name": "CompileSynthesizedMethods",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
+                            "Function Name": "fill_query_vars",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 710,
-                            "End Line": 731
+                            "Start Line": 572,
+                            "End Line": 644
                         },
                         {
-                            "Function Name": "CompileSynthesizedMethods",
+                            "Function Name": "is_post_type_archive",
                             "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 690,
-                            "End Line": 708
+                            "Start Line": 4161,
+                            "End Line": 4177
                         },
                         {
-                            "Function Name": "VisitUnboundLambda",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "parse_order",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 2361,
-                            "End Line": 2375
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1816,
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                         },
                         {
-                            "Function Name": "BindImplicitConstructorInitializerIfAny",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 2483,
-                            "End Line": 2505
+                            "Function Name": "is_front_page",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 4472,
+                            "End Line": 4483
                         },
                         {
-                            "Function Name": "CompileNamespaceAsAsync",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
+                            "Function Name": "setup_postdata",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 394,
-                            "End Line": 407
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 4821,
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                         },
                         {
-                            "Function Name": "CompileNamedTypeAsync",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
+                            "Function Name": "get_search_stopwords",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 1582,
+                            "End Line": 1617
+                        },
+                        {
+                            "Function Name": "have_posts",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 3828,
+                            "End Line": 3858
+                        },
+                        {
+                            "Function Name": "is_feed",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 440,
-                            "End Line": 453
+                            "Start Line": 4432,
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                         },
                         {
-                            "Function Name": "IsEmptyRewritePossible",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
+                            "Function Name": "is_singular",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2326,
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 4720,
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                         },
                         {
-                            "Function Name": "ReportCtorInitializerCycles",
-                            "Structural Impact": 4.9,
+                            "Function Name": "is_privacy_policy",
+                            "Structural Impact": 4.5,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2507,
-                            "End Line": 2515
-                        },
-                        {
-                            "Function Name": "GetDebugDocumentProvider",
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 359,
-                            "End Line": 369
+                            "Start Line": 4518,
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                         },
                         {
-                            "Function Name": "CompileSynthesizedSealedAccessors",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 17,
+                            "Function Name": "__call",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 885,
-                            "End Line": 901
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 4124,
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                         },
                         {
-                            "Function Name": "MethodCompiler",
-                            "Structural Impact": 4.2,
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                         {
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                             "Control Flow Branches": 2,
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                         {
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                         {
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                         {
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                             "Control Flow Branches": 1,
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                         {
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                         {
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                         {
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                         {
-                            "Function Name": "GetSymbolForEmittedBody",
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                             "Control Flow Branches": 1,
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                         {
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+                            "Function Name": "init_query_flags",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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+                            "Function Name": "init",
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "FoundInUnboundLambda",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "set_404",
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                         },
                         {
-                            "Function Name": "ChangeSuppression",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "set",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2462,
-                            "End Line": 2467
+                            "Start Line": 1874,
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                         },
                         {
-                            "Function Name": "VisitMethod",
+                            "Function Name": "lazyload_term_meta",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 906
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                         },
                         {
-                            "Function Name": "VisitProperty",
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                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 911
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                         },
                         {
-                            "Function Name": "VisitEvent",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "query",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "VisitField",
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+                            "Function Name": "next_post",
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                             "Control Flow Branches": 0,
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                         {
-                            "Function Name": "PassesFilter",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3879,
+                            "End Line": 3885
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+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4395,
+                            "End Line": 4399
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+                        {
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                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2522,
-                            "End Line": 2525
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                         },
                         {
-                            "Function Name": "VisitRangeVariable",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "parse_query_vars",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2431
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                         },
                         {
-                            "Function Name": "VisitAssignmentOperator",
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "is_archive",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2433,
-                            "End Line": 2439
+                            "Start Line": 4148,
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                         },
                         {
-                            "Function Name": "VisitNameOfOperator",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "is_date",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2441,
-                            "End Line": 2447
+                            "Start Line": 4408,
+                            "End Line": 4410
                         },
                         {
-                            "Function Name": "VisitBadExpression",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "is_day",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2449,
-                            "End Line": 2455
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                         },
                         {
-                            "Function Name": "FindUncheckedAccess",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
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                             "Control Flow Branches": 0,
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-                            "End Line": 2395
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                         },
                         {
-                            "Function Name": "UnboundLambdaFinder",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
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-                            "Start Line": 2349,
-                            "End Line": 2352
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                         },
                         {
-                            "Function Name": "GetSynthesizedEmptyBody",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_month",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "CreateDebugDocumentForFile",
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-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_paged",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2520
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                         },
                         {
-                            "Function Name": "Dispose",
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-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_preview",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2469,
-                            "End Line": 2472
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                         },
                         {
-                            "Function Name": "WasPropertyBackingFieldAccessChecked",
+                            "Function Name": "is_robots",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2400,
-                            "End Line": 2402
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+                        },
+                        {
+                            "Function Name": "is_favicon",
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 4635
+                        },
+                        {
+                            "Function Name": "is_search",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4644,
+                            "End Line": 4646
+                        },
+                        {
+                            "Function Name": "is_time",
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4740,
+                            "End Line": 4742
+                        },
+                        {
+                            "Function Name": "is_trackback",
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4751,
+                            "End Line": 4753
+                        },
+                        {
+                            "Function Name": "is_year",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4762,
+                            "End Line": 4764
+                        },
+                        {
+                            "Function Name": "is_404",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4773,
+                            "End Line": 4775
+                        },
+                        {
+                            "Function Name": "is_embed",
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                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 237,
-                        "Function Parameters": 78,
-                        "Function/Method Declarations": 58,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 101,
-                        "Type/Safety Bypasses": 2,
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                         "High-Risk Execution Commands": 0,
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-                        "Commented-out Code (Dead Logic)": 5,
-                        "Structured Documentation Blocks": 9,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 30,
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                         "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
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-                        "Collection Iterators / Comprehensions": 10,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
-                        "Module Dependencies (Imports)": 18,
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+                        "Global State Dependencies": 12,
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+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 14,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 33,
-                        "Fatal Aborts & Exceptions": 8,
+                        "Explicit Type Casts": 88,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 66,
-                        "Resource Deallocation & Cleanup": 18,
-                        "Private / Encapsulated Scopes": 57,
+                        "Bitwise Operations": 71,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 24,
+                        "Private / Encapsulated Scopes": 21,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1941,
+                        "Structural Tab Indentations": 2639,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 3,
+                        "Regex Execution": 17,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -258654,15 +261498,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 264,
-                        "Design Camel Case": 183,
-                        "Design Snake Case": 72,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 22,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
+                        "Orphaned Logic": 12,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -258670,8 +261514,8 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 72,
-                        "Global Environment Mutation": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Global Environment Mutation": 1,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
@@ -258686,49 +261530,66 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 18,
+                        "Direct Upstream (Fragility)": 36,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Microsoft.CodeAnalysis.CSharp.Emit",
-                        "Microsoft.CodeAnalysis.CSharp.Symbols",
-                        "Microsoft.CodeAnalysis.CSharp.Syntax",
-                        "Microsoft.CodeAnalysis.CodeGen",
-                        "Microsoft.CodeAnalysis.Debugging",
-                        "Microsoft.CodeAnalysis.Diagnostics",
-                        "Microsoft.CodeAnalysis.Emit",
-                        "Microsoft.CodeAnalysis.ErrorReporting",
-                        "Microsoft.CodeAnalysis.PooledObjects",
-                        "Roslyn.Utilities",
-                        "System",
-                        "System.Collections.Concurrent",
-                        "System.Collections.Generic",
-                        "System.Collections.Immutable",
-                        "System.Diagnostics",
-                        "System.Linq",
-                        "System.Threading",
-                        "System.Threading.Tasks"
+                        "$query_vars['s']",
+                        "$search_columns",
+                        "$this",
+                        "&$this )",
+                        "'pillow -sofa' will\n\t *                                                   return posts containing 'pillow' but not 'sofa'. The\n\t *                                                   character used for exclusion can be modified using the\n\t *                                                   the 'wp_query_search_exclusion_prefix' filter.\n\t *     @type string[]        $search_columns         Array of column names to be searched. Accepts 'post_title'",
+                        "*                                                   'post_excerpt' and 'post_content'. Default empty array.\n\t *     @type int             $second                 Second of the minute. Default empty. Accepts numbers 0-59.\n\t *     @type bool            $sentence               Whether to search by phrase. Default false.\n\t *     @type bool            $suppress_filters       Whether to suppress filters. Default false.\n\t *     @type string          $tag                    Tag slug. Comma-separated (either)",
+                        "*                                    or null to allow WP to run its normal queries.\n\t\t * @param WP_Query             $query The WP_Query instance (passed by reference).\n\t\t */\n\t\t$this->posts = apply_filters_ref_array( 'posts_pre_query'",
+                        "* and custom taxonomy based archives.\n\t *\n\t * @since 3.1.0\n\t *\n\t * @see WP_Query::is_category()\n\t * @see WP_Query::is_tag()\n\t * @see WP_Query::is_author()\n\t * @see WP_Query::is_date()\n\t * @see WP_Query::is_post_type_archive()\n\t * @see WP_Query::is_tax()\n\t *\n\t * @return bool Whether the query is for an existing archive page.\n\t */\n\tpublic function is_archive() \n\t\treturn (bool) $this->is_archive",
+                        "* passed to the filter by reference. If WP_Query does not perform a database\n\t\t * query",
+                        "Plus-separated (all).\n\t *     @type int[]           $tag__and               An array of tag IDs (AND in).\n\t *     @type int[]           $tag__in                An array of tag IDs (OR in).\n\t *     @type int[]           $tag__not_in            An array of tag IDs (NOT in).\n\t *     @type int             $tag_id                 Tag id or comma-separated list of IDs.\n\t *     @type string[]        $tag_slug__and          An array of tag slugs (AND in).\n\t *     @type string[]        $tag_slug__in           An array of tag slugs (OR in). unless 'ignore_sticky_posts' is\n\t *                                                   true. Note: a string of comma-separated IDs will NOT work.\n\t *     @type array           $tax_query              An associative array of WP_Tax_Query arguments.\n\t *                                                   See WP_Tax_Query::__construct().\n\t *     @type string          $title                  Post title.\n\t *     @type bool            $update_post_meta_cache Whether to update the post meta cache. Default true.\n\t *     @type bool            $update_post_term_cache Whether to update the post term cache. Default true.\n\t *     @type bool            $update_menu_item_cache Whether to update the menu item cache. Default false.\n\t *     @type bool            $lazy_load_term_meta    Whether to lazy-load term meta. Setting to false will\n\t *                                                   disable cache priming for term meta",
+                        "_children' => false",
+                        "_children' => true",
+                        "array( \"WHERE comment_post_ID = '$this->posts[0]->ID' AND comment_approved = '1'\"",
+                        "array( ''",
+                        "array( 'LIMIT ' . get_option( 'posts_per_rss' )",
+                        "array( 'comment_date_gmt DESC'",
+                        "array( null",
+                        "author",
+                        "category",
+                        "custom post type",
+                        "d by default.\n\t\t *\n\t\t * @since 6.2.0\n\t\t *\n\t\t * @param string[] $search_columns Array of column names to be searched.\n\t\t * @param string   $search         Text being searched.\n\t\t * @param WP_Query $query          The current WP_Query instance.\n\t\t */\n\t\t$search_columns = (array) apply_filters( 'post_search_columns'",
+                        "d.\n\t *     @type int[]           $post__not_in           An array of post IDs not to retrieve. Note: a string of comma-\n\t *                                                   separated IDs will NOT work.\n\t *     @type string          $post_mime_type         The mime type of the post. Used for 'attachment' post_type.\n\t *     @type string[]        $post_name__in          An array of post slugs that results must match.\n\t *     @type int             $post_parent            Page ID to retrieve child pages for. Use 0 to only retrieve\n\t *                                                   top-level pages.\n\t *     @type int[]           $post_parent__in        An array containing parent page IDs to query child pages from.\n\t *     @type int[]           $post_parent__not_in    An array containing parent page IDs not to query child pages from.\n\t *     @type string|string[] $post_type              A post type slug (string) or array of post type slugs.\n\t *                                                   Default 'any' if using 'tax_query'.\n\t *     @type string|string[] $post_status            A post status (string) or array of post statuses.\n\t *     @type int             $posts_per_page         The number of posts to query for. Use -1 to request all posts.\n\t *     @type int             $posts_per_archive_page The number of posts to query for by archive page. Overrides\n\t *                                                   'posts_per_page' when is_archive()",
+                        "date",
+                        "false",
+                        "filenames or not.\n\t\t *\n\t\t * @since 6.0.3\n\t\t *\n\t\t * @param bool $allow_query_attachment_by_filename Whether or not to include filenames.\n\t\t */\n\t\t$this->allow_query_attachment_by_filename = apply_filters( 'wp_allow_query_attachment_by_filename'",
+                        "filenames or not.\n\t *\n\t * @since 6.0.3\n\t * @var bool\n\t */\n\tprotected $allow_query_attachment_by_filename = false",
+                        "it will not have enough information to generate these values itself.\n\t\t *\n\t\t * @since 4.6.0\n\t\t *\n\t\t * @param WP_Post[]|int[]|null $posts Return an array of post data to short-circuit WP's query",
+                        "or is_search() are true.\n\t *     @type string          $s                      Search keyword(s). Prepending a term with a hyphen will\n\t *                                                   exclude posts matching that term. Eg",
+                        "pagination information are encouraged to set\n\t\t * the `found_posts` and `max_num_pages` properties of the WP_Query object",
+                        "s/class-wp-query.php */\n\t\t\t$cgroupby = apply_filters_ref_array( 'comment_feed_groupby'",
+                        "s/class-wp-query.php */\n\t\t\t$cjoin = apply_filters_ref_array( 'comment_feed_join'",
+                        "s/class-wp-query.php */\n\t\t\t$climits = apply_filters_ref_array( 'comment_feed_limits'",
+                        "s/class-wp-query.php */\n\t\t\t$corderby = apply_filters_ref_array( 'comment_feed_orderby'",
+                        "s/class-wp-query.php */\n\t\t\t$cwhere = apply_filters_ref_array( 'comment_feed_where'",
+                        "so that each\n\t *                                                   get_term_meta() call will hit the database.\n\t *                                                   Defaults to the value of `$update_post_term_cache`.\n\t *     @type int             $w                      The week number of the year. Default empty. Accepts numbers 1-53.\n\t *     @type int             $year                   The four-digit year. Default empty. Accepts any four-digit year.\n\t * \n\t */\n\tpublic function parse_query( $query = '' ) \n\t\tif ( ! empty( $query ) ) \n\t\t\t$this->init(",
+                        "tag"
                     ]
                 },
-                "csharp/roslyn/Workspace.cs": {
+                "php/wordpress/formatting.php": {
                     "1. Artifact Identity": {
-                        "Filename": "Workspace.cs",
-                        "Path": "csharp/roslyn/Workspace.cs",
-                        "Language": "Csharp",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "IDisposable",
+                        "Filename": "formatting.php",
+                        "Path": "php/wordpress/formatting.php",
+                        "Language": "Php",
+                        "Architect": "bmorel at ssi dot fr (modified)",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
+                        "Folder Dominant Lang": "php",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
+                        "Identity Proof": "Single Indicator (Ext: .php)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3352.88,
-                        "Y": 170.47,
-                        "Z": 10720.56
+                        "X": -956.36,
+                        "Y": -177.82,
+                        "Z": -7355.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -258737,26 +261598,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2589,
-                        "Coding LOC": 1571,
-                        "Documentation LOC": 688,
-                        "Structural Magnitude": 939.32,
-                        "Control Flow Ratio": "32.3%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 6297,
+                        "Coding LOC": 3048,
+                        "Documentation LOC": 2655,
+                        "Structural Magnitude": 4183.36,
+                        "Control Flow Ratio": "68.7%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.471
+                        "Raw Cognitive Density": 1.357
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.35%",
-                        "Error & Exception Exposure": "51.34%",
-                        "Tech Debt Exposure": "79.3%",
+                        "Cognitive Load Exposure": "45.95%",
+                        "Error & Exception Exposure": "98.99%",
+                        "Tech Debt Exposure": "9.5%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.92%",
-                        "Concurrency Exposure": "33.25%",
-                        "State Flux Exposure": "71.82%",
-                        "Commented Logic Exposure": "5.24%",
+                        "API Exposure": "8.8%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.01%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -258765,1721 +261626,1256 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "SetCurrentSolutionAsync",
-                            "Structural Impact": 66.8,
-                            "Lines of Code (LOC)": 172,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "35.0%",
-                            "Start Line": 249,
-                            "End Line": 420
+                            "Function Name": "sanitize_option",
+                            "Structural Impact": 249.4,
+                            "Lines of Code (LOC)": 276,
+                            "Control Flow Branches": 135,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "97.8%",
+                            "Start Line": 4841,
+                            "End Line": 5116
                         },
                         {
-                            "Function Name": "CheckAllowedProjectChanges",
-                            "Structural Impact": 42.3,
-                            "Lines of Code (LOC)": 138,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "82.8%",
-                            "Start Line": 1684,
-                            "End Line": 1821
+                            "Function Name": "wptexturize",
+                            "Structural Impact": 132.9,
+                            "Lines of Code (LOC)": 268,
+                            "Control Flow Branches": 68,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.2%",
+                            "Start Line": 36,
+                            "End Line": 303
                         },
                         {
-                            "Function Name": "OnAnyDocumentTextChanged",
-                            "Structural Impact": 35.7,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "37.0%",
-                            "Start Line": 1248,
-                            "End Line": 1339
+                            "Function Name": "wpautop",
+                            "Structural Impact": 61.7,
+                            "Lines of Code (LOC)": 160,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 445,
+                            "End Line": 604
                         },
                         {
-                            "Function Name": "SetCurrentSolutionAsync",
-                            "Structural Impact": 34.2,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 466,
-                            "End Line": 526
+                            "Function Name": "esc_url",
+                            "Structural Impact": 59.0,
+                            "Lines of Code (LOC)": 100,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "83.9%",
+                            "Start Line": 4479,
+                            "End Line": 4578
                         },
                         {
-                            "Function Name": "ApplyProjectChanges",
-                            "Structural Impact": 33.4,
-                            "Lines of Code (LOC)": 130,
-                            "Control Flow Branches": 18,
+                            "Function Name": "wptexturize_primes",
+                            "Structural Impact": 51.8,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "86.4%",
+                            "Start Line": 319,
+                            "End Line": 374
+                        },
+                        {
+                            "Function Name": "force_balance_tags",
+                            "Structural Impact": 51.4,
+                            "Lines of Code (LOC)": 151,
+                            "Control Flow Branches": 30,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "38.3%",
-                            "Start Line": 1855,
-                            "End Line": 1984
+                            "Control Flow Ratio": "93.8%",
+                            "Start Line": 2590,
+                            "End Line": 2740
                         },
                         {
-                            "Function Name": "TryApplyChanges",
-                            "Structural Impact": 27.0,
-                            "Lines of Code (LOC)": 90,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1524,
-                            "End Line": 1613
+                            "Function Name": "make_clickable",
+                            "Structural Impact": 47.6,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 3075,
+                            "End Line": 3149
                         },
                         {
-                            "Function Name": "UpdateExistingDocumentsToChangedDocumentContents",
-                            "Structural Impact": 17.3,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 8,
+                            "Function Name": "human_time_diff",
+                            "Structural Impact": 39.9,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "42.1%",
-                            "Start Line": 369,
-                            "End Line": 402
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 3870,
+                            "End Line": 3939
                         },
                         {
-                            "Function Name": "UpdateReferencesAfterAdd",
-                            "Structural Impact": 15.3,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1441,
-                            "End Line": 1491
+                            "Function Name": "utf8_uri_encode",
+                            "Structural Impact": 36.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 1159,
+                            "End Line": 1212
                         },
                         {
-                            "Function Name": "UnifyLinkedDocumentContents",
-                            "Structural Impact": 14.1,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 288,
-                            "End Line": 326
+                            "Function Name": "wp_staticize_emoji",
+                            "Structural Impact": 35.4,
+                            "Lines of Code (LOC)": 86,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "72.4%",
+                            "Start Line": 6017,
+                            "End Line": 6102
                         },
                         {
-                            "Function Name": "UpdateAddedDocumentToExistingContentsInSolution",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 5,
+                            "Function Name": "remove_accents",
+                            "Structural Impact": 31.5,
+                            "Lines of Code (LOC)": 408,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 328,
-                            "End Line": 367
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1610,
+                            "End Line": 2017
                         },
                         {
-                            "Function Name": "ApplyChangedDocument",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 1986,
-                            "End Line": 2020
+                            "Function Name": "_wp_specialchars",
+                            "Structural Impact": 29.3,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 944,
+                            "End Line": 992
                         },
                         {
-                            "Function Name": "UpdateReferencesAfterAdd",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "47.1%",
-                            "Start Line": 1435,
-                            "End Line": 1492
+                            "Function Name": "wp_sprintf",
+                            "Structural Impact": 27.5,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 5234,
+                            "End Line": 5298
                         },
                         {
-                            "Function Name": "OnDocumentInfoChanged",
-                            "Structural Impact": 10.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 4,
+                            "Function Name": "is_email",
+                            "Structural Impact": 25.0,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1100,
-                            "End Line": 1133
+                            "Start Line": 3541,
+                            "End Line": 3624
                         },
                         {
-                            "Function Name": "ApplyDocumentsInfoChange",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 5,
+                            "Function Name": "sanitize_file_name",
+                            "Structural Impact": 24.7,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "29.4%",
-                            "Start Line": 1615,
-                            "End Line": 1646
+                            "Control Flow Ratio": "72.2%",
+                            "Start Line": 2034,
+                            "End Line": 2131
                         },
                         {
-                            "Function Name": "CheckAllowedSolutionChanges",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
+                            "Function Name": "wp_staticize_emoji_for_email",
+                            "Structural Impact": 22.7,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1653,
-                            "End Line": 1682
-                        },
-                        {
-                            "Function Name": "ScheduleTask",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 584,
-                            "End Line": 595
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 6112,
+                            "End Line": 6169
                         },
                         {
-                            "Function Name": "ProcessEventHandlerWorkQueueAsync",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 705,
-                            "End Line": 736
+                            "Function Name": "shortcode_unautop",
+                            "Structural Impact": 22.1,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 823,
+                            "End Line": 868
                         },
                         {
-                            "Function Name": "ScheduleTask",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 574,
-                            "End Line": 579
+                            "Function Name": "_wptexturize_pushpop_element",
+                            "Structural Impact": 21.9,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 390,
+                            "End Line": 428
                         },
                         {
-                            "Function Name": "Dispose",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 683,
-                            "End Line": 703
+                            "Function Name": "wp_specialchars_decode",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 1014,
+                            "End Line": 1086
                         },
                         {
-                            "Function Name": "SetCurrentSolutionEx",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
+                            "Function Name": "sanitize_email",
+                            "Structural Impact": 20.4,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 181,
-                            "End Line": 198
-                        },
-                        {
-                            "Function Name": "ProcessWorkQueueHelper",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 724,
-                            "End Line": 735
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-                        "Design Pascal Case": 6,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 10,
-                        "Design Long Vars": 6,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 26,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 22,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Microsoft.CodeAnalysis",
-                        "Microsoft.CodeAnalysis.Collections",
-                        "Microsoft.CodeAnalysis.Diagnostics",
-                        "Microsoft.CodeAnalysis.ErrorReporting",
-                        "Microsoft.CodeAnalysis.Host",
-                        "Microsoft.CodeAnalysis.Internal.Log",
-                        "Microsoft.CodeAnalysis.Options",
-                        "Microsoft.CodeAnalysis.PooledObjects",
-                        "Microsoft.CodeAnalysis.Shared.Extensions",
-                        "Microsoft.CodeAnalysis.Shared.TestHooks",
-                        "Microsoft.CodeAnalysis.Text",
-                        "Microsoft.CodeAnalysis.Threading",
-                        "Microsoft.CodeAnalysis.WorkspaceEventMap",
-                        "Roslyn.Utilities",
-                        "System",
-                        "System.Collections.Generic",
-                        "System.Collections.Immutable",
-                        "System.Diagnostics",
-                        "System.Diagnostics.CodeAnalysis",
-                        "System.Linq",
-                        "System.Threading",
-                        "System.Threading.Tasks"
-                    ]
-                }
-            }
-        },
-        "php/wordpress": {
-            "Directory Group Magnitude": 14227.96,
-            "File Count": 8,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "87.5%",
-                "Static: Literature & Documentation": "12.5%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "26.89%",
-                "Error & Exception Exposure": "73.79%",
-                "Tech Debt Exposure": "13.26%",
-                "Testing Exposure": "40.86%",
-                "API Exposure": "3.47%",
-                "Concurrency Exposure": "3.99%",
-                "State Flux Exposure": "78.56%",
-                "Commented Logic Exposure": "2.49%",
-                "Specification Exposure": "62.5%",
-                "Instability Exposure": "43.75%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "5.96%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "php/wordpress/license.txt": {
-                    "1. Artifact Identity": {
-                        "Filename": "license.txt",
-                        "Path": "php/wordpress/license.txt",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "php",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Prose Extension (.txt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -891.63,
-                        "Y": -107.19,
-                        "Z": -8286.76
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 385,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 309,
-                        "Structural Magnitude": 7.7,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 748,
+                        "Sequential Logic Declarations": 341,
+                        "Function Parameters": 128,
+                        "Function/Method Declarations": 120,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
+                        "Defensive Programming Constructs": 58,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 3,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 46,
+                        "State Mutations / Variable Reassignments": 2464,
+                        "Commented-out Code (Dead Logic)": 4,
+                        "Structured Documentation Blocks": 191,
+                        "Unit Test Assertions": 2,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Closures and Anonymous Functions": 3,
+                        "Global State Dependencies": 10,
+                        "Decorators and Annotations": 1,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Collection Iterators / Comprehensions": 17,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Authorship Metadata": 3,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 4,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Manual Memory Allocation": 4,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 22,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 986,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 2,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
+                        "Structural Tab Indentations": 2805,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
@@ -260487,8 +262883,8 @@
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 145,
+                        "Time Date Logic": 4,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -260497,9 +262893,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Core Var Decl": 7,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -260510,12 +262906,12 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 95,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "External Network & I/O Hooks": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 3,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 8,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -260529,17 +262925,111 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 93,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$content_type",
+                        "$email",
+                        "$filename",
+                        "$filename_raw",
+                        "$format = 'Y-m-d H:i:s' ) \n\t$datetime = date_create( $date_string",
+                        "$img",
+                        "$length = 35 ) \n\t$stripped  = str_replace( array( 'https://'",
+                        "$sanitized_email",
+                        "$text",
+                        "$url",
+                        "%2$s' )",
+                        "'%' characters will be replaced with a placeholder string",
+                        "''",
+                        "'' )",
+                        "'(' ) < substr_count( $url",
+                        "')' ) ) \n\t\t$suffix = strrchr( $url",
+                        "')' ) . $suffix",
+                        "'.png'",
+                        "'concatemoji' )",
+                        "'domain_no_periods'",
+                        "'domain_no_valid_subs'",
+                        "'domain_period_limits'",
+                        "'domain_period_sequence'",
+                        "'email_no_at'",
+                        "'http://'",
+                        "'https://s.w.org/images/core/emoji/17.0.2/72x72/'",
+                        "'local_invalid_chars'",
+                        "'sub_hyphen_limits'",
+                        "'sub_invalid_chars'",
+                        "'twemoji' )",
+                        "'wpemoji' )",
+                        "'www.' )",
+                        "( $quote_style & ENT_XML1 ) ? 'xml' : 'html'",
+                        ")",
+                        "* this prevents certain SQLi attacks from taking place. This change in behavior\n * may cause issues for code that expects the return value of esc_sql() to be usable\n * for other purposes.\n *\n * @since 2.8.0\n *\n * @global wpdb $wpdb WordPress database abstraction object.\n *\n * @param string|array $data Unescaped data.\n * @return string|array Escaped data",
+                        "/* translators: Used to join items in a list with only 2 items. */\n\t\t\t'between_only_two' => sprintf( __( '%1$s and %2$s' )",
+                        "/* translators: Used to join last two items in a list with more than 2 times. */\n\t\t\t'between_last_two' => sprintf( __( '%1$s",
+                        "/** This filter is documented in wp-includes/class-wp-scripts.php */\n\t\t\t'twemoji' => apply_filters( 'script_loader_src'",
+                        "//  5 characters: '1234 67890a' was too long.\n *         2 => '67890a cd '",
+                        "// 10 characters: '123456789 1234567890a' was too long.\n *         5 => '1234567890a '",
+                        "// 10 characters: '67890a cd 1234' was too long.\n *         3 => '1234   890 '",
+                        "// 11 characters: End of $text.\n *",
+                        "// 11 characters: Perfect split.\n *         1 => '1234 '",
+                        "// 11 characters: Perfect split.\n *         4 => '123456789 '",
+                        "// 11 characters: Perfect split.\n *         7 => '1 3 5 7 90 '",
+                        "// 12 characters: Too long",
+                        "10 ) ==\n *     array (\n *         0 => '1234 67890 '",
+                        "__( 'https://wordpress.org/documentation/article/customize-permalinks/#choosing-your-permalink-structure' )",
+                        "and %2$s' )",
+                        "and the UTF-8 nbsp.\n * This is designed to replace the PCRE \\s sequence. In ticket #22692",
+                        "array(\n\t\t\t'type' => 'module'",
+                        "array(\n\t\t\t/* translators: Used to join items in a list with more than 2 items. */\n\t\t\t'between'          => sprintf( __( '%1$s",
+                        "but no inner whitespace on which to split.\n *         6 => '   45678   '",
+                        "d for PHP < 5.4.0 because ENT_HTML401 flag is unavailable.\n\t\t */\n\t\t$text = wp_kses_normalize_entities( $text",
+                        "d or useful. One example\n * is preparing an array for use in an IN clause.\n *\n * NOTE: Since 4.8.3",
+                        "d to assist translators and then\n\t * removed before the array of strings reaches the filter.\n\t *\n\t * Please note: Ampersands and entities should be avoided here.\n\t *\n\t * @since 2.5.0\n\t *\n\t * @param array $delimiters An array of translated delimiters.\n\t */\n\t$l = apply_filters(\n\t\t'wp_sprintf_l'",
+                        "d when using custom permalinks. <a href=\"%s\">Learn more</a>' )",
+                        "false",
+                        "in UTC or GMT timezone.\n * @param string $format      The format string for the returned date. Default 'Y-m-d H:i:s'.\n * @return string Formatted version of the date",
+                        "in UTC.\n */\nfunction get_gmt_from_date( $date_string",
+                        "in the same type",
+                        "in the site's timezone.\n */\nfunction get_date_from_gmt( $date_string",
+                        "in the timezone of the site.\n * @param string $format      The format string for the returned date. Default 'Y-m-d H:i:s'.\n * @return string Formatted version of the date",
+                        "includes_url( \"js/twemoji.js?$version\" )",
+                        "includes_url( \"js/wp-emoji-release.min.js?$version\" )",
+                        "includes_url( \"js/wp-emoji.js?$version\" )",
+                        "nbsp entities",
+                        "new DateTimeZone( 'UTC' )",
+                        "new lines",
+                        "null",
+                        "parentheses in the URL only if paired.\n\twhile ( substr_count( $url",
+                        "s a date in the Y-m-d H:i:s format.\n * Default return format of 'Y-m-d H:i:s' can be overridden using the `$format` parameter.\n *\n * @since 1.2.0\n *\n * @param string $date_string The date to be converted",
+                        "s and returns a date in the Y-m-d H:i:s format.\n * Return format can be overridden using the $format parameter.\n *\n * @since 1.2.0\n *\n * @param string $date_string The date to be converted",
+                        "s its trailing delimiter.\n * Chunks longer than the goal are guaranteed to not have any inner whitespace.\n *\n * Joining the returned chunks with empty delimiters reconstructs the input string losslessly.\n *\n * Input string must have no null characters (or eventual transformations on output chunks must not care about null characters)\n *\n *     _split_str_by_whitespace( \"1234 67890 1234 67890a cd 1234   890 123456789 1234567890a    45678   1 3 5 7 90 \"",
+                        "s/class-wp-scripts.php */\n\t\t\t'concatemoji' => apply_filters( 'script_loader_src'",
+                        "s/class-wp-scripts.php */\n\t\t\t'wpemoji' => apply_filters( 'script_loader_src'",
+                        "s/formatting.php */\n\t\t\treturn apply_filters( 'is_email'",
+                        "s/formatting.php */\n\t\treturn apply_filters( 'is_email'",
+                        "s/formatting.php */\n\t\treturn apply_filters( 'sanitize_email'",
+                        "s/formatting.php */\n\t\treturn apply_filters( 'sanitize_file_name'",
+                        "s/formatting.php */\n\t$cdn_url = apply_filters( 'emoji_url'",
+                        "s/formatting.php */\n\t$ext = apply_filters( 'emoji_ext'",
+                        "s/formatting.php */\n\treturn apply_filters( 'is_email'",
+                        "s/formatting.php */\n\treturn apply_filters( 'sanitize_email'",
+                        "s/formatting.php from wp-admin/includes/misc.php and added $length param.\n *\n * @param string $url    URL to shorten.\n * @param int    $length Optional. Maximum length of the shortened URL. Default 35 characters.\n * @return string Shortened URL.\n */\nfunction url_shorten( $url",
+                        "s/pluggable.php */\n\t$content_type = apply_filters( 'wp_mail_content_type'",
+                        "s/post-template.php */\n\t\t$text = apply_filters( 'the_content'",
+                        "s_url( \"images/smilies/$img\" )",
+                        "s_url( $emoji_loader_script_path ) )",
+                        "site_url()",
+                        "tabs",
+                        "that\n * sequence was found to be unreliable due to random inclusion of the A0 byte.\n *\n * @since 4.0.0\n *\n * @return string The spaces regexp.\n */\nfunction wp_spaces_regexp() \n\tstatic $spaces = ''",
+                        "wp_timezone()"
+                    ]
                 },
-                "php/wordpress/admin-ajax.php": {
+                "php/wordpress/functions.php": {
                     "1. Artifact Identity": {
-                        "Filename": "admin-ajax.php",
-                        "Path": "php/wordpress/admin-ajax.php",
+                        "Filename": "functions.php",
+                        "Path": "php/wordpress/functions.php",
                         "Language": "Php",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Tabs",
@@ -260549,9 +263039,9 @@
                         "Identity Proof": "Single Indicator (Ext: .php)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -767.63,
-                        "Y": -297.18,
-                        "Z": -7142.13
+                        "X": -661.45,
+                        "Y": -224.26,
+                        "Z": -7722.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -260560,189 +263050,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 212,
-                        "Coding LOC": 147,
-                        "Documentation LOC": 41,
-                        "Structural Magnitude": 26.94,
-                        "Control Flow Ratio": "78.6%",
+                        "Total LOC": 9285,
+                        "Coding LOC": 4278,
+                        "Documentation LOC": 4024,
+                        "Structural Magnitude": 5421.76,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.197
+                        "Raw Cognitive Density": 1.038
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "4.94%",
-                        "Error & Exception Exposure": "53.77%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "51.22%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 11,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 9,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 9,
-                        "Unit Test Assertions": 1,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 113,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
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-                        "Concurrency Exposure": "0.0%",
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-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
-                        "Global Environment Mutation": 1,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 36,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "$query_vars['s']",
-                        "$search_columns",
-                        "$this",
-                        "&$this )",
-                        "'pillow -sofa' will\n\t *                                                   return posts containing 'pillow' but not 'sofa'. The\n\t *                                                   character used for exclusion can be modified using the\n\t *                                                   the 'wp_query_search_exclusion_prefix' filter.\n\t *     @type string[]        $search_columns         Array of column names to be searched. Accepts 'post_title'",
-                        "*                                                   'post_excerpt' and 'post_content'. Default empty array.\n\t *     @type int             $second                 Second of the minute. Default empty. Accepts numbers 0-59.\n\t *     @type bool            $sentence               Whether to search by phrase. Default false.\n\t *     @type bool            $suppress_filters       Whether to suppress filters. Default false.\n\t *     @type string          $tag                    Tag slug. Comma-separated (either)",
-                        "*                                    or null to allow WP to run its normal queries.\n\t\t * @param WP_Query             $query The WP_Query instance (passed by reference).\n\t\t */\n\t\t$this->posts = apply_filters_ref_array( 'posts_pre_query'",
-                        "* and custom taxonomy based archives.\n\t *\n\t * @since 3.1.0\n\t *\n\t * @see WP_Query::is_category()\n\t * @see WP_Query::is_tag()\n\t * @see WP_Query::is_author()\n\t * @see WP_Query::is_date()\n\t * @see WP_Query::is_post_type_archive()\n\t * @see WP_Query::is_tax()\n\t *\n\t * @return bool Whether the query is for an existing archive page.\n\t */\n\tpublic function is_archive() \n\t\treturn (bool) $this->is_archive",
-                        "* passed to the filter by reference. If WP_Query does not perform a database\n\t\t * query",
-                        "Plus-separated (all).\n\t *     @type int[]           $tag__and               An array of tag IDs (AND in).\n\t *     @type int[]           $tag__in                An array of tag IDs (OR in).\n\t *     @type int[]           $tag__not_in            An array of tag IDs (NOT in).\n\t *     @type int             $tag_id                 Tag id or comma-separated list of IDs.\n\t *     @type string[]        $tag_slug__and          An array of tag slugs (AND in).\n\t *     @type string[]        $tag_slug__in           An array of tag slugs (OR in). unless 'ignore_sticky_posts' is\n\t *                                                   true. Note: a string of comma-separated IDs will NOT work.\n\t *     @type array           $tax_query              An associative array of WP_Tax_Query arguments.\n\t *                                                   See WP_Tax_Query::__construct().\n\t *     @type string          $title                  Post title.\n\t *     @type bool            $update_post_meta_cache Whether to update the post meta cache. Default true.\n\t *     @type bool            $update_post_term_cache Whether to update the post term cache. Default true.\n\t *     @type bool            $update_menu_item_cache Whether to update the menu item cache. Default false.\n\t *     @type bool            $lazy_load_term_meta    Whether to lazy-load term meta. Setting to false will\n\t *                                                   disable cache priming for term meta",
-                        "_children' => false",
-                        "_children' => true",
-                        "array( \"WHERE comment_post_ID = '$this->posts[0]->ID' AND comment_approved = '1'\"",
-                        "array( ''",
-                        "array( 'LIMIT ' . get_option( 'posts_per_rss' )",
-                        "array( 'comment_date_gmt DESC'",
-                        "array( null",
-                        "author",
-                        "category",
-                        "custom post type",
-                        "d by default.\n\t\t *\n\t\t * @since 6.2.0\n\t\t *\n\t\t * @param string[] $search_columns Array of column names to be searched.\n\t\t * @param string   $search         Text being searched.\n\t\t * @param WP_Query $query          The current WP_Query instance.\n\t\t */\n\t\t$search_columns = (array) apply_filters( 'post_search_columns'",
-                        "d.\n\t *     @type int[]           $post__not_in           An array of post IDs not to retrieve. Note: a string of comma-\n\t *                                                   separated IDs will NOT work.\n\t *     @type string          $post_mime_type         The mime type of the post. Used for 'attachment' post_type.\n\t *     @type string[]        $post_name__in          An array of post slugs that results must match.\n\t *     @type int             $post_parent            Page ID to retrieve child pages for. Use 0 to only retrieve\n\t *                                                   top-level pages.\n\t *     @type int[]           $post_parent__in        An array containing parent page IDs to query child pages from.\n\t *     @type int[]           $post_parent__not_in    An array containing parent page IDs not to query child pages from.\n\t *     @type string|string[] $post_type              A post type slug (string) or array of post type slugs.\n\t *                                                   Default 'any' if using 'tax_query'.\n\t *     @type string|string[] $post_status            A post status (string) or array of post statuses.\n\t *     @type int             $posts_per_page         The number of posts to query for. Use -1 to request all posts.\n\t *     @type int             $posts_per_archive_page The number of posts to query for by archive page. Overrides\n\t *                                                   'posts_per_page' when is_archive()",
-                        "date",
-                        "false",
-                        "filenames or not.\n\t\t *\n\t\t * @since 6.0.3\n\t\t *\n\t\t * @param bool $allow_query_attachment_by_filename Whether or not to include filenames.\n\t\t */\n\t\t$this->allow_query_attachment_by_filename = apply_filters( 'wp_allow_query_attachment_by_filename'",
-                        "filenames or not.\n\t *\n\t * @since 6.0.3\n\t * @var bool\n\t */\n\tprotected $allow_query_attachment_by_filename = false",
-                        "it will not have enough information to generate these values itself.\n\t\t *\n\t\t * @since 4.6.0\n\t\t *\n\t\t * @param WP_Post[]|int[]|null $posts Return an array of post data to short-circuit WP's query",
-                        "or is_search() are true.\n\t *     @type string          $s                      Search keyword(s). Prepending a term with a hyphen will\n\t *                                                   exclude posts matching that term. Eg",
-                        "pagination information are encouraged to set\n\t\t * the `found_posts` and `max_num_pages` properties of the WP_Query object",
-                        "s/class-wp-query.php */\n\t\t\t$cgroupby = apply_filters_ref_array( 'comment_feed_groupby'",
-                        "s/class-wp-query.php */\n\t\t\t$cjoin = apply_filters_ref_array( 'comment_feed_join'",
-                        "s/class-wp-query.php */\n\t\t\t$climits = apply_filters_ref_array( 'comment_feed_limits'",
-                        "s/class-wp-query.php */\n\t\t\t$corderby = apply_filters_ref_array( 'comment_feed_orderby'",
-                        "s/class-wp-query.php */\n\t\t\t$cwhere = apply_filters_ref_array( 'comment_feed_where'",
-                        "so that each\n\t *                                                   get_term_meta() call will hit the database.\n\t *                                                   Defaults to the value of `$update_post_term_cache`.\n\t *     @type int             $w                      The week number of the year. Default empty. Accepts numbers 1-53.\n\t *     @type int             $year                   The four-digit year. Default empty. Accepts any four-digit year.\n\t * \n\t */\n\tpublic function parse_query( $query = '' ) \n\t\tif ( ! empty( $query ) ) \n\t\t\t$this->init(",
-                        "tag"
-                    ]
-                },
-                "php/wordpress/formatting.php": {
-                    "1. Artifact Identity": {
-                        "Filename": "formatting.php",
-                        "Path": "php/wordpress/formatting.php",
-                        "Language": "Php",
-                        "Architect": "bmorel at ssi dot fr (modified)",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "php",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .php)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -956.37,
-                        "Y": -177.82,
-                        "Z": -7355.55
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 6297,
-                        "Coding LOC": 3048,
-                        "Documentation LOC": 2655,
-                        "Structural Magnitude": 4183.36,
-                        "Control Flow Ratio": "68.7%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.357
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "45.95%",
-                        "Error & Exception Exposure": "98.99%",
-                        "Tech Debt Exposure": "9.5%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "8.8%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.01%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "sanitize_option",
-                            "Structural Impact": 249.4,
-                            "Lines of Code (LOC)": 276,
-                            "Control Flow Branches": 135,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "97.8%",
-                            "Start Line": 4841,
-                            "End Line": 5116
+                            "Function Name": "_jsonp_wp_die_handler",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4153,
+                            "End Line": 4185
                         },
                         {
-                            "Function Name": "wptexturize",
-                            "Structural Impact": 132.9,
-                            "Lines of Code (LOC)": 268,
-                            "Control Flow Branches": 68,
+                            "Function Name": "_wp_check_existing_file_names",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "93.2%",
-                            "Start Line": 36,
-                            "End Line": 303
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2846,
+                            "End Line": 2868
                         },
                         {
-                            "Function Name": "wpautop",
-                            "Structural Impact": 61.7,
-                            "Lines of Code (LOC)": 160,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 445,
-                            "End Line": 604
+                            "Function Name": "get_temp_dir",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "56.2%",
+                            "Start Line": 2234,
+                            "End Line": 2262
                         },
                         {
-                            "Function Name": "esc_url",
-                            "Structural Impact": 59.0,
-                            "Lines of Code (LOC)": 100,
-                            "Control Flow Branches": 26,
+                            "Function Name": "_json_wp_die_handler",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "83.9%",
-                            "Start Line": 4479,
-                            "End Line": 4578
-                        },
-                        {
-                            "Function Name": "wptexturize_primes",
-                            "Structural Impact": 51.8,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "86.4%",
-                            "Start Line": 319,
-                            "End Line": 374
-                        },
-                        {
-                            "Function Name": "force_balance_tags",
-                            "Structural Impact": 51.4,
-                            "Lines of Code (LOC)": 151,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "93.8%",
-                            "Start Line": 2590,
-                            "End Line": 2740
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4111,
+                            "End Line": 4139
                         },
                         {
-                            "Function Name": "make_clickable",
-                            "Structural Impact": 47.6,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 3075,
-                            "End Line": 3149
+                            "Function Name": "current_time",
+                            "Structural Impact": 11.1,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 77,
+                            "End Line": 91
                         },
                         {
-                            "Function Name": "human_time_diff",
-                            "Structural Impact": 39.9,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 20,
+                            "Function Name": "wp_parse_args",
+                            "Structural Impact": 11.1,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 3870,
-                            "End Line": 3939
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 4953,
+                            "End Line": 4966
                         },
                         {
-                            "Function Name": "utf8_uri_encode",
-                            "Structural Impact": 36.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 16,
+                            "Function Name": "_wp_check_alternate_file_names",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 1159,
-                            "End Line": 1212
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 2822,
+                            "End Line": 2834
                         },
                         {
-                            "Function Name": "wp_staticize_emoji",
-                            "Structural Impact": 35.4,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.4%",
-                            "Start Line": 6017,
-                            "End Line": 6102
+                            "Function Name": "status_header",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1457,
+                            "End Line": 1486
                         },
                         {
-                            "Function Name": "remove_accents",
-                            "Structural Impact": 31.5,
-                            "Lines of Code (LOC)": 408,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1610,
-                            "End Line": 2017
+                            "Function Name": "get_status_header_desc",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1363,
+                            "End Line": 1443
                         },
                         {
-                            "Function Name": "_wp_specialchars",
-                            "Structural Impact": 29.3,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 11,
+                            "Function Name": "wp_checkdate",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 944,
-                            "End Line": 992
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 7429,
+                            "End Line": 7444
                         },
                         {
-                            "Function Name": "wp_sprintf",
-                            "Structural Impact": 27.5,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 13,
+                            "Function Name": "wp_check_filetype",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 5234,
-                            "End Line": 5298
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 3056,
+                            "End Line": 3073
                         },
                         {
-                            "Function Name": "is_email",
-                            "Structural Impact": 25.0,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 11,
+                            "Function Name": "wp_is_uuid",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3541,
-                            "End Line": 3624
-                        },
-                        {
-                            "Function Name": "sanitize_file_name",
-                            "Structural Impact": 24.7,
-                            "Lines of Code (LOC)": 98,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.2%",
-                            "Start Line": 2034,
-                            "End Line": 2131
+                            "Start Line": 8026,
+                            "End Line": 8043
                         },
                         {
-                            "Function Name": "wp_staticize_emoji_for_email",
-                            "Structural Impact": 22.7,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 13,
+                            "Function Name": "_wp_json_convert_string",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 6112,
-                            "End Line": 6169
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 4481,
+                            "End Line": 4497
                         },
                         {
-                            "Function Name": "shortcode_unautop",
-                            "Structural Impact": 22.1,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 13,
+                            "Function Name": "_mce_set_direction",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 823,
-                            "End Line": 868
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 4772,
+                            "End Line": 4787
                         },
                         {
-                            "Function Name": "_wptexturize_pushpop_element",
-                            "Structural Impact": 21.9,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 9,
+                            "Function Name": "_xml_wp_die_handler",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 390,
-                            "End Line": 428
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4231,
+                            "End Line": 4251
                         },
                         {
-                            "Function Name": "wp_specialchars_decode",
-                            "Structural Impact": 21.0,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 1014,
-                            "End Line": 1086
+                            "Function Name": "_xmlrpc_wp_die_handler",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 4201,
+                            "End Line": 4217
                         },
                         {
-                            "Function Name": "sanitize_email",
-                            "Structural Impact": 20.4,
-                            "Lines of Code (LOC)": 97,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3759,
-                            "End Line": 3855
+                            "Function Name": "wp_json_encode",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 4387,
+                            "End Line": 4402
                         },
                         {
-                            "Function Name": "wp_replace_in_html_tags",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 9,
+                            "Function Name": "size_format",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 756,
-                            "End Line": 796
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 466,
+                            "End Line": 500
                         },
                         {
-                            "Function Name": "convert_smilies",
-                            "Structural Impact": 19.3,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 3482,
-                            "End Line": 3528
+                            "Function Name": "_scalar_wp_die_handler",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4266,
+                            "End Line": 4279
                         },
                         {
-                            "Function Name": "seems_utf8",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 11,
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-                            "Start Line": 2758,
-                            "End Line": 2771
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-                        {
-                            "Function Name": "wp_enqueue_emoji_styles",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5859,
-                            "End Line": 5883
-                        },
-                        {
-                            "Function Name": "_deep_replace",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4425,
-                            "End Line": 4434
-                        },
-                        {
-                            "Function Name": "get_gmt_from_date",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 3669,
-                            "End Line": 3677
-                        },
-                        {
-                            "Function Name": "get_date_from_gmt",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 3691,
-                            "End Line": 3699
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-                        {
-                            "Function Name": "url_shorten",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 6208,
-                            "End Line": 6216
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-                        {
-                            "Function Name": "sanitize_key",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2189,
-                            "End Line": 2206
-                        },
-                        {
-                            "Function Name": "wp_rel_nofollow",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 3258,
-                            "End Line": 3269
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-                        {
-                            "Function Name": "wp_rel_ugc",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 3292,
-                            "End Line": 3303
-                        },
-                        {
-                            "Function Name": "htmlentities2",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4631,
-                            "End Line": 4637
-                        },
-                        {
-                            "Function Name": "maybe_hash_hex_color",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 6278,
-                            "End Line": 6285
-                        },
-                        {
-                            "Function Name": "wp_pre_kses_less_than_callback",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 5189,
-                            "End Line": 5194
-                        },
-                        {
-                            "Function Name": "_links_add_target",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 5479,
-                            "End Line": 5484
-                        },
-                        {
-                            "Function Name": "stripslashes_from_strings_only",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2862,
-                            "End Line": 2864
-                        },
-                        {
-                            "Function Name": "wp_spaces_regexp",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 5832,
-                            "End Line": 5852
-                        },
-                        {
-                            "Function Name": "wp_pre_kses_block_attributes",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5209,
-                            "End Line": 5219
-                        },
-                        {
-                            "Function Name": "wp_parse_str",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5154,
-                            "End Line": 5165
-                        },
-                        {
-                            "Function Name": "esc_html",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4679,
-                            "End Line": 4694
-                        },
-                        {
-                            "Function Name": "esc_attr",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4704,
-                            "End Line": 4719
-                        },
-                        {
-                            "Function Name": "sanitize_locale_name",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2466,
-                            "End Line": 2479
-                        },
-                        {
-                            "Function Name": "sanitize_text_field",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5570,
-                            "End Line": 5582
-                        },
-                        {
-                            "Function Name": "sanitize_textarea_field",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5598,
-                            "End Line": 5610
-                        },
-                        {
-                            "Function Name": "esc_textarea",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4729,
-                            "End Line": 4740
-                        },
-                        {
-                            "Function Name": "tag_escape",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4798,
-                            "End Line": 4809
-                        },
-                        {
-                            "Function Name": "sanitize_mime_type",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5714,
-                            "End Line": 5725
-                        },
-                        {
-                            "Function Name": "zeroise",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2790,
-                            "End Line": 2792
-                        },
-                        {
-                            "Function Name": "esc_url_raw",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4597,
-                            "End Line": 4599
-                        },
-                        {
-                            "Function Name": "sanitize_url",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4617,
-                            "End Line": 4619
-                        },
-                        {
-                            "Function Name": "wp_basename",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5672,
-                            "End Line": 5674
-                        },
-                        {
-                            "Function Name": "_make_email_clickable_cb",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3018,
-                            "End Line": 3022
-                        },
-                        {
-                            "Function Name": "normalize_whitespace",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5494,
-                            "End Line": 5499
-                        },
-                        {
-                            "Function Name": "_wp_emoji_list",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6183,
-                            "End Line": 6187
-                        },
-                        {
-                            "Function Name": "wp_html_split",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 614,
-                            "End Line": 616
-                        },
-                        {
-                            "Function Name": "_autop_newline_preservation_helper",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 807,
-                            "End Line": 809
-                        },
-                        {
-                            "Function Name": "sanitize_title_for_query",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2261,
-                            "End Line": 2263
-                        },
-                        {
-                            "Function Name": "trailingslashit",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2823,
-                            "End Line": 2825
-                        },
-                        {
-                            "Function Name": "untrailingslashit",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2838,
-                            "End Line": 2840
-                        },
-                        {
-                            "Function Name": "stripslashes_deep",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2850,
-                            "End Line": 2852
-                        },
-                        {
-                            "Function Name": "urlencode_deep",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2874,
-                            "End Line": 2876
-                        },
-                        {
-                            "Function Name": "rawurlencode_deep",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2886,
-                            "End Line": 2888
-                        },
-                        {
-                            "Function Name": "urldecode_deep",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2898,
-                            "End Line": 2900
-                        },
-                        {
-                            "Function Name": "wp_rel_nofollow_callback",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3280,
-                            "End Line": 3282
-                        },
-                        {
-                            "Function Name": "_wp_iso_convert",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3653,
-                            "End Line": 3655
-                        },
-                        {
-                            "Function Name": "esc_sql",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4455,
-                            "End Line": 4458
-                        },
-                        {
-                            "Function Name": "wp_unslash",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5793,
-                            "End Line": 5795
-                        },
-                        {
-                            "Function Name": "wp_init_targeted_link_rel_filters",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3407,
-                            "End Line": 3409
-                        },
-                        {
-                            "Function Name": "wp_remove_targeted_link_rel_filters",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3417,
-                            "End Line": 3419
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 748,
-                        "Sequential Logic Declarations": 341,
-                        "Function Parameters": 128,
-                        "Function/Method Declarations": 120,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 58,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 3,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 46,
-                        "State Mutations / Variable Reassignments": 2464,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 191,
-                        "Unit Test Assertions": 2,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 3,
-                        "Global State Dependencies": 10,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 17,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 3,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 4,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 4,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 22,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 986,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 2,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2805,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 145,
-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
-                        "Design Camel Case": 1,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 95,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
-                        "Dynamic Code Execution (Eval/Exec)": 3,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 8,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 93,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
-                    },
-                    "9. Extracted Dependencies": [
-                        "$content_type",
-                        "$email",
-                        "$filename",
-                        "$filename_raw",
-                        "$format = 'Y-m-d H:i:s' ) \n\t$datetime = date_create( $date_string",
-                        "$img",
-                        "$length = 35 ) \n\t$stripped  = str_replace( array( 'https://'",
-                        "$sanitized_email",
-                        "$text",
-                        "$url",
-                        "%2$s' )",
-                        "'%' characters will be replaced with a placeholder string",
-                        "''",
-                        "'' )",
-                        "'(' ) < substr_count( $url",
-                        "')' ) ) \n\t\t$suffix = strrchr( $url",
-                        "')' ) . $suffix",
-                        "'.png'",
-                        "'concatemoji' )",
-                        "'domain_no_periods'",
-                        "'domain_no_valid_subs'",
-                        "'domain_period_limits'",
-                        "'domain_period_sequence'",
-                        "'email_no_at'",
-                        "'http://'",
-                        "'https://s.w.org/images/core/emoji/17.0.2/72x72/'",
-                        "'local_invalid_chars'",
-                        "'sub_hyphen_limits'",
-                        "'sub_invalid_chars'",
-                        "'twemoji' )",
-                        "'wpemoji' )",
-                        "'www.' )",
-                        "( $quote_style & ENT_XML1 ) ? 'xml' : 'html'",
-                        ")",
-                        "* this prevents certain SQLi attacks from taking place. This change in behavior\n * may cause issues for code that expects the return value of esc_sql() to be usable\n * for other purposes.\n *\n * @since 2.8.0\n *\n * @global wpdb $wpdb WordPress database abstraction object.\n *\n * @param string|array $data Unescaped data.\n * @return string|array Escaped data",
-                        "/* translators: Used to join items in a list with only 2 items. */\n\t\t\t'between_only_two' => sprintf( __( '%1$s and %2$s' )",
-                        "/* translators: Used to join last two items in a list with more than 2 times. */\n\t\t\t'between_last_two' => sprintf( __( '%1$s",
-                        "/** This filter is documented in wp-includes/class-wp-scripts.php */\n\t\t\t'twemoji' => apply_filters( 'script_loader_src'",
-                        "//  5 characters: '1234 67890a' was too long.\n *         2 => '67890a cd '",
-                        "// 10 characters: '123456789 1234567890a' was too long.\n *         5 => '1234567890a '",
-                        "// 10 characters: '67890a cd 1234' was too long.\n *         3 => '1234   890 '",
-                        "// 11 characters: End of $text.\n *",
-                        "// 11 characters: Perfect split.\n *         1 => '1234 '",
-                        "// 11 characters: Perfect split.\n *         4 => '123456789 '",
-                        "// 11 characters: Perfect split.\n *         7 => '1 3 5 7 90 '",
-                        "// 12 characters: Too long",
-                        "10 ) ==\n *     array (\n *         0 => '1234 67890 '",
-                        "__( 'https://wordpress.org/documentation/article/customize-permalinks/#choosing-your-permalink-structure' )",
-                        "and %2$s' )",
-                        "and the UTF-8 nbsp.\n * This is designed to replace the PCRE \\s sequence. In ticket #22692",
-                        "array(\n\t\t\t'type' => 'module'",
-                        "array(\n\t\t\t/* translators: Used to join items in a list with more than 2 items. */\n\t\t\t'between'          => sprintf( __( '%1$s",
-                        "but no inner whitespace on which to split.\n *         6 => '   45678   '",
-                        "d for PHP < 5.4.0 because ENT_HTML401 flag is unavailable.\n\t\t */\n\t\t$text = wp_kses_normalize_entities( $text",
-                        "d or useful. One example\n * is preparing an array for use in an IN clause.\n *\n * NOTE: Since 4.8.3",
-                        "d to assist translators and then\n\t * removed before the array of strings reaches the filter.\n\t *\n\t * Please note: Ampersands and entities should be avoided here.\n\t *\n\t * @since 2.5.0\n\t *\n\t * @param array $delimiters An array of translated delimiters.\n\t */\n\t$l = apply_filters(\n\t\t'wp_sprintf_l'",
-                        "d when using custom permalinks. <a href=\"%s\">Learn more</a>' )",
-                        "false",
-                        "in UTC or GMT timezone.\n * @param string $format      The format string for the returned date. Default 'Y-m-d H:i:s'.\n * @return string Formatted version of the date",
-                        "in UTC.\n */\nfunction get_gmt_from_date( $date_string",
-                        "in the same type",
-                        "in the site's timezone.\n */\nfunction get_date_from_gmt( $date_string",
-                        "in the timezone of the site.\n * @param string $format      The format string for the returned date. Default 'Y-m-d H:i:s'.\n * @return string Formatted version of the date",
-                        "includes_url( \"js/twemoji.js?$version\" )",
-                        "includes_url( \"js/wp-emoji-release.min.js?$version\" )",
-                        "includes_url( \"js/wp-emoji.js?$version\" )",
-                        "nbsp entities",
-                        "new DateTimeZone( 'UTC' )",
-                        "new lines",
-                        "null",
-                        "parentheses in the URL only if paired.\n\twhile ( substr_count( $url",
-                        "s a date in the Y-m-d H:i:s format.\n * Default return format of 'Y-m-d H:i:s' can be overridden using the `$format` parameter.\n *\n * @since 1.2.0\n *\n * @param string $date_string The date to be converted",
-                        "s and returns a date in the Y-m-d H:i:s format.\n * Return format can be overridden using the $format parameter.\n *\n * @since 1.2.0\n *\n * @param string $date_string The date to be converted",
-                        "s its trailing delimiter.\n * Chunks longer than the goal are guaranteed to not have any inner whitespace.\n *\n * Joining the returned chunks with empty delimiters reconstructs the input string losslessly.\n *\n * Input string must have no null characters (or eventual transformations on output chunks must not care about null characters)\n *\n *     _split_str_by_whitespace( \"1234 67890 1234 67890a cd 1234   890 123456789 1234567890a    45678   1 3 5 7 90 \"",
-                        "s/class-wp-scripts.php */\n\t\t\t'concatemoji' => apply_filters( 'script_loader_src'",
-                        "s/class-wp-scripts.php */\n\t\t\t'wpemoji' => apply_filters( 'script_loader_src'",
-                        "s/formatting.php */\n\t\t\treturn apply_filters( 'is_email'",
-                        "s/formatting.php */\n\t\treturn apply_filters( 'is_email'",
-                        "s/formatting.php */\n\t\treturn apply_filters( 'sanitize_email'",
-                        "s/formatting.php */\n\t\treturn apply_filters( 'sanitize_file_name'",
-                        "s/formatting.php */\n\t$cdn_url = apply_filters( 'emoji_url'",
-                        "s/formatting.php */\n\t$ext = apply_filters( 'emoji_ext'",
-                        "s/formatting.php */\n\treturn apply_filters( 'is_email'",
-                        "s/formatting.php */\n\treturn apply_filters( 'sanitize_email'",
-                        "s/formatting.php from wp-admin/includes/misc.php and added $length param.\n *\n * @param string $url    URL to shorten.\n * @param int    $length Optional. Maximum length of the shortened URL. Default 35 characters.\n * @return string Shortened URL.\n */\nfunction url_shorten( $url",
-                        "s/pluggable.php */\n\t$content_type = apply_filters( 'wp_mail_content_type'",
-                        "s/post-template.php */\n\t\t$text = apply_filters( 'the_content'",
-                        "s_url( \"images/smilies/$img\" )",
-                        "s_url( $emoji_loader_script_path ) )",
-                        "site_url()",
-                        "tabs",
-                        "that\n * sequence was found to be unreliable due to random inclusion of the A0 byte.\n *\n * @since 4.0.0\n *\n * @return string The spaces regexp.\n */\nfunction wp_spaces_regexp() \n\tstatic $spaces = ''",
-                        "wp_timezone()"
-                    ]
-                },
-                "php/wordpress/functions.php": {
-                    "1. Artifact Identity": {
-                        "Filename": "functions.php",
-                        "Path": "php/wordpress/functions.php",
-                        "Language": "Php",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "php",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .php)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -661.45,
-                        "Y": -224.26,
-                        "Z": -7722.4
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-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 9285,
-                        "Coding LOC": 4278,
-                        "Documentation LOC": 4024,
-                        "Structural Magnitude": 5423.76,
-                        "Control Flow Ratio": "62.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.038
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "38.01%",
-                        "Error & Exception Exposure": "97.22%",
-                        "Tech Debt Exposure": "81.98%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.6%",
-                        "Concurrency Exposure": "19.12%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.92%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Function Name": "wp_unique_filename",
-                            "Structural Impact": 88.2,
-                            "Lines of Code (LOC)": 245,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "90.2%",
-                            "Start Line": 2565,
-                            "End Line": 2809
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-                        {
-                            "Function Name": "wp_timezone_choice",
-                            "Structural Impact": 75.3,
-                            "Lines of Code (LOC)": 189,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 2,
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-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 3100,
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-                            "Control Flow Branches": 25,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "86.2%",
-                            "Start Line": 4298,
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-                            "Start Line": 887,
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-                            "Function Name": "is_serialized",
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-                            "Control Flow Ratio": "65.0%",
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-                            "Input Parameters": 1,
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-                            "Start Line": 3344,
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.6%",
-                            "Start Line": 2443,
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-                            "Function Name": "wp_die",
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-                            "Lines of Code (LOC)": 72,
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-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 3781,
-                            "End Line": 3852
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-                        {
-                            "Function Name": "wp_maybe_decline_date",
-                            "Structural Impact": 38.3,
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-                            "Control Flow Ratio": "73.1%",
-                            "Start Line": 337,
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-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.4%",
-                            "Start Line": 4419,
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-                            "Function Name": "_http_build_query",
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-                            "Control Flow Branches": 13,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 1063,
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-                            "Function Name": "wp_raise_memory_limit",
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-                            "Lines of Code (LOC)": 108,
-                            "Control Flow Branches": 20,
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-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 7872,
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-                            "Control Flow Ratio": "68.0%",
-                            "Start Line": 8285,
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-                        {
-                            "Function Name": "wp_upload_bits",
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-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2900,
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-                        {
-                            "Function Name": "wp_get_admin_notice",
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-                            "Control Flow Branches": 16,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 9071,
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-                            "Function Name": "wp_debug_backtrace_summary",
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-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "45.2%",
-                            "Start Line": 7271,
-                            "End Line": 7311
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-                        {
-                            "Function Name": "wp_privacy_anonymize_data",
-                            "Structural Impact": 29.7,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 8358,
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-                            "Function Name": "_deprecated_constructor",
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-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "70.6%",
-                            "Start Line": 5624,
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-                        {
-                            "Function Name": "wp_find_hierarchy_loop_tortoise_hare",
-                            "Structural Impact": 28.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 7144,
-                            "End Line": 7174
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-                            "Function Name": "_wp_array_get",
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-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 5086,
-                            "End Line": 5125
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-                        {
-                            "Function Name": "_wp_timezone_choice_usort_callback",
-                            "Structural Impact": 26.5,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "52.0%",
-                            "Start Line": 6604,
-                            "End Line": 6649
-                        },
-                        {
-                            "Function Name": "get_file_data",
-                            "Structural Impact": 25.9,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 6938,
-                            "End Line": 6976
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-                        {
-                            "Function Name": "human_readable_duration",
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-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 511,
-                            "End Line": 570
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-                            "Function Name": "_deprecated_file",
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-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 5787,
-                            "End Line": 5847
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-                        {
-                            "Function Name": "wp_mkdir_p",
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-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "73.7%",
-                            "Start Line": 2042,
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-                        {
-                            "Function Name": "is_blog_installed",
-                            "Structural Impact": 24.2,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "76.0%",
-                            "Start Line": 1772,
-                            "End Line": 1855
-                        },
-                        {
-                            "Function Name": "_wp_array_set",
-                            "Structural Impact": 23.9,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 5156,
-                            "End Line": 5194
-                        },
-                        {
-                            "Function Name": "smilies_init",
-                            "Structural Impact": 23.4,
-                            "Lines of Code (LOC)": 109,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "81.0%",
-                            "Start Line": 4829,
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-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 2380,
-                            "End Line": 2432
-                        },
-                        {
-                            "Function Name": "_doing_it_wrong",
-                            "Structural Impact": 21.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 6014,
-                            "End Line": 6078
-                        },
-                        {
-                            "Function Name": "_wp_to_kebab_case",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 5223,
-                            "End Line": 5272
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-                        {
-                            "Function Name": "_deprecated_function",
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-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 5545,
-                            "End Line": 5602
-                        },
-                        {
-                            "Function Name": "_deprecated_class",
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-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 5708,
-                            "End Line": 5765
-                        },
-                        {
-                            "Function Name": "_deprecated_argument",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 5875,
-                            "End Line": 5932
-                        },
-                        {
-                            "Function Name": "validate_file",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 6274,
-                            "End Line": 6310
-                        },
-                        {
-                            "Function Name": "clean_dirsize_cache",
-                            "Structural Impact": 17.9,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 8919,
-                            "End Line": 8965
-                        },
-                        {
-                            "Function Name": "date_i18n",
-                            "Structural Impact": 16.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 178,
-                            "End Line": 222
-                        },
-                        {
-                            "Function Name": "wp_extract_urls",
-                            "Structural Impact": 15.7,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 835,
-                            "End Line": 866
-                        },
-                        {
-                            "Function Name": "_deprecated_hook",
-                            "Structural Impact": 15.6,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5954,
-                            "End Line": 5997
-                        },
-                        {
-                            "Function Name": "apache_mod_loaded",
-                            "Structural Impact": 15.5,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 6190,
-                            "End Line": 6221
-                        },
-                        {
-                            "Function Name": "wp_scheduled_delete",
-                            "Structural Impact": 15.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 6876,
-                            "End Line": 6916
-                        },
-                        {
-                            "Function Name": "wp_delete_file_from_directory",
-                            "Structural Impact": 15.0,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 7778,
-                            "End Line": 7800
-                        },
-                        {
-                            "Function Name": "wp_guess_url",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 6342,
-                            "End Line": 6379
-                        },
-                        {
-                            "Function Name": "_wp_mysql_week",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 7083,
-                            "End Line": 7098
-                        },
-                        {
-                            "Function Name": "path_is_absolute",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 2119,
-                            "End Line": 2147
-                        },
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@@ -267234,7 +267234,7 @@
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                         "Documentation LOC": 172,
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@@ -267247,14 +267247,14 @@
                         "Error & Exception Exposure": "97.59%",
                         "Tech Debt Exposure": "50.5%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "Identity Proof": "Metadata Anchor (Makefile.PL)"
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                         "Identity Proof": "Single Indicator (Ext: .pm)"
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@@ -271146,7 +271146,7 @@
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                         "Identity Proof": "Single Indicator (Ext: .go)"
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@@ -280018,7 +280018,7 @@
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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@@ -285839,14 +285839,14 @@
                         "Error & Exception Exposure": "96.1%",
                         "Tech Debt Exposure": "50.96%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "27.16%",
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@@ -288525,7 +288525,7 @@
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@@ -288538,14 +288538,14 @@
                         "Error & Exception Exposure": "90.95%",
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                         "Testing Exposure": "80.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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@@ -297337,7 +297337,7 @@
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-                "API Exposure": "1.17%",
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                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "5.42%",
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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@@ -297385,7 +297385,7 @@
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                         "Documentation LOC": 34,
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@@ -297398,14 +297398,14 @@
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                         "State Mutations / Variable Reassignments": 45,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -297601,9 +297601,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7146.92,
+                        "X": 7146.87,
                         "Y": 198.56,
-                        "Z": 1799.39
+                        "Z": 1799.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -297615,7 +297615,7 @@
                         "Total LOC": 179,
                         "Coding LOC": 129,
                         "Documentation LOC": 34,
-                        "Structural Magnitude": 104.28,
+                        "Structural Magnitude": 103.28,
                         "Control Flow Ratio": "60.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -297628,14 +297628,14 @@
                         "Error & Exception Exposure": "73.24%",
                         "Tech Debt Exposure": "92.68%",
                         "Testing Exposure": "2.5%",
-                        "API Exposure": "2.67%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -297711,7 +297711,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 8,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 45,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -297821,9 +297821,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6855.16,
-                        "Y": 99.95,
-                        "Z": 366.2
+                        "X": 6855.13,
+                        "Y": 99.96,
+                        "Z": 366.3
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -297835,7 +297835,7 @@
                         "Total LOC": 179,
                         "Coding LOC": 130,
                         "Documentation LOC": 33,
-                        "Structural Magnitude": 104.3,
+                        "Structural Magnitude": 103.3,
                         "Control Flow Ratio": "59.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -297848,14 +297848,14 @@
                         "Error & Exception Exposure": "73.11%",
                         "Tech Debt Exposure": "92.41%",
                         "Testing Exposure": "2.5%",
-                        "API Exposure": "2.67%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -297931,7 +297931,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 8,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 45,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -298041,7 +298041,7 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7260.77,
+                        "X": 7260.74,
                         "Y": 130.94,
                         "Z": 1527.63
                     },
@@ -298055,7 +298055,7 @@
                         "Total LOC": 653,
                         "Coding LOC": 552,
                         "Documentation LOC": 53,
-                        "Structural Magnitude": 502.34,
+                        "Structural Magnitude": 501.34,
                         "Control Flow Ratio": "66.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -298068,7 +298068,7 @@
                         "Error & Exception Exposure": "84.41%",
                         "Tech Debt Exposure": "85.29%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.39%",
+                        "API Exposure": "2.14%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
@@ -298321,7 +298321,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 43,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 251,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -298435,9 +298435,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7528.53,
-                        "Y": 112.04,
-                        "Z": 1286.85
+                        "X": 7528.44,
+                        "Y": 112.05,
+                        "Z": 1286.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -298449,7 +298449,7 @@
                         "Total LOC": 179,
                         "Coding LOC": 130,
                         "Documentation LOC": 33,
-                        "Structural Magnitude": 116.3,
+                        "Structural Magnitude": 115.3,
                         "Control Flow Ratio": "59.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -298462,14 +298462,14 @@
                         "Error & Exception Exposure": "81.46%",
                         "Tech Debt Exposure": "92.41%",
                         "Testing Exposure": "2.5%",
-                        "API Exposure": "2.67%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -298545,7 +298545,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 8,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 57,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -298655,9 +298655,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7394.28,
+                        "X": 7394.25,
                         "Y": 99.86,
-                        "Z": 893.05
+                        "Z": 893.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -298669,7 +298669,7 @@
                         "Total LOC": 489,
                         "Coding LOC": 413,
                         "Documentation LOC": 42,
-                        "Structural Magnitude": 384.66,
+                        "Structural Magnitude": 383.66,
                         "Control Flow Ratio": "65.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -298682,14 +298682,14 @@
                         "Error & Exception Exposure": "85.32%",
                         "Tech Debt Exposure": "90.22%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.24%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -298895,7 +298895,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 54,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 195,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -299012,7 +299012,7 @@
                     "2. Topological Coordinates": {
                         "X": 6527.41,
                         "Y": 212.59,
-                        "Z": 1842.7
+                        "Z": 1842.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -299024,7 +299024,7 @@
                         "Total LOC": 732,
                         "Coding LOC": 619,
                         "Documentation LOC": 59,
-                        "Structural Magnitude": 563.18,
+                        "Structural Magnitude": 562.18,
                         "Control Flow Ratio": "68.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -299037,14 +299037,14 @@
                         "Error & Exception Exposure": "83.92%",
                         "Tech Debt Exposure": "87.46%",
                         "Testing Exposure": "2.51%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -299330,7 +299330,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 54,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 280,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -299444,9 +299444,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6332.53,
+                        "X": 6332.54,
                         "Y": 220.84,
-                        "Z": 447.33
+                        "Z": 447.35
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -299458,7 +299458,7 @@
                         "Total LOC": 650,
                         "Coding LOC": 545,
                         "Documentation LOC": 53,
-                        "Structural Magnitude": 534.3,
+                        "Structural Magnitude": 533.3,
                         "Control Flow Ratio": "67.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -299471,14 +299471,14 @@
                         "Error & Exception Exposure": "88.26%",
                         "Tech Debt Exposure": "92.73%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.14%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -299764,7 +299764,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 78,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 272,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -301381,7 +301381,7 @@
                     "2. Topological Coordinates": {
                         "X": 6922.56,
                         "Y": 186.64,
-                        "Z": 1767.56
+                        "Z": 1767.53
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -301393,7 +301393,7 @@
                         "Total LOC": 942,
                         "Coding LOC": 703,
                         "Documentation LOC": 130,
-                        "Structural Magnitude": 472.76,
+                        "Structural Magnitude": 471.76,
                         "Control Flow Ratio": "62.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -301406,14 +301406,14 @@
                         "Error & Exception Exposure": "88.47%",
                         "Tech Debt Exposure": "95.77%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.21%",
+                        "API Exposure": "2.02%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.12%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.08%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -301799,7 +301799,7 @@
                         "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 18,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 273,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 2,
@@ -304052,9 +304052,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6961.25,
-                        "Y": 115.55,
-                        "Z": 329.86
+                        "X": 6961.24,
+                        "Y": 115.56,
+                        "Z": 329.88
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -304066,7 +304066,7 @@
                         "Total LOC": 888,
                         "Coding LOC": 642,
                         "Documentation LOC": 130,
-                        "Structural Magnitude": 491.14,
+                        "Structural Magnitude": 490.14,
                         "Control Flow Ratio": "66.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -304079,14 +304079,14 @@
                         "Error & Exception Exposure": "90.18%",
                         "Tech Debt Exposure": "95.39%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.24%",
+                        "API Exposure": "2.04%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.75%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.09%",
+                        "Documentation Exposure": "12.42%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -304462,7 +304462,7 @@
                         "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 280,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 2,
@@ -306102,9 +306102,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6007.23,
+                        "X": 6007.27,
                         "Y": 204.15,
-                        "Z": 1399.63
+                        "Z": 1399.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -306116,7 +306116,7 @@
                         "Total LOC": 650,
                         "Coding LOC": 498,
                         "Documentation LOC": 63,
-                        "Structural Magnitude": 498.76,
+                        "Structural Magnitude": 496.76,
                         "Control Flow Ratio": "89.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -306129,14 +306129,14 @@
                         "Error & Exception Exposure": "97.0%",
                         "Tech Debt Exposure": "45.25%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.28%",
+                        "API Exposure": "2.14%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.75%",
+                        "Documentation Exposure": "12.91%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -306262,7 +306262,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 34,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 345,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -307828,9 +307828,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7138.09,
+                        "X": 7138.05,
                         "Y": 183.51,
-                        "Z": 934.57
+                        "Z": 934.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -307842,7 +307842,7 @@
                         "Total LOC": 784,
                         "Coding LOC": 614,
                         "Documentation LOC": 85,
-                        "Structural Magnitude": 733.78,
+                        "Structural Magnitude": 731.78,
                         "Control Flow Ratio": "88.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -307855,14 +307855,14 @@
                         "Error & Exception Exposure": "98.32%",
                         "Tech Debt Exposure": "66.28%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.16%",
+                        "API Exposure": "2.08%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.13%",
+                        "Documentation Exposure": "13.58%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -308068,7 +308068,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 9,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 490,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -311103,9 +311103,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7504.99,
-                        "Y": 136.21,
-                        "Z": 801.84
+                        "X": 7504.96,
+                        "Y": 136.22,
+                        "Z": 801.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -311117,7 +311117,7 @@
                         "Total LOC": 376,
                         "Coding LOC": 289,
                         "Documentation LOC": 53,
-                        "Structural Magnitude": 16.61,
+                        "Structural Magnitude": 16.56,
                         "Control Flow Ratio": "66.1%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -311130,14 +311130,14 @@
                         "Error & Exception Exposure": "94.47%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.45%",
-                        "API Exposure": "9.35%",
+                        "API Exposure": "9.13%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.44%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "34.88%",
+                        "Documentation Exposure": "32.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -311293,7 +311293,7 @@
                         "Type/Safety Bypasses": 15,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 15,
+                        "Exposed API / Public Exports": 14,
                         "State Mutations / Variable Reassignments": 203,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -311401,9 +311401,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5726.34,
+                        "X": 5726.47,
                         "Y": 252.62,
-                        "Z": 729.18
+                        "Z": 729.22
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -311415,7 +311415,7 @@
                         "Total LOC": 158,
                         "Coding LOC": 114,
                         "Documentation LOC": 29,
-                        "Structural Magnitude": 75.78,
+                        "Structural Magnitude": 74.78,
                         "Control Flow Ratio": "65.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -311428,14 +311428,14 @@
                         "Error & Exception Exposure": "92.77%",
                         "Tech Debt Exposure": "94.07%",
                         "Testing Exposure": "2.38%",
-                        "API Exposure": "4.33%",
+                        "API Exposure": "2.73%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.94%",
+                        "Documentation Exposure": "13.96%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -311471,7 +311471,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 55,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -314238,7 +314238,7 @@
             }
         },
         "c/micropython": {
-            "Directory Group Magnitude": 11103.24,
+            "Directory Group Magnitude": 9900.24,
             "File Count": 12,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -314248,14 +314248,14 @@
                 "Error & Exception Exposure": "55.78%",
                 "Tech Debt Exposure": "20.81%",
                 "Testing Exposure": "34.68%",
-                "API Exposure": "11.83%",
+                "API Exposure": "6.48%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "51.24%",
                 "Commented Logic Exposure": "4.65%",
                 "Specification Exposure": "91.67%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "87.68%",
+                "Documentation Exposure": "42.44%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -314272,9 +314272,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6541.26,
+                        "X": -5776.58,
                         "Y": -91.99,
-                        "Z": 5814.47
+                        "Z": 5867.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -314286,7 +314286,7 @@
                         "Total LOC": 3699,
                         "Coding LOC": 2811,
                         "Documentation LOC": 481,
-                        "Structural Magnitude": 3950.52,
+                        "Structural Magnitude": 3588.52,
                         "Control Flow Ratio": "76.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -314299,14 +314299,14 @@
                         "Error & Exception Exposure": "96.65%",
                         "Tech Debt Exposure": "45.54%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.17%",
+                        "API Exposure": "0.37%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.01%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "96.64%",
+                        "Documentation Exposure": "14.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -315322,7 +315322,7 @@
                         "Type/Safety Bypasses": 89,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 370,
+                        "Exposed API / Public Exports": 8,
                         "State Mutations / Variable Reassignments": 1596,
                         "Commented-out Code (Dead Logic)": 23,
                         "Structured Documentation Blocks": 2,
@@ -315445,9 +315445,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6692.84,
-                        "Y": -73.8,
-                        "Z": 6532.94
+                        "X": -5625.52,
+                        "Y": -74.0,
+                        "Z": 6584.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -315606,9 +315606,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6228.64,
-                        "Y": -32.67,
-                        "Z": 6270.31
+                        "X": -6086.73,
+                        "Y": -33.15,
+                        "Z": 6321.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -315620,7 +315620,7 @@
                         "Total LOC": 3123,
                         "Coding LOC": 2383,
                         "Documentation LOC": 394,
-                        "Structural Magnitude": 2219.56,
+                        "Structural Magnitude": 1993.56,
                         "Control Flow Ratio": "70.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -315633,14 +315633,14 @@
                         "Error & Exception Exposure": "80.51%",
                         "Tech Debt Exposure": "11.1%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "8.75%",
+                        "API Exposure": "0.32%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.99%",
                         "Commented Logic Exposure": "6.94%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "86.12%",
+                        "Documentation Exposure": "12.61%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -316806,7 +316806,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 234,
+                        "Exposed API / Public Exports": 8,
                         "State Mutations / Variable Reassignments": 714,
                         "Commented-out Code (Dead Logic)": 14,
                         "Structured Documentation Blocks": 0,
@@ -316922,9 +316922,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6798.32,
-                        "Y": -108.66,
-                        "Z": 6110.28
+                        "X": -5521.3,
+                        "Y": -108.87,
+                        "Z": 6161.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -316936,7 +316936,7 @@
                         "Total LOC": 1408,
                         "Coding LOC": 981,
                         "Documentation LOC": 258,
-                        "Structural Magnitude": 1440.92,
+                        "Structural Magnitude": 1325.92,
                         "Control Flow Ratio": "70.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -316949,14 +316949,14 @@
                         "Error & Exception Exposure": "98.57%",
                         "Tech Debt Exposure": "10.5%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.87%",
+                        "API Exposure": "3.87%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.81%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "97.11%",
+                        "Documentation Exposure": "25.33%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -317232,7 +317232,7 @@
                         "Type/Safety Bypasses": 25,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 132,
+                        "Exposed API / Public Exports": 17,
                         "State Mutations / Variable Reassignments": 786,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 0,
@@ -317347,9 +317347,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5907.56,
-                        "Y": -49.47,
-                        "Z": 6114.72
+                        "X": -6407.08,
+                        "Y": -49.86,
+                        "Z": 6166.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -317361,7 +317361,7 @@
                         "Total LOC": 93,
                         "Coding LOC": 46,
                         "Documentation LOC": 33,
-                        "Structural Magnitude": 46.92,
+                        "Structural Magnitude": 38.92,
                         "Control Flow Ratio": "6.7%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -317374,14 +317374,14 @@
                         "Error & Exception Exposure": "14.19%",
                         "Tech Debt Exposure": "62.25%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "15.12%",
+                        "API Exposure": "13.8%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "99.98%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -317396,7 +317396,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 30,
+                        "Exposed API / Public Exports": 22,
                         "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -317508,9 +317508,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7146.87,
-                        "Y": -164.21,
-                        "Z": 5965.84
+                        "X": -5174.51,
+                        "Y": -164.17,
+                        "Z": 6017.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -317522,7 +317522,7 @@
                         "Total LOC": 262,
                         "Coding LOC": 183,
                         "Documentation LOC": 37,
-                        "Structural Magnitude": 51.36,
+                        "Structural Magnitude": 41.36,
                         "Control Flow Ratio": "60.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -317535,14 +317535,14 @@
                         "Error & Exception Exposure": "47.05%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.35%",
-                        "API Exposure": "5.97%",
+                        "API Exposure": "3.38%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "14.88%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "81.19%",
+                        "Documentation Exposure": "37.57%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -317658,7 +317658,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 21,
+                        "Exposed API / Public Exports": 11,
                         "State Mutations / Variable Reassignments": 8,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -317772,9 +317772,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6388.34,
-                        "Y": -34.59,
-                        "Z": 6536.49
+                        "X": -5928.66,
+                        "Y": -35.09,
+                        "Z": 6586.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -317786,7 +317786,7 @@
                         "Total LOC": 284,
                         "Coding LOC": 183,
                         "Documentation LOC": 59,
-                        "Structural Magnitude": 94.66,
+                        "Structural Magnitude": 80.66,
                         "Control Flow Ratio": "47.1%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -317799,14 +317799,14 @@
                         "Error & Exception Exposure": "41.22%",
                         "Tech Debt Exposure": "42.21%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "14.77%",
+                        "API Exposure": "13.91%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "6.4%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.99%",
+                        "Documentation Exposure": "99.91%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -317821,7 +317821,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 64,
+                        "Exposed API / Public Exports": 50,
                         "State Mutations / Variable Reassignments": 12,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -317933,9 +317933,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6571.97,
-                        "Y": -198.85,
-                        "Z": 5538.2
+                        "X": -5746.18,
+                        "Y": -198.32,
+                        "Z": 5594.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -317947,7 +317947,7 @@
                         "Total LOC": 1552,
                         "Coding LOC": 1146,
                         "Documentation LOC": 257,
-                        "Structural Magnitude": 1711.72,
+                        "Structural Magnitude": 1505.72,
                         "Control Flow Ratio": "64.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -317960,14 +317960,14 @@
                         "Error & Exception Exposure": "97.76%",
                         "Tech Debt Exposure": "17.03%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.76%",
+                        "API Exposure": "2.03%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.29%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.54%",
+                        "Documentation Exposure": "15.71%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -318333,7 +318333,7 @@
                         "Type/Safety Bypasses": 10,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 219,
+                        "Exposed API / Public Exports": 13,
                         "State Mutations / Variable Reassignments": 801,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 5,
@@ -318448,9 +318448,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6810.85,
-                        "Y": -248.82,
-                        "Z": 5178.77
+                        "X": -5508.23,
+                        "Y": -248.37,
+                        "Z": 5234.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -318462,7 +318462,7 @@
                         "Total LOC": 58,
                         "Coding LOC": 18,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 23.36,
+                        "Structural Magnitude": 20.36,
                         "Control Flow Ratio": "25.0%",
                         "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
@@ -318475,14 +318475,14 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "37.75%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "10.78%",
+                        "API Exposure": "8.79%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "81.26%",
+                        "Documentation Exposure": "43.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -318497,7 +318497,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 8,
+                        "Exposed API / Public Exports": 5,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -318607,9 +318607,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6980.31,
-                        "Y": -211.11,
-                        "Z": 5659.3
+                        "X": -5341.27,
+                        "Y": -210.54,
+                        "Z": 5714.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -318621,7 +318621,7 @@
                         "Total LOC": 605,
                         "Coding LOC": 454,
                         "Documentation LOC": 84,
-                        "Structural Magnitude": 675.48,
+                        "Structural Magnitude": 545.48,
                         "Control Flow Ratio": "64.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -318634,14 +318634,14 @@
                         "Error & Exception Exposure": "97.82%",
                         "Tech Debt Exposure": "15.07%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.01%",
+                        "API Exposure": "6.89%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.22%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.99%",
+                        "Documentation Exposure": "25.02%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -318867,7 +318867,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 148,
+                        "Exposed API / Public Exports": 18,
                         "State Mutations / Variable Reassignments": 316,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 0,
@@ -318986,9 +318986,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6223.94,
-                        "Y": -180.11,
-                        "Z": 5414.8
+                        "X": -6092.12,
+                        "Y": -179.74,
+                        "Z": 5471.37
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -319000,7 +319000,7 @@
                         "Total LOC": 144,
                         "Coding LOC": 91,
                         "Documentation LOC": 37,
-                        "Structural Magnitude": 54.82,
+                        "Structural Magnitude": 43.82,
                         "Control Flow Ratio": "27.8%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -319013,14 +319013,14 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "14.72%",
+                        "API Exposure": "13.39%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "8.51%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "99.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -319035,7 +319035,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 38,
+                        "Exposed API / Public Exports": 27,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -319146,9 +319146,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6011.22,
-                        "Y": -112.99,
-                        "Z": 5636.25
+                        "X": -6302.92,
+                        "Y": -113.13,
+                        "Z": 5690.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -319160,7 +319160,7 @@
                         "Total LOC": 1517,
                         "Coding LOC": 1151,
                         "Documentation LOC": 221,
-                        "Structural Magnitude": 814.62,
+                        "Structural Magnitude": 696.62,
                         "Control Flow Ratio": "94.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -319173,14 +319173,14 @@
                         "Error & Exception Exposure": "95.6%",
                         "Tech Debt Exposure": "8.22%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "13.09%",
+                        "API Exposure": "3.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.64%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "91.14%",
+                        "Documentation Exposure": "15.44%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -319206,7 +319206,7 @@
                         "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 120,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 665,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 0,
@@ -319315,7 +319315,7 @@
             }
         },
         "c/sqlite": {
-            "Directory Group Magnitude": 10009.46,
+            "Directory Group Magnitude": 9274.46,
             "File Count": 2,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Static: Literature & Documentation": "50.0%",
@@ -319326,14 +319326,14 @@
                 "Error & Exception Exposure": "49.97%",
                 "Tech Debt Exposure": "4.01%",
                 "Testing Exposure": "40.0%",
-                "API Exposure": "7.22%",
+                "API Exposure": "4.33%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "50.0%",
                 "Commented Logic Exposure": "2.58%",
                 "Specification Exposure": "50.0%",
                 "Instability Exposure": "25.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "49.68%",
+                "Documentation Exposure": "13.56%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -319524,7 +319524,7 @@
                         "Total LOC": 6076,
                         "Coding LOC": 4862,
                         "Documentation LOC": 876,
-                        "Structural Magnitude": 10000.94,
+                        "Structural Magnitude": 9265.94,
                         "Control Flow Ratio": "68.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -319537,14 +319537,14 @@
                         "Error & Exception Exposure": "99.93%",
                         "Tech Debt Exposure": "8.03%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.44%",
+                        "API Exposure": "8.67%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.16%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.35%",
+                        "Documentation Exposure": "27.13%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -320880,7 +320880,7 @@
                         "Type/Safety Bypasses": 44,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 22,
-                        "Exposed API / Public Exports": 938,
+                        "Exposed API / Public Exports": 203,
                         "State Mutations / Variable Reassignments": 5873,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 23,
@@ -320986,7 +320986,7 @@
             }
         },
         "python/numpy": {
-            "Directory Group Magnitude": 9286.46,
+            "Directory Group Magnitude": 9196.46,
             "File Count": 18,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "88.9%",
@@ -320997,14 +320997,14 @@
                 "Error & Exception Exposure": "47.09%",
                 "Tech Debt Exposure": "19.46%",
                 "Testing Exposure": "40.93%",
-                "API Exposure": "3.05%",
+                "API Exposure": "2.5%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "42.35%",
                 "Commented Logic Exposure": "5.45%",
                 "Specification Exposure": "83.33%",
                 "Instability Exposure": "44.44%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "17.38%",
+                "Documentation Exposure": "12.71%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -321021,9 +321021,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4890.04,
-                        "Y": -140.52,
-                        "Z": 1603.61
+                        "X": -5025.58,
+                        "Y": -345.93,
+                        "Z": 478.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -321035,7 +321035,7 @@
                         "Total LOC": 435,
                         "Coding LOC": 360,
                         "Documentation LOC": 9,
-                        "Structural Magnitude": 227.2,
+                        "Structural Magnitude": 137.2,
                         "Control Flow Ratio": "45.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -321048,14 +321048,14 @@
                         "Error & Exception Exposure": "82.22%",
                         "Tech Debt Exposure": "46.53%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.37%",
+                        "API Exposure": "3.6%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "93.09%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.96%",
+                        "Documentation Exposure": "16.02%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -321171,7 +321171,7 @@
                         "Type/Safety Bypasses": 16,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 101,
+                        "Exposed API / Public Exports": 11,
                         "State Mutations / Variable Reassignments": 45,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -329219,9 +329219,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4977.31,
-                        "Y": -332.24,
-                        "Z": 213.95
+                        "X": -4839.93,
+                        "Y": -127.16,
+                        "Z": 1337.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -336410,7 +336410,7 @@
             }
         },
         "agc_assembly/apollo-11": {
-            "Directory Group Magnitude": 8797.66,
+            "Directory Group Magnitude": 8474.66,
             "File Count": 12,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "83.3%",
@@ -336421,14 +336421,14 @@
                 "Error & Exception Exposure": "75.4%",
                 "Tech Debt Exposure": "40.98%",
                 "Testing Exposure": "53.75%",
-                "API Exposure": "0.41%",
+                "API Exposure": "0.1%",
                 "Concurrency Exposure": "37.14%",
                 "State Flux Exposure": "83.25%",
                 "Commented Logic Exposure": "2.97%",
                 "Specification Exposure": "72.77%",
                 "Instability Exposure": "41.67%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "20.38%",
+                "Documentation Exposure": "7.52%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -336445,9 +336445,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5843.97,
-                        "Y": 27.5,
-                        "Z": -5548.93
+                        "X": 5843.49,
+                        "Y": 27.51,
+                        "Z": -5548.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -336602,9 +336602,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5704.5,
-                        "Y": 60.04,
-                        "Z": -4250.04
+                        "X": 5704.06,
+                        "Y": 60.02,
+                        "Z": -4250.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -336759,9 +336759,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6021.01,
+                        "X": 6019.9,
                         "Y": 38.26,
-                        "Z": -4915.77
+                        "Z": -4915.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -336773,7 +336773,7 @@
                         "Total LOC": 514,
                         "Coding LOC": 356,
                         "Documentation LOC": 128,
-                        "Structural Magnitude": 393.92,
+                        "Structural Magnitude": 376.92,
                         "Control Flow Ratio": "35.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -336786,14 +336786,14 @@
                         "Error & Exception Exposure": "92.02%",
                         "Tech Debt Exposure": "90.68%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.21%",
+                        "API Exposure": "0.62%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.6%",
                         "Specification Exposure": "91.3%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "42.45%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -337269,7 +337269,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 40,
+                        "Exposed API / Public Exports": 23,
                         "State Mutations / Variable Reassignments": 161,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 19,
@@ -337383,9 +337383,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5258.7,
-                        "Y": 62.74,
-                        "Z": -5471.25
+                        "X": 5258.58,
+                        "Y": 62.76,
+                        "Z": -5470.62
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -337739,9 +337739,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5868.84,
-                        "Y": 68.01,
-                        "Z": -4284.75
+                        "X": 5867.97,
+                        "Y": 67.98,
+                        "Z": -4285.21
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -337753,7 +337753,7 @@
                         "Total LOC": 1060,
                         "Coding LOC": 734,
                         "Documentation LOC": 132,
-                        "Structural Magnitude": 761.98,
+                        "Structural Magnitude": 732.98,
                         "Control Flow Ratio": "46.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -337766,14 +337766,14 @@
                         "Error & Exception Exposure": "86.35%",
                         "Tech Debt Exposure": "35.6%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.41%",
+                        "API Exposure": "0.01%",
                         "Concurrency Exposure": "99.99%",
                         "State Flux Exposure": "99.99%",
                         "Commented Logic Exposure": "5.14%",
                         "Specification Exposure": "96.97%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "18.39%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -338449,7 +338449,7 @@
                         "Type/Safety Bypasses": 16,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 31,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 210,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 31,
@@ -338577,9 +338577,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4940.15,
-                        "Y": 1.53,
-                        "Z": -4690.0
+                        "X": 4940.59,
+                        "Y": 1.54,
+                        "Z": -4689.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -338591,7 +338591,7 @@
                         "Total LOC": 497,
                         "Coding LOC": 345,
                         "Documentation LOC": 67,
-                        "Structural Magnitude": 470.9,
+                        "Structural Magnitude": 457.9,
                         "Control Flow Ratio": "34.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -338604,14 +338604,14 @@
                         "Error & Exception Exposure": "97.37%",
                         "Tech Debt Exposure": "66.56%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "40.65%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.63%",
                         "Specification Exposure": "89.19%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "22.22%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -338997,7 +338997,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 13,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 237,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 16,
@@ -339109,9 +339109,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5228.33,
-                        "Y": 36.25,
-                        "Z": -4422.05
+                        "X": 5228.88,
+                        "Y": 36.24,
+                        "Z": -4422.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -339123,7 +339123,7 @@
                         "Total LOC": 3064,
                         "Coding LOC": 2085,
                         "Documentation LOC": 440,
-                        "Structural Magnitude": 2750.7,
+                        "Structural Magnitude": 2627.7,
                         "Control Flow Ratio": "43.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -339136,14 +339136,14 @@
                         "Error & Exception Exposure": "98.09%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.91%",
+                        "API Exposure": "0.15%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.02%",
                         "Specification Exposure": "98.35%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "70.49%",
+                        "Documentation Exposure": "18.75%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -341589,7 +341589,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 158,
+                        "Exposed API / Public Exports": 35,
                         "State Mutations / Variable Reassignments": 1400,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 102,
@@ -341702,9 +341702,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5537.48,
-                        "Y": 79.79,
-                        "Z": -5362.18
+                        "X": 5537.05,
+                        "Y": 79.83,
+                        "Z": -5360.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -341716,7 +341716,7 @@
                         "Total LOC": 1475,
                         "Coding LOC": 1028,
                         "Documentation LOC": 249,
-                        "Structural Magnitude": 805.06,
+                        "Structural Magnitude": 755.06,
                         "Control Flow Ratio": "37.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -341729,14 +341729,14 @@
                         "Error & Exception Exposure": "89.82%",
                         "Tech Debt Exposure": "32.1%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.51%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "23.79%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "96.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "27.56%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -342502,7 +342502,7 @@
                         "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 10,
-                        "Exposed API / Public Exports": 50,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 374,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 33,
@@ -342629,9 +342629,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5549.59,
+                        "X": 5549.28,
                         "Y": 56.1,
-                        "Z": -4650.69
+                        "Z": -4650.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -342643,7 +342643,7 @@
                         "Total LOC": 3810,
                         "Coding LOC": 2461,
                         "Documentation LOC": 952,
-                        "Structural Magnitude": 3015.42,
+                        "Structural Magnitude": 2942.42,
                         "Control Flow Ratio": "41.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -342656,14 +342656,14 @@
                         "Error & Exception Exposure": "95.14%",
                         "Tech Debt Exposure": "25.39%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.36%",
+                        "API Exposure": "0.03%",
                         "Concurrency Exposure": "77.45%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "98.6%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.79%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -345539,7 +345539,7 @@
                         "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 85,
+                        "Exposed API / Public Exports": 12,
                         "State Mutations / Variable Reassignments": 1267,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 96,
@@ -345683,9 +345683,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4877.68,
-                        "Y": 49.14,
-                        "Z": -4535.13
+                        "X": 4878.2,
+                        "Y": 49.15,
+                        "Z": -4535.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -345697,7 +345697,7 @@
                         "Total LOC": 174,
                         "Coding LOC": 78,
                         "Documentation LOC": 70,
-                        "Structural Magnitude": 62.96,
+                        "Structural Magnitude": 59.96,
                         "Control Flow Ratio": "22.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -345710,7 +345710,7 @@
                         "Error & Exception Exposure": "86.54%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.52%",
-                        "API Exposure": "0.67%",
+                        "API Exposure": "0.31%",
                         "Concurrency Exposure": "93.46%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.71%",
@@ -345753,7 +345753,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 24,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 8,
@@ -345866,9 +345866,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6108.2,
-                        "Y": 116.15,
-                        "Z": -4400.63
+                        "X": 6107.24,
+                        "Y": 116.13,
+                        "Z": -4400.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -345880,7 +345880,7 @@
                         "Total LOC": 336,
                         "Coding LOC": 230,
                         "Documentation LOC": 56,
-                        "Structural Magnitude": 111.5,
+                        "Structural Magnitude": 108.5,
                         "Control Flow Ratio": "52.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -345893,14 +345893,14 @@
                         "Error & Exception Exposure": "72.31%",
                         "Tech Debt Exposure": "72.68%",
                         "Testing Exposure": "2.44%",
-                        "API Exposure": "0.06%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "78.48%",
                         "State Flux Exposure": "98.96%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "90.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -346016,7 +346016,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 40,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 10,
@@ -346130,9 +346130,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5352.09,
-                        "Y": 56.62,
-                        "Z": -4254.9
+                        "X": 5352.01,
+                        "Y": 56.6,
+                        "Z": -4255.5
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -346144,7 +346144,7 @@
                         "Total LOC": 557,
                         "Coding LOC": 266,
                         "Documentation LOC": 213,
-                        "Structural Magnitude": 294.82,
+                        "Structural Magnitude": 282.82,
                         "Control Flow Ratio": "29.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -346157,14 +346157,14 @@
                         "Error & Exception Exposure": "95.93%",
                         "Tech Debt Exposure": "70.75%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.36%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "31.8%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.53%",
                         "Specification Exposure": "78.57%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -346460,7 +346460,7 @@
                         "Type/Safety Bypasses": 6,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 12,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 136,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 27,
@@ -419949,359 +419949,44 @@
                 }
             }
         },
-        "powershell/core": {
-            "Directory Group Magnitude": 7381.12,
-            "File Count": 33,
+        "perl/bugzilla": {
+            "Directory Group Magnitude": 7472.36,
+            "File Count": 5,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "97.0%",
-                "Static: Literature & Documentation": "3.0%"
+                "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "32.44%",
-                "Error & Exception Exposure": "58.17%",
-                "Tech Debt Exposure": "20.03%",
-                "Testing Exposure": "25.79%",
-                "API Exposure": "1.82%",
-                "Concurrency Exposure": "4.05%",
-                "State Flux Exposure": "60.41%",
-                "Commented Logic Exposure": "3.69%",
-                "Specification Exposure": "39.39%",
-                "Instability Exposure": "48.48%",
+                "Cognitive Load Exposure": "33.62%",
+                "Error & Exception Exposure": "90.49%",
+                "Tech Debt Exposure": "45.88%",
+                "Testing Exposure": "80.0%",
+                "API Exposure": "1.66%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "99.99%",
+                "Commented Logic Exposure": "3.08%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "6.08%",
+                "Documentation Exposure": "15.33%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "powershell/core/LICENSE.txt": {
-                    "1. Artifact Identity": {
-                        "Filename": "LICENSE.txt",
-                        "Path": "powershell/core/LICENSE.txt",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Prose Extension (.txt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5120.94,
-                        "Y": 150.07,
-                        "Z": 3691.39
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 22,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 1.0,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/CimCmdlets.psd1": {
-                    "1. Artifact Identity": {
-                        "Filename": "CimCmdlets.psd1",
-                        "Path": "powershell/core/CimCmdlets.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 4098.66,
-                        "Y": -157.72,
-                        "Z": 2358.87
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 19,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.36,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 12,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/GHWorkflowHelper.psm1": {
+                "perl/bugzilla/Auth.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "GHWorkflowHelper.psm1",
-                        "Path": "powershell/core/GHWorkflowHelper.psm1",
-                        "Language": "Powershell",
+                        "Filename": "Auth.pm",
+                        "Path": "perl/bugzilla/Auth.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psm1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5231.86,
-                        "Y": -197.39,
-                        "Z": 2003.29
+                        "X": -3109.39,
+                        "Y": -144.38,
+                        "Z": 10722.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -420310,105 +419995,185 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 28,
-                        "Coding LOC": 20,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 16.1,
-                        "Control Flow Ratio": "40.0%",
+                        "Total LOC": 551,
+                        "Coding LOC": 375,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 201.3,
+                        "Control Flow Ratio": "46.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.4
+                        "Raw Cognitive Density": 0.749
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "19.78%",
-                        "Error & Exception Exposure": "75.29%",
-                        "Tech Debt Exposure": "92.41%",
-                        "Testing Exposure": "2.38%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "24.97%",
+                        "Error & Exception Exposure": "87.38%",
+                        "Tech Debt Exposure": "14.6%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.53%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.18%",
+                        "State Flux Exposure": "99.95%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Set-GWVariable",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_handle_login_result",
+                            "Structural Impact": 37.3,
+                            "Lines of Code (LOC)": 106,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "48.4%",
+                            "Start Line": 143,
+                            "End Line": 248
+                        },
+                        {
+                            "Function Name": "login",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4,
-                            "End Line": 17
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 48,
+                            "End Line": 84
                         },
                         {
-                            "Function Name": "Get-GWTempPath",
-                            "Structural Impact": 2.5,
+                            "Function Name": "new",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 30,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "can_change_password",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 86,
+                            "End Line": 94
+                        },
+                        {
+                            "Function Name": "user_can_create_account",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 123,
+                            "End Line": 131
+                        },
+                        {
+                            "Function Name": "can_login",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 96,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "login_token",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 114,
+                            "End Line": 121
+                        },
+                        {
+                            "Function Name": "can_logout",
+                            "Structural Impact": 3.3,
                             "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 104,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "extern_id_used",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 133,
+                            "End Line": 137
+                        },
+                        {
+                            "Function Name": "can_change_email",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 19,
-                            "End Line": 27
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 139,
+                            "End Line": 141
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Control Flow Branches": 93,
+                        "Sequential Logic Declarations": 107,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 6,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 9,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 14,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 94,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 43,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 2,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 107,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Collection Iterators / Comprehensions": 4,
+                        "Scientific & Mathematical Operations": 8,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 19,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 4,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 66,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 34,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 16,
+                        "Structural Space Indentations": 156,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -420416,7 +420181,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 4,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -420425,15 +420190,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 4,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -420443,7 +420208,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -420457,29 +420222,50 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 20,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::Auth::Login::Stack",
+                        "Bugzilla::Auth::Persist::Cookie",
+                        "Bugzilla::Auth::Verify::Stack",
+                        "Bugzilla::Constants",
+                        "Bugzilla::Error",
+                        "Bugzilla::Mailer",
+                        "Bugzilla::User::Setting",
+                        "Bugzilla::Util",
+                        "Socket",
+                        "a",
+                        "any",
+                        "fields",
+                        "inet_pton",
+                        "login",
+                        "strict",
+                        "successful",
+                        "the",
+                        "username",
+                        "verification",
+                        "warnings"
+                    ]
                 },
-                "powershell/core/Install-PowerShellRemoting.ps1": {
+                "perl/bugzilla/Bug.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "Install-PowerShellRemoting.ps1",
-                        "Path": "powershell/core/Install-PowerShellRemoting.ps1",
-                        "Language": "Powershell",
+                        "Filename": "Bug.pm",
+                        "Path": "perl/bugzilla/Bug.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4718.91,
-                        "Y": -169.79,
-                        "Z": 2363.13
+                        "X": -2569.72,
+                        "Y": -69.68,
+                        "Z": 11033.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -420488,605 +420274,2033 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 233,
-                        "Coding LOC": 164,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 121.68,
-                        "Control Flow Ratio": "76.9%",
+                        "Total LOC": 5124,
+                        "Coding LOC": 3529,
+                        "Documentation LOC": 695,
+                        "Structural Magnitude": 4921.98,
+                        "Control Flow Ratio": "41.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.841
+                        "Raw Cognitive Density": 1.062
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "59.05%",
-                        "Error & Exception Exposure": "82.24%",
-                        "Tech Debt Exposure": "40.95%",
+                        "Cognitive Load Exposure": "46.88%",
+                        "Error & Exception Exposure": "97.67%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.08%",
+                        "API Exposure": "1.92%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "19.0%",
+                        "Commented Logic Exposure": "5.16%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "20.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Install-PluginEndpoint",
-                            "Structural Impact": 49.0,
-                            "Lines of Code (LOC)": 113,
-                            "Control Flow Branches": 24,
+                            "Function Name": "update",
+                            "Structural Impact": 203.9,
+                            "Lines of Code (LOC)": 336,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "82.8%",
-                            "Start Line": 113,
-                            "End Line": 225
+                            "Control Flow Ratio": "47.3%",
+                            "Start Line": 892,
+                            "End Line": 1227
                         },
                         {
-                            "Function Name": "Register-WinRmPlugin",
-                            "Structural Impact": 7.8,
+                            "Function Name": "get_activity",
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+                            "Lines of Code (LOC)": 169,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "70.7%",
+                            "Start Line": 4245,
+                            "End Line": 4413
+                        },
+                        {
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+                            "Control Flow Branches": 31,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "73.8%",
+                            "Start Line": 1487,
+                            "End Line": 1588
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+                        {
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 704,
+                            "End Line": 846
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+                        {
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+                            "Control Flow Ratio": "48.8%",
+                            "Start Line": 4514,
+                            "End Line": 4677
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+                            "Control Flow Ratio": "57.4%",
+                            "Start Line": 2716,
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+                            "Control Flow Ratio": "57.4%",
+                            "Start Line": 2428,
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+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 1700,
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+                            "Control Flow Ratio": "60.9%",
+                            "Start Line": 4416,
+                            "End Line": 4456
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+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 4703,
+                            "End Line": 4775
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+                            "Control Flow Ratio": "62.1%",
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+                            "End Line": 2035
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+                            "Control Flow Ratio": "55.2%",
+                            "Start Line": 2056,
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+                            "Control Flow Ratio": "44.9%",
+                            "Start Line": 584,
+                            "End Line": 665
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+                            "Control Flow Ratio": "51.5%",
+                            "Start Line": 1310,
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+                        {
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+                            "Control Flow Ratio": "48.6%",
+                            "Start Line": 302,
+                            "End Line": 360
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+                            "Control Flow Ratio": "56.0%",
+                            "Start Line": 1933,
+                            "End Line": 1970
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+                            "Start Line": 543,
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+                            "Control Flow Ratio": "46.2%",
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+                            "End Line": 1887
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+                            "Control Flow Ratio": "27.5%",
+                            "Start Line": 435,
+                            "End Line": 495
+                        },
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2181,
+                            "End Line": 2213
+                        },
+                        {
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+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 1249,
+                            "End Line": 1291
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1775,
+                            "End Line": 1849
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+                        {
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+                            "Control Flow Ratio": "61.1%",
+                            "Start Line": 2220,
+                            "End Line": 2241
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                             "Lines of Code (LOC)": 52,
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+                            "Control Flow Ratio": "45.8%",
+                            "Start Line": 3081,
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+                        {
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+                            "Control Flow Ratio": "58.8%",
+                            "Start Line": 1440,
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+                        {
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+                            "Control Flow Ratio": "68.8%",
+                            "Start Line": 2582,
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+                            "Control Flow Ratio": "52.2%",
+                            "Start Line": 3746,
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+                        {
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+                            "Control Flow Ratio": "51.7%",
+                            "Start Line": 4059,
+                            "End Line": 4086
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+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 3173,
+                            "End Line": 3217
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+                            "Control Flow Ratio": "52.2%",
+                            "Start Line": 3965,
+                            "End Line": 4040
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3048,
+                            "End Line": 3079
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+                            "Control Flow Ratio": "47.1%",
+                            "Start Line": 1590,
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+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.9%",
+                            "Start Line": 2395,
+                            "End Line": 2419
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+                            "Control Flow Ratio": "43.5%",
+                            "Start Line": 4201,
+                            "End Line": 4241
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+                        {
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+                            "Control Flow Branches": 8,
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+                            "Control Flow Ratio": "42.1%",
+                            "Start Line": 1645,
+                            "End Line": 1661
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+                            "Control Flow Branches": 8,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2140,
+                            "End Line": 2151
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+                            "Control Flow Ratio": "34.8%",
+                            "Start Line": 372,
+                            "End Line": 403
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+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "64.3%",
+                            "Start Line": 1404,
+                            "End Line": 1438
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+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 4178,
+                            "End Line": 4196
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+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.0%",
+                            "Start Line": 3341,
+                            "End Line": 3365
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+                        {
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+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "46.7%",
+                            "Start Line": 1663,
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+                            "Control Flow Branches": 7,
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+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 2894,
+                            "End Line": 2931
+                        },
+                        {
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+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 2943,
+                            "End Line": 2981
+                        },
+                        {
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+                            "Control Flow Ratio": "36.8%",
+                            "Start Line": 3449,
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+                            "Control Flow Ratio": "53.3%",
+                            "Start Line": 3134,
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+                            "Control Flow Ratio": "42.1%",
+                            "Start Line": 3305,
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+                            "Start Line": 4680,
+                            "End Line": 4696
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 2167,
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+                        },
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+                            "Control Flow Branches": 7,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2657,
+                            "End Line": 2701
+                        },
+                        {
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+                            "Control Flow Branches": 10,
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 104,
+                            "End Line": 174
+                        },
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2554,
+                            "End Line": 2563
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "35.7%",
+                            "Start Line": 1889,
+                            "End Line": 1907
+                        },
+                        {
+                            "Function Name": "add_see_also",
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "21.7%",
+                            "Start Line": 3219,
+                            "End Line": 3262
+                        },
+                        {
+                            "Function Name": "remove_see_also",
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "35.7%",
+                            "Start Line": 3264,
+                            "End Line": 3303
+                        },
+                        {
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+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 3885,
+                            "End Line": 3915
+                        },
+                        {
+                            "Function Name": "map_fields",
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+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "31.6%",
+                            "Start Line": 4478,
+                            "End Line": 4496
+                        },
+                        {
+                            "Function Name": "_check_integer_field",
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2311,
+                            "End Line": 2329
+                        },
+                        {
+                            "Function Name": "_check_relationship_loop",
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 2331,
+                            "End Line": 2355
+                        },
+                        {
+                            "Function Name": "add_alias",
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 3020,
+                            "End Line": 3038
+                        },
+                        {
+                            "Function Name": "_check_bug_file_loc",
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 1473,
+                            "End Line": 1485
+                        },
+                        {
+                            "Function Name": "choices",
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "26.3%",
+                            "Start Line": 4090,
+                            "End Line": 4130
+                        },
+                        {
+                            "Function Name": "default_bug_status",
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3640,
+                            "End Line": 3659
+                        },
+                        {
+                            "Function Name": "new_bug_statuses",
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 3784,
+                            "End Line": 3804
+                        },
+                        {
+                            "Function Name": "_refine_available_statuses",
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3917,
+                            "End Line": 3937
+                        },
+                        {
+                            "Function Name": "check_is_visible",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 415,
+                            "End Line": 433
+                        },
+                        {
+                            "Function Name": "_check_short_desc",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2037,
+                            "End Line": 2051
+                        },
+                        {
+                            "Function Name": "_create_cf_accessors",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "23.8%",
+                            "Start Line": 4782,
+                            "End Line": 4799
+                        },
+                        {
+                            "Function Name": "remove_cc",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 3008,
+                            "End Line": 3018
+                        },
+                        {
+                            "Function Name": "qa_contact",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 3837,
+                            "End Line": 3850
+                        },
+                        {
+                            "Function Name": "_check_multi_select_field",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 2255,
+                            "End Line": 2275
+                        },
+                        {
+                            "Function Name": "add_cc",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 2996,
+                            "End Line": 3004
+                        },
+                        {
+                            "Function Name": "_check_textarea_field",
+                            "Structural Impact": 8.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 2298,
+                            "End Line": 2309
+                        },
+                        {
+                            "Function Name": "_check_freetext_field",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2245,
+                            "End Line": 2253
+                        },
+                        {
+                            "Function Name": "set_custom_field",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 2629,
+                            "End Line": 2637
+                        },
+                        {
+                            "Function Name": "_check_comment",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 31,
                             "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 1613,
+                            "End Line": 1643
+                        },
+                        {
+                            "Function Name": "actual_time",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 3481,
+                            "End Line": 3498
+                        },
+                        {
+                            "Function Name": "dup_id",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3431,
+                            "End Line": 3447
+                        },
+                        {
+                            "Function Name": "any_flags_requesteeble",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3514,
+                            "End Line": 3529
+                        },
+                        {
+                            "Function Name": "_send_bugmail",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 36,
-                            "End Line": 87
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 1382,
+                            "End Line": 1398
                         },
                         {
-                            "Function Name": "New-PluginConfigFile",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_check_deadline",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 1680,
+                            "End Line": 1696
+                        },
+                        {
+                            "Function Name": "_extract_multi_selects",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "23.1%",
+                            "Start Line": 1232,
+                            "End Line": 1246
+                        },
+                        {
+                            "Function Name": "show_attachment_flags",
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+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 3939,
+                            "End Line": 3963
+                        },
+                        {
+                            "Function Name": "update_user_last_visit",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 4459,
+                            "End Line": 4474
+                        },
+                        {
+                            "Function Name": "_check_bugid_field",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 2283,
+                            "End Line": 2296
+                        },
+                        {
+                            "Function Name": "_preload_referenced_bugs",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 522,
+                            "End Line": 540
+                        },
+                        {
+                            "Function Name": "_multi_select_accessor",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "13.3%",
+                            "Start Line": 4818,
+                            "End Line": 4829
+                        },
+                        {
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 848,
+                            "End Line": 890
+                        },
+                        {
+                            "Function Name": "tags",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3367,
+                            "End Line": 3381
+                        },
+                        {
+                            "Function Name": "cc",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 3580,
+                            "End Line": 3594
+                        },
+                        {
+                            "Function Name": "see_also",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 3861,
+                            "End Line": 3875
+                        },
+                        {
+                            "Function Name": "alias",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 3500,
+                            "End Line": 3512
+                        },
+                        {
+                            "Function Name": "keyword_objects",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 3733,
+                            "End Line": 3744
+                        },
+                        {
+                            "Function Name": "percentage_complete",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "23.1%",
+                            "Start Line": 3807,
+                            "End Line": 3819
+                        },
+                        {
+                            "Function Name": "attachments",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 3531,
+                            "End Line": 3540
+                        },
+                        {
+                            "Function Name": "cc_users",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 3597,
+                            "End Line": 3607
+                        },
+                        {
+                            "Function Name": "duplicate_ids",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 3683,
+                            "End Line": 3693
+                        },
+                        {
+                            "Function Name": "groups_in",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 4042,
+                            "End Line": 4052
+                        },
+                        {
+                            "Function Name": "set_component",
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+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 2610,
+                            "End Line": 2627
+                        },
+                        {
+                            "Function Name": "assigned_to",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 3542,
+                            "End Line": 3549
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+                        {
+                            "Function Name": "isopened",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 89,
-                            "End Line": 111
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 54,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 15,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 9,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 7,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 144,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 4,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/InstallPSCorePolicyDefinitions.ps1": {
-                    "1. Artifact Identity": {
-                        "Filename": "InstallPSCorePolicyDefinitions.ps1",
-                        "Path": "powershell/core/InstallPSCorePolicyDefinitions.ps1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5594.19,
-                        "Y": 116.42,
-                        "Z": 3190.39
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 89,
-                        "Coding LOC": 64,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 31.88,
-                        "Control Flow Ratio": "89.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.016
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "51.09%",
-                        "Error & Exception Exposure": "87.78%",
-                        "Tech Debt Exposure": "46.1%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "6.16%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "16.83%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.43%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 3719,
+                            "End Line": 3725
+                        },
                         {
-                            "Function Name": "Test-Elevated",
-                            "Structural Impact": 1.6,
+                            "Function Name": "_check_product",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 1909,
+                            "End Line": 1923
+                        },
+                        {
+                            "Function Name": "_check_tag_name",
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                             "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2128,
+                            "End Line": 2138
+                        },
+                        {
+                            "Function Name": "_check_strict_isolation_for_user",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2119,
+                            "End Line": 2126
+                        },
+                        {
+                            "Function Name": "fields",
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+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 2361,
+                            "End Line": 2388
+                        },
+                        {
+                            "Function Name": "related_bugs",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 3570,
+                            "End Line": 3578
+                        },
+                        {
+                            "Function Name": "VALIDATOR_DEPENDENCIES",
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+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 22,
-                            "End Line": 32
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 0,
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-                        "Exposed API / Public Exports": 3,
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-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 9,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 3,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 17,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
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-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
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-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
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-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
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-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
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-                        "Path": "powershell/core/Microsoft.PowerShell.Diagnostics.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5904.06,
-                        "Y": -48.93,
-                        "Z": 2400.32
-                    },
-                    "3. Architectural Profile": {
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
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-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.32,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
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-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
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-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
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-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
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-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
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-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
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-                        "Local Inference & Tensor Math": 0,
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-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
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-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
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-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
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-                        "Path": "powershell/core/Microsoft.PowerShell.Host.psd1",
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-                        "Architect": "Unknown Architect",
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-                        "Lock Tier": 2,
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-                    },
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-                    },
-                    "3. Architectural Profile": {
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-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
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-                        "Documentation LOC": 0,
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-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
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-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
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+                            "Start Line": 176,
+                            "End Line": 205
+                        },
+                        {
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 1925,
+                            "End Line": 1931
+                        },
+                        {
+                            "Function Name": "in_group",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 4054,
+                            "End Line": 4057
+                        },
+                        {
+                            "Function Name": "_check_time_field",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 2153,
+                            "End Line": 2165
+                        },
+                        {
+                            "Function Name": "_check_reporter",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1972,
+                            "End Line": 1987
+                        },
+                        {
+                            "Function Name": "flag_types",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 3695,
+                            "End Line": 3709
+                        },
+                        {
+                            "Function Name": "remove_from_db",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1293,
+                            "End Line": 1304
+                        },
+                        {
+                            "Function Name": "set_dependencies",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2640,
+                            "End Line": 2654
+                        },
+                        {
+                            "Function Name": "blocked",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 3551,
+                            "End Line": 3557
+                        },
+                        {
+                            "Function Name": "component_obj",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 3617,
+                            "End Line": 3624
+                        },
+                        {
+                            "Function Name": "dependson",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 3661,
+                            "End Line": 3667
+                        },
+                        {
+                            "Function Name": "duplicates",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 3675,
+                            "End Line": 3681
+                        },
+                        {
+                            "Function Name": "product_obj",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3829,
+                            "End Line": 3835
+                        },
+                        {
+                            "Function Name": "reporter",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3852,
+                            "End Line": 3859
+                        },
+                        {
+                            "Function Name": "status",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 3877,
+                            "End Line": 3883
+                        },
+                        {
+                            "Function Name": "preload",
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+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 499,
+                            "End Line": 518
+                        },
+                        {
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3609,
+                            "End Line": 3614
+                        },
+                        {
+                            "Function Name": "classification_id",
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3626,
+                            "End Line": 3631
+                        },
+                        {
+                            "Function Name": "classification",
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+                            "Start Line": 3633,
+                            "End Line": 3638
+                        },
+                        {
+                            "Function Name": "product",
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3821,
+                            "End Line": 3826
+                        },
+                        {
+                            "Function Name": "set_flags",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2705,
+                            "End Line": 2709
+                        },
+                        {
+                            "Function Name": "editable_bug_fields",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 4151,
+                            "End Line": 4172
+                        },
+                        {
+                            "Function Name": "set_qa_contact",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2872,
+                            "End Line": 2881
+                        },
+                        {
+                            "Function Name": "_accessor_for",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "8.3%",
+                            "Start Line": 4801,
+                            "End Line": 4807
+                        },
+                        {
+                            "Function Name": "check_for_edit",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 405,
+                            "End Line": 413
+                        },
+                        {
+                            "Function Name": "clear_resolution",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2933,
+                            "End Line": 2940
+                        },
+                        {
+                            "Function Name": "bug_alias_to_id",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 4137,
+                            "End Line": 4143
+                        },
+                        {
+                            "Function Name": "object_cache_key",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 366,
+                            "End Line": 370
+                        },
+                        {
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 3559,
+                            "End Line": 3563
+                        },
+                        {
+                            "Function Name": "depends_on_obj",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 3669,
+                            "End Line": 3673
+                        },
+                        {
+                            "Function Name": "DB_COLUMNS",
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+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 63,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "_check_status_whiteboard",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2053,
+                            "End Line": 2053
+                        },
+                        {
+                            "Function Name": "_check_default_field",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2243,
+                            "End Line": 2243
+                        },
+                        {
+                            "Function Name": "UPDATE_COLUMNS",
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+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 207,
+                            "End Line": 236
+                        },
+                        {
+                            "Function Name": "_cf_accessor",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4809,
+                            "End Line": 4816
+                        },
+                        {
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2277,
+                            "End Line": 2281
+                        },
+                        {
+                            "Function Name": "set_assigned_to",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2565,
+                            "End Line": 2572
+                        },
+                        {
+                            "Function Name": "remove_alias",
+                            "Structural Impact": 2.0,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3040,
+                            "End Line": 3044
+                        },
+                        {
+                            "Function Name": "_check_date_field",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2215,
+                            "End Line": 2218
+                        },
+                        {
+                            "Function Name": "flags",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3711,
+                            "End Line": 3717
+                        },
+                        {
+                            "Function Name": "reset_assigned_to",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2574,
+                            "End Line": 2578
+                        },
+                        {
+                            "Function Name": "reset_qa_contact",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2883,
+                            "End Line": 2887
+                        },
+                        {
+                            "Function Name": "bug_group",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3565,
+                            "End Line": 3568
+                        },
+                        {
+                            "Function Name": "keywords",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3727,
+                            "End Line": 3730
+                        },
+                        {
+                            "Function Name": "DATE_COLUMNS",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 243,
+                            "End Line": 247
+                        },
+                        {
+                            "Function Name": "initialize",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 362,
+                            "End Line": 364
+                        },
+                        {
+                            "Function Name": "_check_creation_ts",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1676,
+                            "End Line": 1678
+                        },
+                        {
+                            "Function Name": "set_bug_ignored",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2579,
+                            "End Line": 2579
+                        },
+                        {
+                            "Function Name": "set_cclist_accessible",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2580,
+                            "End Line": 2580
+                        },
+                        {
+                            "Function Name": "set_deadline",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2638,
+                            "End Line": 2638
+                        },
+                        {
+                            "Function Name": "_clear_dup_id",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2655,
+                            "End Line": 2655
+                        },
+                        {
+                            "Function Name": "set_estimated_time",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2702,
+                            "End Line": 2702
+                        },
+                        {
+                            "Function Name": "_set_everconfirmed",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2703,
+                            "End Line": 2703
+                        },
+                        {
+                            "Function Name": "set_op_sys",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2710,
+                            "End Line": 2710
+                        },
+                        {
+                            "Function Name": "set_platform",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2711,
+                            "End Line": 2711
+                        },
+                        {
+                            "Function Name": "set_priority",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2712,
+                            "End Line": 2712
+                        },
+                        {
+                            "Function Name": "set_remaining_time",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2888,
+                            "End Line": 2888
+                        },
+                        {
+                            "Function Name": "_zero_remaining_time",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2891,
+                            "End Line": 2891
+                        },
+                        {
+                            "Function Name": "set_reporter_accessible",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2892,
+                            "End Line": 2892
+                        },
+                        {
+                            "Function Name": "set_severity",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2941,
+                            "End Line": 2941
+                        },
+                        {
+                            "Function Name": "set_status_whiteboard",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2982,
+                            "End Line": 2982
+                        },
+                        {
+                            "Function Name": "set_summary",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2983,
+                            "End Line": 2983
+                        },
+                        {
+                            "Function Name": "set_target_milestone",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2984,
+                            "End Line": 2984
+                        },
+                        {
+                            "Function Name": "set_url",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2985,
+                            "End Line": 2985
+                        },
+                        {
+                            "Function Name": "set_version",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2986,
+                            "End Line": 2986
+                        },
+                        {
+                            "Function Name": "bug_file_loc",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3390,
+                            "End Line": 3390
+                        },
+                        {
+                            "Function Name": "bug_id",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3391,
+                            "End Line": 3391
+                        },
+                        {
+                            "Function Name": "bug_severity",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3392,
+                            "End Line": 3392
+                        },
+                        {
+                            "Function Name": "bug_status",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3393,
+                            "End Line": 3393
+                        },
+                        {
+                            "Function Name": "cclist_accessible",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3394,
+                            "End Line": 3394
+                        },
+                        {
+                            "Function Name": "component_id",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3395,
+                            "End Line": 3395
+                        },
+                        {
+                            "Function Name": "creation_ts",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3396,
+                            "End Line": 3396
+                        },
+                        {
+                            "Function Name": "estimated_time",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3397,
+                            "End Line": 3397
+                        },
+                        {
+                            "Function Name": "deadline",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3398,
+                            "End Line": 3398
+                        },
+                        {
+                            "Function Name": "delta_ts",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3399,
+                            "End Line": 3399
+                        },
+                        {
+                            "Function Name": "error",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3400,
+                            "End Line": 3400
+                        },
+                        {
+                            "Function Name": "everconfirmed",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3401,
+                            "End Line": 3401
+                        },
+                        {
+                            "Function Name": "lastdiffed",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3402,
+                            "End Line": 3402
+                        },
+                        {
+                            "Function Name": "op_sys",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3403,
+                            "End Line": 3403
+                        },
+                        {
+                            "Function Name": "priority",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3404,
+                            "End Line": 3404
+                        },
+                        {
+                            "Function Name": "product_id",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3405,
+                            "End Line": 3405
+                        },
+                        {
+                            "Function Name": "remaining_time",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3406,
+                            "End Line": 3406
+                        },
+                        {
+                            "Function Name": "reporter_accessible",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3407,
+                            "End Line": 3407
+                        },
+                        {
+                            "Function Name": "rep_platform",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3408,
+                            "End Line": 3408
+                        },
+                        {
+                            "Function Name": "resolution",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3409,
+                            "End Line": 3409
+                        },
+                        {
+                            "Function Name": "short_desc",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3410,
+                            "End Line": 3410
+                        },
+                        {
+                            "Function Name": "status_whiteboard",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3411,
+                            "End Line": 3411
+                        },
+                        {
+                            "Function Name": "target_milestone",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3412,
+                            "End Line": 3412
+                        },
+                        {
+                            "Function Name": "version",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3413,
+                            "End Line": 3413
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 1072,
+                        "Sequential Logic Declarations": 1524,
+                        "Function Parameters": 153,
+                        "Function/Method Declarations": 194,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 138,
+                        "State Mutations / Variable Reassignments": 2233,
+                        "Commented-out Code (Dead Logic)": 5,
+                        "Structured Documentation Blocks": 140,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Closures and Anonymous Functions": 2,
+                        "Global State Dependencies": 203,
+                        "Decorators and Annotations": 159,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Collection Iterators / Comprehensions": 92,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 6,
+                        "Module Dependencies (Imports)": 40,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 215,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 12,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 772,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Structured Telemetry & Logging": 3,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 74,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 56,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 84,
+                        "Private / Encapsulated Scopes": 694,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
+                        "Bypassed / Skipped Tests": 1,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 2992,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 32,
+                        "Time Date Logic": 6,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -421095,15 +422309,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 167,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
+                        "Design Snake Case": 155,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 12,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -421113,7 +422327,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -421127,29 +422341,81 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 50,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 2,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::Attachment",
+                        "Bugzilla::BugMail",
+                        "Bugzilla::BugUrl",
+                        "Bugzilla::BugUserLastVisit",
+                        "Bugzilla::Comment",
+                        "Bugzilla::Component",
+                        "Bugzilla::Constants",
+                        "Bugzilla::Error",
+                        "Bugzilla::Field",
+                        "Bugzilla::Flag",
+                        "Bugzilla::FlagType",
+                        "Bugzilla::Group",
+                        "Bugzilla::Hook",
+                        "Bugzilla::Keyword",
+                        "Bugzilla::Milestone",
+                        "Bugzilla::Product",
+                        "Bugzilla::Status",
+                        "Bugzilla::User",
+                        "Bugzilla::Util",
+                        "Bugzilla::Version",
+                        "List::MoreUtils",
+                        "List::Util",
+                        "POD",
+                        "QA",
+                        "Scalar::Util",
+                        "Storable",
+                        "UNCONFIRMED",
+                        "an",
+                        "base",
+                        "bugs",
+                        "commas",
+                        "comment",
+                        "comments",
+                        "constant",
+                        "email_in",
+                        "if",
+                        "it",
+                        "longer",
+                        "more",
+                        "need",
+                        "privileges",
+                        "privs",
+                        "remaining",
+                        "set_all",
+                        "set_bug_status",
+                        "strict",
+                        "the",
+                        "this",
+                        "warnings",
+                        "way"
+                    ]
                 },
-                "powershell/core/Microsoft.PowerShell.Management.psd1": {
+                "perl/bugzilla/CGI.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Management.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Management.psd1",
-                        "Language": "Powershell",
+                        "Filename": "CGI.pm",
+                        "Path": "perl/bugzilla/CGI.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Alert": "TYPOSQUATTING THREAT: 'parameter' mimics 'parameters'",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4246.9,
-                        "Y": -23.03,
-                        "Z": 3188.04
+                        "X": -2487.99,
+                        "Y": -57.07,
+                        "Z": 10464.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -421158,249 +422424,323 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 61,
-                        "Coding LOC": 60,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 16.2,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 844,
+                        "Coding LOC": 492,
+                        "Documentation LOC": 164,
+                        "Structural Magnitude": 695.74,
+                        "Control Flow Ratio": "50.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 1.089
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "71.09%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "39.77%",
+                        "Error & Exception Exposure": "98.82%",
+                        "Tech Debt Exposure": "80.01%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.1%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.25%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "20.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "clean_search_url",
+                            "Structural Impact": 52.9,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 33,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.5%",
+                            "Start Line": 145,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "_prevent_unsafe_response",
+                            "Structural Impact": 49.8,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "68.4%",
+                            "Start Line": 315,
+                            "End Line": 374
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 26.0,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "48.0%",
+                            "Start Line": 44,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "header",
+                            "Structural Impact": 24.8,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 377,
+                            "End Line": 448
+                        },
+                        {
+                            "Function Name": "redirect_search_url",
+                            "Structural Impact": 18.5,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 565,
+                            "End Line": 622
+                        },
+                        {
+                            "Function Name": "param",
+                            "Structural Impact": 17.5,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 450,
+                            "End Line": 488
+                        },
+                        {
+                            "Function Name": "canonicalise_query",
+                            "Structural Impact": 17.0,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "47.1%",
+                            "Start Line": 115,
+                            "End Line": 143
+                        },
+                        {
+                            "Function Name": "send_cookie",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 519,
+                            "End Line": 547
+                        },
+                        {
+                            "Function Name": "url_is_attachment_base",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 655,
+                            "End Line": 676
+                        },
+                        {
+                            "Function Name": "check_etag",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 242,
+                            "End Line": 261
+                        },
+                        {
+                            "Function Name": "multipart_start",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 264,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "_init_bz_cgi_globals",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 24,
+                            "End Line": 40
+                        },
+                        {
+                            "Function Name": "close_standby_message",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 296,
+                            "End Line": 307
+                        },
+                        {
+                            "Function Name": "FETCH",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 709,
+                            "End Line": 716
+                        },
+                        {
+                            "Function Name": "_fix_utf8",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 499,
+                            "End Line": 505
+                        },
+                        {
+                            "Function Name": "should_set",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 507,
+                            "End Line": 514
+                        },
+                        {
+                            "Function Name": "remove_cookie",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 551,
+                            "End Line": 561
+                        },
+                        {
+                            "Function Name": "STORE",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 700,
+                            "End Line": 707
+                        },
+                        {
+                            "Function Name": "redirect_to_https",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 624,
+                            "End Line": 645
+                        },
+                        {
+                            "Function Name": "url_param",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 490,
+                            "End Line": 497
+                        },
+                        {
+                            "Function Name": "set_dated_content_disp",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 678,
+                            "End Line": 692
+                        },
+                        {
+                            "Function Name": "DELETE",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 720,
+                            "End Line": 725
+                        },
+                        {
+                            "Function Name": "redirect_to_urlbase",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 648,
+                            "End Line": 653
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Control Flow Branches": 162,
+                        "Sequential Logic Declarations": 161,
+                        "Function Parameters": 26,
+                        "Function/Method Declarations": 23,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 2,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "High-Risk Execution Commands": 4,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 24,
+                        "State Mutations / Variable Reassignments": 350,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 30,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Global State Dependencies": 8,
+                        "Decorators and Annotations": 50,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Collection Iterators / Comprehensions": 5,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 13,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 46,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1": {
-                    "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5902.19,
-                        "Y": 31.89,
-                        "Z": 3013.74
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 74,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 16.48,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "68.26%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Preprocessor Macros": 1,
+                        "Pointer Arithmetic & Addressing": 24,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 12,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 27,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 85,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 60,
+                        "Structural Space Indentations": 369,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 32,
+                        "Time Date Logic": 7,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -421409,28 +422749,28 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 1,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -421441,186 +422781,52 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 22,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 8,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/Microsoft.PowerShell.Security.psd1": {
-                    "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Security.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Security.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 4003.35,
-                        "Y": -54.75,
-                        "Z": 2913.93
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 14,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.28,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
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-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
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-                        "Type/Safety Bypasses": 0,
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-                        "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
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-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
-                    },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::CGI",
+                        "Bugzilla::Constants",
+                        "Bugzilla::Error",
+                        "Bugzilla::Hook",
+                        "Bugzilla::Search::Recent",
+                        "Bugzilla::Util",
+                        "C",
+                        "File::Basename",
+                        "L",
+                        "a",
+                        "base",
+                        "in",
+                        "it",
+                        "list",
+                        "need",
+                        "parameter",
+                        "parameters",
+                        "strict",
+                        "templates",
+                        "use",
+                        "value",
+                        "warnings"
+                    ]
                 },
-                "powershell/core/Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1": {
+                "perl/bugzilla/DB.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1",
-                        "Language": "Powershell",
+                        "Filename": "DB.pm",
+                        "Path": "perl/bugzilla/DB.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4624.46,
-                        "Y": 122.84,
-                        "Z": 3521.58
+                        "X": -2881.48,
+                        "Y": -133.9,
+                        "Z": 11018.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -421629,92 +422835,873 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 19,
-                        "Coding LOC": 16,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 15.32,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 3011,
+                        "Coding LOC": 1800,
+                        "Documentation LOC": 334,
+                        "Structural Magnitude": 1182.4,
+                        "Control Flow Ratio": "39.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.778
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "26.39%",
+                        "Error & Exception Exposure": "80.17%",
+                        "Tech Debt Exposure": "16.17%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.01%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "5.02%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "bz_check_server_version",
+                            "Structural Impact": 37.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "59.3%",
+                            "Start Line": 235,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "bz_add_column",
+                            "Structural Impact": 29.3,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 664,
+                            "End Line": 710
+                        },
+                        {
+                            "Function Name": "_check_references",
+                            "Structural Impact": 26.7,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "47.4%",
+                            "Start Line": 1578,
+                            "End Line": 1664
+                        },
+                        {
+                            "Function Name": "bz_add_fks",
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+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "38.9%",
+                            "Start Line": 717,
+                            "End Line": 747
+                        },
+                        {
+                            "Function Name": "bz_alter_column_raw",
+                            "Structural Impact": 19.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "46.2%",
+                            "Start Line": 804,
+                            "End Line": 817
+                        },
+                        {
+                            "Function Name": "bz_alter_column",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 749,
+                            "End Line": 780
+                        },
+                        {
+                            "Function Name": "bz_setup_foreign_keys",
+                            "Structural Impact": 14.8,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.1%",
+                            "Start Line": 604,
+                            "End Line": 645
+                        },
+                        {
+                            "Function Name": "sql_fulltext_search",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 489,
+                            "End Line": 528
+                        },
+                        {
+                            "Function Name": "bz_drop_fk",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 988,
+                            "End Line": 1016
+                        },
+                        {
+                            "Function Name": "bz_rename_table",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "35.7%",
+                            "Start Line": 1153,
+                            "End Line": 1181
+                        },
+                        {
+                            "Function Name": "bz_drop_column",
+                            "Structural Impact": 13.1,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 966,
+                            "End Line": 986
+                        },
+                        {
+                            "Function Name": "bz_rename_column",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 1127,
+                            "End Line": 1151
+                        },
+                        {
+                            "Function Name": "_bz_init_schema_storage",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "46.2%",
+                            "Start Line": 1428,
+                            "End Line": 1477
+                        },
+                        {
+                            "Function Name": "bz_drop_index_raw",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 1085,
+                            "End Line": 1096
+                        },
+                        {
+                            "Function Name": "bz_drop_table",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 1098,
+                            "End Line": 1117
+                        },
+                        {
+                            "Function Name": "bz_add_table",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 865,
+                            "End Line": 888
+                        },
+                        {
+                            "Function Name": "_bz_populate_enum_table",
+                            "Structural Impact": 11.1,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1554,
+                            "End Line": 1574
+                        },
+                        {
+                            "Function Name": "bz_check_requirements",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 184,
+                            "End Line": 212
+                        },
+                        {
+                            "Function Name": "bz_set_next_serial_value",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1183,
+                            "End Line": 1191
+                        },
+                        {
+                            "Function Name": "bz_get_related_fks",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1018,
+                            "End Line": 1038
+                        },
+                        {
+                            "Function Name": "bz_drop_index",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1050,
+                            "End Line": 1067
+                        },
+                        {
+                            "Function Name": "_build_connector",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1373,
+                            "End Line": 1406
+                        },
+                        {
+                            "Function Name": "import",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 383,
+                            "End Line": 403
+                        },
+                        {
+                            "Function Name": "bz_add_index_raw",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 857,
+                            "End Line": 863
+                        },
+                        {
+                            "Function Name": "bz_create_database",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 298,
+                            "End Line": 326
+                        },
+                        {
+                            "Function Name": "_bz_add_field_table",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 913,
+                            "End Line": 935
+                        },
+                        {
+                            "Function Name": "sql_in",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 481,
+                            "End Line": 487
+                        },
+                        {
+                            "Function Name": "_bz_store_real_schema",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 1525,
+                            "End Line": 1551
+                        },
+                        {
+                            "Function Name": "bz_start_transaction",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1317,
+                            "End Line": 1337
+                        },
+                        {
+                            "Function Name": "_get_no_db_connection",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "23.1%",
+                            "Start Line": 329,
+                            "End Line": 347
+                        },
+                        {
+                            "Function Name": "_bz_real_schema",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 1489,
+                            "End Line": 1507
+                        },
+                        {
+                            "Function Name": "_connect",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 159,
+                            "End Line": 172
+                        },
+                        {
+                            "Function Name": "bz_populate_enum_tables",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 589,
+                            "End Line": 602
+                        },
+                        {
+                            "Function Name": "_bz_add_table_raw",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 904,
+                            "End Line": 911
+                        },
+                        {
+                            "Function Name": "bz_commit_transaction",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1339,
+                            "End Line": 1353
+                        },
+                        {
+                            "Function Name": "_bz_check_dbd",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 214,
+                            "End Line": 233
+                        },
+                        {
+                            "Function Name": "bz_setup_database",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 563,
+                            "End Line": 582
+                        },
+                        {
+                            "Function Name": "_bz_connect_error_reasons",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 352,
+                            "End Line": 373
+                        },
+                        {
+                            "Function Name": "bz_add_index",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 829,
+                            "End Line": 839
+                        },
+                        {
+                            "Function Name": "bz_alter_fk",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 819,
+                            "End Line": 827
+                        },
+                        {
+                            "Function Name": "bz_rollback_transaction",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1355,
+                            "End Line": 1367
+                        },
+                        {
+                            "Function Name": "sql_istrcmp",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 405,
+                            "End Line": 410
+                        },
+                        {
+                            "Function Name": "bz_drop_foreign_keys",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 648,
+                            "End Line": 658
+                        },
+                        {
+                            "Function Name": "bz_add_field_tables",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 937,
+                            "End Line": 956
+                        },
+                        {
+                            "Function Name": "sql_group_by",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 456,
+                            "End Line": 463
+                        },
+                        {
+                            "Function Name": "bz_column_info",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1230,
+                            "End Line": 1237
+                        },
+                        {
+                            "Function Name": "bz_index_info",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1239,
+                            "End Line": 1246
+                        },
+                        {
+                            "Function Name": "bz_fk_info",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 1119,
+                            "End Line": 1125
+                        },
+                        {
+                            "Function Name": "bz_check_regexp",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 547,
+                            "End Line": 557
+                        },
+                        {
+                            "Function Name": "bz_table_indexes",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1259,
+                            "End Line": 1269
+                        },
+                        {
+                            "Function Name": "bz_drop_field_tables",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 958,
+                            "End Line": 964
+                        },
+                        {
+                            "Function Name": "sql_string_concat",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 465,
+                            "End Line": 469
+                        },
+                        {
+                            "Function Name": "bz_drop_related_fks",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1040,
+                            "End Line": 1048
+                        },
+                        {
+                            "Function Name": "_bz_schema_class",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 1197,
+                            "End Line": 1204
+                        },
+                        {
+                            "Function Name": "_bz_schema",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1206,
+                            "End Line": 1213
+                        },
+                        {
+                            "Function Name": "quote",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 127,
+                            "End Line": 132
+                        },
+                        {
+                            "Function Name": "bz_in_transaction",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1313,
+                            "End Line": 1315
+                        },
+                        {
+                            "Function Name": "connect_shadow",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 138,
+                            "End Line": 152
+                        },
+                        {
+                            "Function Name": "_handle_error",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 174,
+                            "End Line": 182
+                        },
+                        {
+                            "Function Name": "sql_string_until",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 471,
+                            "End Line": 479
+                        },
+                        {
+                            "Function Name": "sql_like",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 431,
+                            "End Line": 437
+                        },
+                        {
+                            "Function Name": "sql_ilike",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 439,
+                            "End Line": 445
+                        },
+                        {
+                            "Function Name": "sql_not_ilike",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 447,
+                            "End Line": 453
+                        },
+                        {
+                            "Function Name": "bz_add_fk",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 712,
+                            "End Line": 715
+                        },
+                        {
+                            "Function Name": "sql_iposition",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 418,
+                            "End Line": 423
+                        },
+                        {
+                            "Function Name": "bz_last_key",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 540,
+                            "End Line": 545
+                        },
+                        {
+                            "Function Name": "sql_position",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 425,
+                            "End Line": 429
+                        },
+                        {
+                            "Function Name": "sql_istring",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 412,
+                            "End Line": 416
+                        },
+                        {
+                            "Function Name": "bz_table_columns_real",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1291,
+                            "End Line": 1295
+                        },
+                        {
+                            "Function Name": "bz_table_info",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1248,
+                            "End Line": 1251
+                        },
+                        {
+                            "Function Name": "bz_table_columns",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1254,
+                            "End Line": 1257
+                        },
+                        {
+                            "Function Name": "_build_qi",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 39,
+                            "End Line": 45
+                        },
+                        {
+                            "Function Name": "bz_table_list_real",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1303,
+                            "End Line": 1307
+                        },
+                        {
+                            "Function Name": "bz_server_version",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 535,
+                            "End Line": 538
+                        },
+                        {
+                            "Function Name": "_bz_get_initial_schema",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1225,
+                            "End Line": 1228
+                        },
+                        {
+                            "Function Name": "bz_table_list",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1271,
+                            "End Line": 1274
+                        },
+                        {
+                            "Function Name": "connect_main",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 154,
+                            "End Line": 157
+                        },
+                        {
+                            "Function Name": "bz_enum_initial_values",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 585,
+                            "End Line": 587
+                        }
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+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 519,
+                        "Function Parameters": 74,
+                        "Function/Method Declarations": 78,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 23,
+                        "Exposed API / Public Exports": 61,
+                        "State Mutations / Variable Reassignments": 523,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 456,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 8,
+                        "Closures and Anonymous Functions": 2,
+                        "Global State Dependencies": 30,
+                        "Decorators and Annotations": 75,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 29,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 38,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 5,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 106,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 29,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 16,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 17,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 13,
+                        "Private / Encapsulated Scopes": 251,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
+                        "Bypassed / Skipped Tests": 1,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 857,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 15,
+                        "Time Date Logic": 4,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -421723,15 +423710,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
+                        "Core Var Decl": 49,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 13,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Snake Case": 35,
+                        "Design Pascal Case": 7,
+                        "Design Upper Case": 7,
+                        "Design Short Vars": 3,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -421739,9 +423726,9 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -421755,29 +423742,72 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 42,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 8,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::Constants",
+                        "Bugzilla::DB",
+                        "Bugzilla::DB::QuoteIdentifier",
+                        "Bugzilla::DB::Schema",
+                        "Bugzilla::Error",
+                        "Bugzilla::Install::Localconfig",
+                        "Bugzilla::Install::Requirements",
+                        "Bugzilla::Install::Util",
+                        "Bugzilla::Mailer",
+                        "Bugzilla::Util",
+                        "Bugzilla::Version",
+                        "Carp",
+                        "DBI",
+                        "DBIx::Connector",
+                        "DEFAULT",
+                        "FK",
+                        "L",
+                        "List::Util",
+                        "Moo",
+                        "NAME",
+                        "Scalar::Util",
+                        "Storable",
+                        "_bz_schema",
+                        "bz_table_list",
+                        "constant",
+                        "default",
+                        "driver",
+                        "handles",
+                        "longer",
+                        "match",
+                        "now",
+                        "only",
+                        "parameters",
+                        "shadow",
+                        "table",
+                        "that",
+                        "the",
+                        "them",
+                        "these",
+                        "this",
+                        "value",
+                        "when"
+                    ]
                 },
-                "powershell/core/Microsoft.PowerShell.Utility.psd1": {
+                "perl/bugzilla/Requirements.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Utility.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Utility.psd1",
-                        "Language": "Powershell",
+                        "Filename": "Requirements.pm",
+                        "Path": "perl/bugzilla/Requirements.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4966.89,
-                        "Y": 155.7,
-                        "Z": 3579.17
+                        "X": -2217.89,
+                        "Y": -39.25,
+                        "Z": 11119.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -421786,92 +423816,243 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 36,
-                        "Coding LOC": 35,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 17.7,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 1000,
+                        "Coding LOC": 707,
+                        "Documentation LOC": 117,
+                        "Structural Magnitude": 470.94,
+                        "Control Flow Ratio": "35.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.853
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "75.29%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "3.53%",
+                        "Cognitive Load Exposure": "30.07%",
+                        "Error & Exception Exposure": "88.38%",
+                        "Tech Debt Exposure": "18.63%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.72%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "16.8%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "29.79%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "print_module_instructions",
+                            "Structural Impact": 44.6,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.0%",
+                            "Start Line": 582,
+                            "End Line": 677
+                        },
+                        {
+                            "Function Name": "_checking_for",
+                            "Structural Impact": 28.8,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.1%",
+                            "Start Line": 777,
+                            "End Line": 814
+                        },
+                        {
+                            "Function Name": "have_vers",
+                            "Structural Impact": 26.9,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "43.3%",
+                            "Start Line": 722,
+                            "End Line": 775
+                        },
+                        {
+                            "Function Name": "OPTIONAL_MODULES",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 244,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 197,
+                            "End Line": 440
+                        },
+                        {
+                            "Function Name": "check_graphviz",
+                            "Structural Impact": 17.1,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 688,
+                            "End Line": 718
+                        },
+                        {
+                            "Function Name": "check_requirements",
+                            "Structural Impact": 14.4,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 484,
+                            "End Line": 517
+                        },
+                        {
+                            "Function Name": "_missing_apache_modules",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "29.4%",
+                            "Start Line": 533,
+                            "End Line": 554
+                        },
+                        {
+                            "Function Name": "REQUIRED_MODULES",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "11.5%",
+                            "Start Line": 84,
+                            "End Line": 195
+                        },
+                        {
+                            "Function Name": "_check_apache_module",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 570,
+                            "End Line": 580
+                        },
+                        {
+                            "Function Name": "_check_missing",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 520,
+                            "End Line": 531
+                        },
+                        {
+                            "Function Name": "_get_apachectl",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "30.8%",
+                            "Start Line": 556,
+                            "End Line": 568
+                        },
+                        {
+                            "Function Name": "install_command",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 816,
+                            "End Line": 832
+                        },
+                        {
+                            "Function Name": "_get_extension_requirements",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 470,
+                            "End Line": 482
+                        },
+                        {
+                            "Function Name": "map_files_to_features",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 835,
+                            "End Line": 847
+                        },
+                        {
+                            "Function Name": "_translate_feature",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 679,
+                            "End Line": 686
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 123,
+                        "Sequential Logic Declarations": 228,
+                        "Function Parameters": 11,
+                        "Function/Method Declarations": 15,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 1,
+                        "I/O and Network Boundaries": 10,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 240,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 41,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
+                        "UI / View Layer Components": 4,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 75,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Collection Iterators / Comprehensions": 12,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 14,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 4,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 4,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 45,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 1,
-                        "Bitwise Operations": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 33,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 9,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 87,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 20,
+                        "Structural Space Indentations": 581,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 5,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 4,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 7,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -421880,12 +424061,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 195,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
+                        "Design Snake Case": 190,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -421898,55 +424079,99 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 18,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 6,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1": {
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::Constants",
+                        "Bugzilla::Install::Util",
+                        "DateTime::TimeZone",
+                        "Email::Address::XS",
+                        "List::Util",
+                        "Perl",
+                        "Term::ANSIColor",
+                        "XMLRPC::Lite",
+                        "an",
+                        "apache2ctl",
+                        "base",
+                        "constant",
+                        "longer",
+                        "module",
+                        "strict",
+                        "that",
+                        "this",
+                        "warnings"
+                    ]
+                }
+            }
+        },
+        "powershell/core": {
+            "Directory Group Magnitude": 7361.12,
+            "File Count": 33,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "97.0%",
+                "Static: Literature & Documentation": "3.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "32.44%",
+                "Error & Exception Exposure": "58.17%",
+                "Tech Debt Exposure": "20.03%",
+                "Testing Exposure": "25.79%",
+                "API Exposure": "1.47%",
+                "Concurrency Exposure": "4.05%",
+                "State Flux Exposure": "60.41%",
+                "Commented Logic Exposure": "3.69%",
+                "Specification Exposure": "39.39%",
+                "Instability Exposure": "48.48%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "5.06%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "powershell/core/LICENSE.txt": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1",
-                        "Language": "Powershell",
+                        "Filename": "LICENSE.txt",
+                        "Path": "powershell/core/LICENSE.txt",
+                        "Language": "Plaintext",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4438.17,
-                        "Y": -180.69,
-                        "Z": 1941.78
+                        "X": 5120.88,
+                        "Y": 150.06,
+                        "Z": 3691.31
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
+                        "Repository Archetype": "Static: Literature & Documentation",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "N/A",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 34,
-                        "Coding LOC": 33,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 17.66,
+                        "Total LOC": 22,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 1.0,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -421955,19 +424180,19 @@
                         "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "75.29%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "3.53%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "16.8%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "29.79%",
-                        "Hardcoded Payload Artifacts": "0.0%"
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
@@ -421979,56 +424204,56 @@
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 1,
+                        "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 4,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 18,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 5,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 4,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -422037,11 +424262,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -422062,7 +424287,7 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
@@ -422076,22 +424301,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/Microsoft.WSMan.Management.psd1": {
+                "powershell/core/CimCmdlets.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.WSMan.Management.psd1",
-                        "Path": "powershell/core/Microsoft.WSMan.Management.psd1",
+                        "Filename": "CimCmdlets.psd1",
+                        "Path": "powershell/core/CimCmdlets.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4686.41,
-                        "Y": -181.59,
-                        "Z": 1845.29
+                        "X": 4098.66,
+                        "Y": -157.71,
+                        "Z": 2358.86
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422100,10 +424325,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 16,
-                        "Coding LOC": 15,
+                        "Total LOC": 19,
+                        "Coding LOC": 18,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 15.3,
+                        "Structural Magnitude": 15.36,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -422145,7 +424370,7 @@
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 1,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
@@ -422174,10 +424399,10 @@
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 3,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -422233,22 +424458,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/PSDiagnostics.psd1": {
+                "powershell/core/GHWorkflowHelper.psm1": {
                     "1. Artifact Identity": {
-                        "Filename": "PSDiagnostics.psd1",
-                        "Path": "powershell/core/PSDiagnostics.psd1",
+                        "Filename": "GHWorkflowHelper.psm1",
+                        "Path": "powershell/core/GHWorkflowHelper.psm1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Identity Proof": "Single Indicator (Ext: .psm1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5605.47,
-                        "Y": -135.86,
-                        "Z": 2020.98
+                        "X": 5231.8,
+                        "Y": -197.38,
+                        "Z": 2003.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422257,54 +424482,75 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 14,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.28,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 28,
+                        "Coding LOC": 20,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 16.1,
+                        "Control Flow Ratio": "40.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.4
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Cognitive Load Exposure": "19.78%",
+                        "Error & Exception Exposure": "75.29%",
+                        "Tech Debt Exposure": "92.41%",
+                        "Testing Exposure": "2.38%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "99.18%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Set-GWVariable",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4,
+                            "End Line": 17
+                        },
+                        {
+                            "Function Name": "Get-GWTempPath",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 19,
+                            "End Line": 27
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
+                        "I/O and Network Boundaries": 1,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "State Mutations / Variable Reassignments": 9,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Closures and Anonymous Functions": 2,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 2,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
@@ -422321,9 +424567,9 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
+                        "Structured Telemetry & Logging": 2,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 2,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
@@ -422334,7 +424580,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 16,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -422351,15 +424597,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -422390,10 +424636,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/Parse-MarkdownLink.ps1": {
+                "powershell/core/Install-PowerShellRemoting.ps1": {
                     "1. Artifact Identity": {
-                        "Filename": "Parse-MarkdownLink.ps1",
-                        "Path": "powershell/core/Parse-MarkdownLink.ps1",
+                        "Filename": "Install-PowerShellRemoting.ps1",
+                        "Path": "powershell/core/Install-PowerShellRemoting.ps1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -422403,9 +424649,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4340.82,
-                        "Y": -5.46,
-                        "Z": 3164.11
+                        "X": 4718.89,
+                        "Y": -169.78,
+                        "Z": 2363.15
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422414,77 +424660,87 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 183,
-                        "Coding LOC": 126,
-                        "Documentation LOC": 30,
-                        "Structural Magnitude": 116.92,
-                        "Control Flow Ratio": "84.2%",
+                        "Total LOC": 233,
+                        "Coding LOC": 164,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 121.68,
+                        "Control Flow Ratio": "76.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.952
+                        "Raw Cognitive Density": 0.841
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "36.25%",
-                        "Error & Exception Exposure": "88.97%",
-                        "Tech Debt Exposure": "37.38%",
+                        "Cognitive Load Exposure": "59.05%",
+                        "Error & Exception Exposure": "82.24%",
+                        "Tech Debt Exposure": "40.95%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "5.08%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "19.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.61%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Get-LinksFromMarkdownAst",
-                            "Structural Impact": 56.9,
-                            "Lines of Code (LOC)": 98,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "92.6%",
-                            "Start Line": 35,
-                            "End Line": 132
+                            "Function Name": "Install-PluginEndpoint",
+                            "Structural Impact": 49.0,
+                            "Lines of Code (LOC)": 113,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "82.8%",
+                            "Start Line": 113,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "Parse-ChangelogFiles",
-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 134,
-                            "End Line": 176
+                            "Function Name": "Register-WinRmPlugin",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 36,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "New-PluginConfigFile",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 89,
+                            "End Line": 111
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 32,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 4,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 44,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 6,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 54,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 15,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 2,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 9,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
@@ -422500,9 +424756,9 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 7,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -422512,14 +424768,14 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 117,
+                        "Structural Space Indentations": 144,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -422529,15 +424785,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 28,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 28,
+                        "Design Pascal Case": 4,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 3,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -422553,7 +424809,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
+                        "Sec Entropy": 1,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -422568,10 +424824,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/RegisterManifest.ps1": {
+                "powershell/core/InstallPSCorePolicyDefinitions.ps1": {
                     "1. Artifact Identity": {
-                        "Filename": "RegisterManifest.ps1",
-                        "Path": "powershell/core/RegisterManifest.ps1",
+                        "Filename": "InstallPSCorePolicyDefinitions.ps1",
+                        "Path": "powershell/core/InstallPSCorePolicyDefinitions.ps1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -422581,9 +424837,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5732.37,
-                        "Y": 38.62,
-                        "Z": 2703.52
+                        "X": 5593.87,
+                        "Y": 116.35,
+                        "Z": 3190.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422592,43 +424848,33 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 98,
-                        "Coding LOC": 61,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 55.32,
-                        "Control Flow Ratio": "85.2%",
+                        "Total LOC": 89,
+                        "Coding LOC": 64,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 30.88,
+                        "Control Flow Ratio": "89.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.373
+                        "Raw Cognitive Density": 1.016
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "46.18%",
-                        "Error & Exception Exposure": "96.84%",
-                        "Tech Debt Exposure": "83.18%",
-                        "Testing Exposure": "2.48%",
-                        "API Exposure": "6.03%",
+                        "Cognitive Load Exposure": "51.09%",
+                        "Error & Exception Exposure": "87.78%",
+                        "Tech Debt Exposure": "46.1%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "4.88%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "15.57%",
+                        "Commented Logic Exposure": "16.83%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "22.99%",
+                        "Documentation Exposure": "13.76%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Start-NativeExecution",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 30,
-                            "End Line": 48
-                        },
                         {
                             "Function Name": "Test-Elevated",
                             "Structural Impact": 1.6,
@@ -422636,35 +424882,35 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 50,
-                            "End Line": 60
+                            "Start Line": 22,
+                            "End Line": 32
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 23,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 17,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
+                        "Defensive Programming Constructs": 1,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 2,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 33,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 26,
                         "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 4,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 12,
-                        "Global State Dependencies": 4,
+                        "Closures and Anonymous Functions": 9,
+                        "Global State Dependencies": 2,
                         "Decorators and Annotations": 3,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 3,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -422677,10 +424923,10 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
+                        "Structured Telemetry & Logging": 4,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -422690,7 +424936,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 30,
+                        "Structural Space Indentations": 17,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -422715,7 +424961,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -422746,22 +424992,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/RegisterMicrosoftUpdate.ps1": {
+                "powershell/core/Microsoft.PowerShell.Diagnostics.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "RegisterMicrosoftUpdate.ps1",
-                        "Path": "powershell/core/RegisterMicrosoftUpdate.ps1",
+                        "Filename": "Microsoft.PowerShell.Diagnostics.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Diagnostics.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5171.72,
-                        "Y": 132.92,
-                        "Z": 3271.05
+                        "X": 5903.96,
+                        "Y": -48.93,
+                        "Z": 2400.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422770,26 +425016,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 71,
-                        "Coding LOC": 52,
-                        "Documentation LOC": 9,
-                        "Structural Magnitude": 70.04,
-                        "Control Flow Ratio": "71.4%",
+                        "Total LOC": 17,
+                        "Coding LOC": 16,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.32,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.981
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.28%",
-                        "Error & Exception Exposure": "99.38%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.33%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "20.73%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -422799,23 +425045,23 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 3,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 36,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 1,
-                        "Asynchronous/Concurrent Execution": 18,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 7,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
@@ -422834,11 +425080,11 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 10,
+                        "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
@@ -422847,7 +425093,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 39,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -422855,7 +425101,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -422864,11 +425110,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 14,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Pascal Case": 13,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -422903,22 +425149,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/Run-AttackSurfaceAnalyzer.ps1": {
+                "powershell/core/Microsoft.PowerShell.Host.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "Run-AttackSurfaceAnalyzer.ps1",
-                        "Path": "powershell/core/Run-AttackSurfaceAnalyzer.ps1",
+                        "Filename": "Microsoft.PowerShell.Host.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Host.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4418.41,
-                        "Y": -72.87,
-                        "Z": 2806.02
+                        "X": 5898.9,
+                        "Y": 161.59,
+                        "Z": 3257.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422927,139 +425173,58 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 591,
-                        "Coding LOC": 423,
-                        "Documentation LOC": 74,
-                        "Structural Magnitude": 216.06,
-                        "Control Flow Ratio": "74.1%",
+                        "Total LOC": 15,
+                        "Coding LOC": 14,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.28,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.962
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "55.13%",
-                        "Error & Exception Exposure": "88.57%",
-                        "Tech Debt Exposure": "37.98%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "3.26%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "Test-MsiSignature",
-                            "Structural Impact": 21.2,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 80,
-                            "End Line": 136
-                        },
-                        {
-                            "Function Name": "Start-DockerDesktopApp",
-                            "Structural Impact": 15.6,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 169,
-                            "End Line": 219
-                        },
-                        {
-                            "Function Name": "Install-DockerDesktop",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 231,
-                            "End Line": 266
-                        },
-                        {
-                            "Function Name": "Write-Log",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 68,
-                            "End Line": 78
-                        },
-                        {
-                            "Function Name": "Test-DockerDesktopInstalled",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 148,
-                            "End Line": 162
-                        },
-                        {
-                            "Function Name": "Test-DockerAvailable",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 138,
-                            "End Line": 146
-                        },
-                        {
-                            "Function Name": "Test-WingetAvailable",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 221,
-                            "End Line": 229
-                        },
-                        {
-                            "Function Name": "Test-DockerDesktopRunning",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 164,
-                            "End Line": 167
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 120,
-                        "Sequential Logic Declarations": 42,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 8,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 29,
-                        "Type/Safety Bypasses": 6,
-                        "High-Risk Execution Commands": 6,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 141,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 9,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 70,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 8,
+                        "Closures and Anonymous Functions": 1,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 1,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -423072,28 +425237,28 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 107,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 11,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 383,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 5,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -423102,15 +425267,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 12,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 8,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -423141,22 +425306,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/Run.ps1": {
+                "powershell/core/Microsoft.PowerShell.Management.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "Run.ps1",
-                        "Path": "powershell/core/Run.ps1",
+                        "Filename": "Microsoft.PowerShell.Management.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Management.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5258.48,
-                        "Y": 65.56,
-                        "Z": 3243.31
+                        "X": 4246.89,
+                        "Y": -23.04,
+                        "Z": 3187.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -423165,87 +425330,56 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 398,
-                        "Coding LOC": 309,
-                        "Documentation LOC": 29,
-                        "Structural Magnitude": 291.98,
-                        "Control Flow Ratio": "81.8%",
+                        "Total LOC": 61,
+                        "Coding LOC": 60,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 16.2,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.983
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "71.75%",
-                        "Error & Exception Exposure": "96.45%",
-                        "Tech Debt Exposure": "20.31%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "71.09%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.31%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "Publish-PackageToPMC",
-                            "Structural Impact": 38.1,
-                            "Lines of Code (LOC)": 122,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "93.9%",
-                            "Start Line": 148,
-                            "End Line": 269
-                        },
-                        {
-                            "Function Name": "Get-MappedRepositoryIds",
-                            "Structural Impact": 35.8,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 5,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "Get-PackageObjects",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 85,
-                            "End Line": 143
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 72,
-                        "Sequential Logic Declarations": 16,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 10,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 2,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 197,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 40,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 9,
-                        "Generic Type Abstractions": 6,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
@@ -423260,27 +425394,27 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 36,
+                        "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 9,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 1,
+                        "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 289,
+                        "Structural Space Indentations": 46,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 3,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 7,
-                        "Regex Execution": 3,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -423290,15 +425424,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
+                        "Core Var Decl": 12,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 5,
-                        "Design Upper Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -423315,7 +425449,7 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
@@ -423329,22 +425463,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/SSHRemoting.Basic.Tests.ps1": {
+                "powershell/core/Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "SSHRemoting.Basic.Tests.ps1",
-                        "Path": "powershell/core/SSHRemoting.Basic.Tests.ps1",
+                        "Filename": "Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5478.66,
-                        "Y": -0.82,
-                        "Z": 2605.06
+                        "X": 5902.08,
+                        "Y": 31.88,
+                        "Z": 3013.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -423353,50 +425487,2088 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 406,
-                        "Coding LOC": 338,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 210.76,
-                        "Control Flow Ratio": "83.7%",
+                        "Total LOC": 75,
+                        "Coding LOC": 74,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 16.48,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.879
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "62.59%",
-                        "Error & Exception Exposure": "78.14%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "68.26%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
+                        "Testing Exposure": "2.31%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "33.68%",
-                        "State Flux Exposure": "100.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "TryCreateRunspace",
-                            "Structural Impact": 24.4,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 254,
-                            "End Line": 300
-                        },
-                        {
-                            "Function Name": "TryNewPSSession",
-                            "Structural Impact": 20.6,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "85.7%",
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 1,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 60,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Microsoft.PowerShell.Security.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.PowerShell.Security.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Security.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4003.36,
+                        "Y": -54.75,
+                        "Z": 2913.88
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 15,
+                        "Coding LOC": 14,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.28,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
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+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
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+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
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+                        "Asynchronous/Concurrent Execution": 0,
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+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
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+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
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+                        "Server-Side Rendering Contexts": 0,
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+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
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+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                    },
+                    "9. Extracted Dependencies": []
+                },
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+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4624.43,
+                        "Y": 122.84,
+                        "Z": 3521.5
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 19,
+                        "Coding LOC": 16,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 15.32,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
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+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
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+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
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+                        "Asynchronous/Concurrent Execution": 0,
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+                        "Closures and Anonymous Functions": 0,
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+                        "Decorators and Annotations": 0,
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+                        "Collection Iterators / Comprehensions": 0,
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+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
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+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
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+                        "Thread Sleeps & Blocking Waits": 0,
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+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
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+                        "Bypassed / Skipped Tests": 0,
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+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
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+                        "Regex Execution": 0,
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+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
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+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 14,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 13,
+                        "Design Upper Case": 1,
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+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
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+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
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+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.PowerShell.Utility.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Utility.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4966.85,
+                        "Y": 155.69,
+                        "Z": 3579.09
+                    },
+                    "3. Architectural Profile": {
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+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 36,
+                        "Coding LOC": 35,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 17.7,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
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+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "75.29%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "3.53%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "16.8%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "29.79%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
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+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
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+                        "Function/Method Declarations": 0,
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+                        "Structured Documentation Blocks": 0,
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+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 4,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 4,
+                        "Ad-hoc Print / Debug Statements": 1,
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+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
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+                        "Private / Encapsulated Scopes": 0,
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+                        "Structural Space Indentations": 20,
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+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 2,
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+                        "Serialization Parsing": 5,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 4,
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+                        "AI Orchestration Frameworks": 0,
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+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
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+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
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+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 1,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
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+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4438.15,
+                        "Y": -180.68,
+                        "Z": 1941.79
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 34,
+                        "Coding LOC": 33,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 17.66,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "75.29%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "3.53%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "16.8%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "29.79%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
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+                        "Structured Documentation Blocks": 0,
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+                        "Decorators and Annotations": 0,
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+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
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+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 4,
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+                        "Thread Synchronization Locks": 0,
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+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 18,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 2,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 5,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 4,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 1,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Microsoft.WSMan.Management.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.WSMan.Management.psd1",
+                        "Path": "powershell/core/Microsoft.WSMan.Management.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4686.38,
+                        "Y": -181.58,
+                        "Z": 1845.31
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 16,
+                        "Coding LOC": 15,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.3,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 1,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 12,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/PSDiagnostics.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "PSDiagnostics.psd1",
+                        "Path": "powershell/core/PSDiagnostics.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5605.39,
+                        "Y": -135.85,
+                        "Z": 2021.0
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 15,
+                        "Coding LOC": 14,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.28,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 12,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Parse-MarkdownLink.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Parse-MarkdownLink.ps1",
+                        "Path": "powershell/core/Parse-MarkdownLink.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4340.83,
+                        "Y": -5.46,
+                        "Z": 3164.06
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 183,
+                        "Coding LOC": 126,
+                        "Documentation LOC": 30,
+                        "Structural Magnitude": 116.92,
+                        "Control Flow Ratio": "84.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.952
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "36.25%",
+                        "Error & Exception Exposure": "88.97%",
+                        "Tech Debt Exposure": "37.38%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "13.61%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Get-LinksFromMarkdownAst",
+                            "Structural Impact": 56.9,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "92.6%",
+                            "Start Line": 35,
+                            "End Line": 132
+                        },
+                        {
+                            "Function Name": "Parse-ChangelogFiles",
+                            "Structural Impact": 13.5,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 134,
+                            "End Line": 176
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 32,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 4,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 44,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 6,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 15,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 4,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 117,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 28,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 28,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/RegisterManifest.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "RegisterManifest.ps1",
+                        "Path": "powershell/core/RegisterManifest.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5732.09,
+                        "Y": 38.61,
+                        "Z": 2703.54
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 98,
+                        "Coding LOC": 61,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 54.32,
+                        "Control Flow Ratio": "85.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.373
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "46.18%",
+                        "Error & Exception Exposure": "96.84%",
+                        "Tech Debt Exposure": "83.18%",
+                        "Testing Exposure": "2.48%",
+                        "API Exposure": "4.78%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "15.57%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "15.41%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Start-NativeExecution",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 30,
+                            "End Line": 48
+                        },
+                        {
+                            "Function Name": "Test-Elevated",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 50,
+                            "End Line": 60
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 23,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 33,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 4,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 12,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 5,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 30,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/RegisterMicrosoftUpdate.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "RegisterMicrosoftUpdate.ps1",
+                        "Path": "powershell/core/RegisterMicrosoftUpdate.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5171.66,
+                        "Y": 132.91,
+                        "Z": 3270.97
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 71,
+                        "Coding LOC": 52,
+                        "Documentation LOC": 9,
+                        "Structural Magnitude": 70.04,
+                        "Control Flow Ratio": "71.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.981
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "99.28%",
+                        "Error & Exception Exposure": "99.38%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "20.73%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 3,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 36,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 1,
+                        "Asynchronous/Concurrent Execution": 18,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 7,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 10,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 39,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Run-AttackSurfaceAnalyzer.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Run-AttackSurfaceAnalyzer.ps1",
+                        "Path": "powershell/core/Run-AttackSurfaceAnalyzer.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4418.42,
+                        "Y": -72.86,
+                        "Z": 2806.0
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 591,
+                        "Coding LOC": 423,
+                        "Documentation LOC": 74,
+                        "Structural Magnitude": 216.06,
+                        "Control Flow Ratio": "74.1%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.962
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "55.13%",
+                        "Error & Exception Exposure": "88.57%",
+                        "Tech Debt Exposure": "37.98%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.26%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Test-MsiSignature",
+                            "Structural Impact": 21.2,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 80,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "Start-DockerDesktopApp",
+                            "Structural Impact": 15.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 169,
+                            "End Line": 219
+                        },
+                        {
+                            "Function Name": "Install-DockerDesktop",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "53.3%",
+                            "Start Line": 231,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "Write-Log",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 68,
+                            "End Line": 78
+                        },
+                        {
+                            "Function Name": "Test-DockerDesktopInstalled",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 148,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "Test-DockerAvailable",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 138,
+                            "End Line": 146
+                        },
+                        {
+                            "Function Name": "Test-WingetAvailable",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 221,
+                            "End Line": 229
+                        },
+                        {
+                            "Function Name": "Test-DockerDesktopRunning",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 164,
+                            "End Line": 167
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 120,
+                        "Sequential Logic Declarations": 42,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 29,
+                        "Type/Safety Bypasses": 6,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 141,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 9,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 70,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 8,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 107,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 11,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 383,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 2,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 5,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 8,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Run.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Run.ps1",
+                        "Path": "powershell/core/Run.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5258.4,
+                        "Y": 65.55,
+                        "Z": 3243.24
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 398,
+                        "Coding LOC": 309,
+                        "Documentation LOC": 29,
+                        "Structural Magnitude": 291.98,
+                        "Control Flow Ratio": "81.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.983
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "71.75%",
+                        "Error & Exception Exposure": "96.45%",
+                        "Tech Debt Exposure": "20.31%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Publish-PackageToPMC",
+                            "Structural Impact": 38.1,
+                            "Lines of Code (LOC)": 122,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "93.9%",
+                            "Start Line": 148,
+                            "End Line": 269
+                        },
+                        {
+                            "Function Name": "Get-MappedRepositoryIds",
+                            "Structural Impact": 35.8,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 5,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "Get-PackageObjects",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 85,
+                            "End Line": 143
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 72,
+                        "Sequential Logic Declarations": 16,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 197,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 40,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 9,
+                        "Generic Type Abstractions": 6,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 36,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 9,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 1,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 289,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 3,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 7,
+                        "Regex Execution": 3,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 5,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 5,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 3,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/SSHRemoting.Basic.Tests.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "SSHRemoting.Basic.Tests.ps1",
+                        "Path": "powershell/core/SSHRemoting.Basic.Tests.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5478.57,
+                        "Y": -0.81,
+                        "Z": 2605.06
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 406,
+                        "Coding LOC": 338,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 210.76,
+                        "Control Flow Ratio": "83.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.879
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "62.59%",
+                        "Error & Exception Exposure": "78.14%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "33.68%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "TryCreateRunspace",
+                            "Structural Impact": 24.4,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 254,
+                            "End Line": 300
+                        },
+                        {
+                            "Function Name": "TryNewPSSession",
+                            "Structural Impact": 20.6,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "85.7%",
                             "Start Line": 28,
                             "End Line": 69
                         },
@@ -423560,9 +427732,9 @@
                         "Identity Proof": "Single Indicator (Ext: .psm1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4684.71,
+                        "X": 4684.7,
                         "Y": -38.69,
-                        "Z": 3147.98
+                        "Z": 3147.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -423932,8 +428104,8 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4314.12,
-                        "Y": -137.89,
+                        "X": 4314.11,
+                        "Y": -137.88,
                         "Z": 2234.33
                     },
                     "3. Architectural Profile": {
@@ -424091,9 +428263,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5011.81,
-                        "Y": -93.04,
-                        "Z": 2156.53
+                        "X": 5011.75,
+                        "Y": -93.02,
+                        "Z": 2156.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424105,7 +428277,7 @@
                         "Total LOC": 500,
                         "Coding LOC": 361,
                         "Documentation LOC": 76,
-                        "Structural Magnitude": 331.02,
+                        "Structural Magnitude": 330.02,
                         "Control Flow Ratio": "95.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -424118,7 +428290,7 @@
                         "Error & Exception Exposure": "98.29%",
                         "Tech Debt Exposure": "22.21%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.18%",
+                        "API Exposure": "4.46%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "9.55%",
@@ -424181,7 +428353,7 @@
                         "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 4,
+                        "Exposed API / Public Exports": 3,
                         "State Mutations / Variable Reassignments": 260,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 14,
@@ -424289,9 +428461,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4117.01,
-                        "Y": -90.62,
-                        "Z": 2894.27
+                        "X": 4117.02,
+                        "Y": -90.61,
+                        "Z": 2894.24
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424446,9 +428618,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4527.1,
-                        "Y": 18.63,
-                        "Z": 3310.01
+                        "X": 4527.47,
+                        "Y": 18.55,
+                        "Z": 3309.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424460,7 +428632,7 @@
                         "Total LOC": 118,
                         "Coding LOC": 69,
                         "Documentation LOC": 29,
-                        "Structural Magnitude": 44.38,
+                        "Structural Magnitude": 41.38,
                         "Control Flow Ratio": "100.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -424473,14 +428645,14 @@
                         "Error & Exception Exposure": "78.26%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "5.8%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.1%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -424495,7 +428667,7 @@
                         "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 25,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -424603,9 +428775,9 @@
                         "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5415.7,
-                        "Y": 200.26,
-                        "Z": 3657.11
+                        "X": 5415.62,
+                        "Y": 200.25,
+                        "Z": 3657.03
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424760,9 +428932,9 @@
                         "Identity Proof": "Single Indicator (Ext: .psm1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4946.83,
+                        "X": 4946.78,
                         "Y": 9.14,
-                        "Z": 2619.91
+                        "Z": 2619.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424774,7 +428946,7 @@
                         "Total LOC": 5824,
                         "Coding LOC": 4551,
                         "Documentation LOC": 298,
-                        "Structural Magnitude": 4135.62,
+                        "Structural Magnitude": 4122.62,
                         "Control Flow Ratio": "85.5%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -424787,14 +428959,14 @@
                         "Error & Exception Exposure": "92.12%",
                         "Tech Debt Exposure": "45.6%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.29%",
+                        "API Exposure": "6.15%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.95%",
+                        "Documentation Exposure": "15.41%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -425560,7 +429732,7 @@
                         "Type/Safety Bypasses": 61,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 27,
-                        "Exposed API / Public Exports": 42,
+                        "Exposed API / Public Exports": 29,
                         "State Mutations / Variable Reassignments": 1825,
                         "Commented-out Code (Dead Logic)": 16,
                         "Structured Documentation Blocks": 68,
@@ -425672,9 +429844,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5613.97,
-                        "Y": -123.61,
-                        "Z": 2193.26
+                        "X": 5613.88,
+                        "Y": -123.6,
+                        "Z": 2193.27
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -425832,9 +430004,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5620.3,
-                        "Y": 79.97,
-                        "Z": 3059.03
+                        "X": 5620.2,
+                        "Y": 79.96,
+                        "Z": 3058.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426020,9 +430192,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5305.72,
-                        "Y": -97.3,
-                        "Z": 2125.22
+                        "X": 5305.64,
+                        "Y": -97.29,
+                        "Z": 2125.24
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426179,9 +430351,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4850.28,
-                        "Y": 97.41,
-                        "Z": 3401.24
+                        "X": 4850.27,
+                        "Y": 97.39,
+                        "Z": 3401.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426193,7 +430365,7 @@
                         "Total LOC": 180,
                         "Coding LOC": 143,
                         "Documentation LOC": 7,
-                        "Structural Magnitude": 139.96,
+                        "Structural Magnitude": 138.96,
                         "Control Flow Ratio": "69.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -426206,14 +430378,14 @@
                         "Error & Exception Exposure": "96.95%",
                         "Tech Debt Exposure": "18.98%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.23%",
+                        "API Exposure": "2.67%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.1%",
+                        "Documentation Exposure": "13.05%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -426279,7 +430451,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 76,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -426387,9 +430559,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4918.33,
-                        "Y": -137.01,
-                        "Z": 1884.95
+                        "X": 4918.28,
+                        "Y": -137.0,
+                        "Z": 1884.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426533,44 +430705,44 @@
                 }
             }
         },
-        "perl/bugzilla": {
-            "Directory Group Magnitude": 7237.36,
-            "File Count": 5,
+        "scala/kafka": {
+            "Directory Group Magnitude": 6307.04,
+            "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "33.62%",
-                "Error & Exception Exposure": "90.49%",
-                "Tech Debt Exposure": "45.88%",
-                "Testing Exposure": "80.0%",
-                "API Exposure": "0.06%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "99.99%",
-                "Commented Logic Exposure": "3.08%",
+                "Cognitive Load Exposure": "14.4%",
+                "Error & Exception Exposure": "49.39%",
+                "Tech Debt Exposure": "35.85%",
+                "Testing Exposure": "57.85%",
+                "API Exposure": "4.85%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "8.73%",
+                "Commented Logic Exposure": "1.44%",
                 "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "7.15%",
+                "Documentation Exposure": "21.17%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "perl/bugzilla/Auth.pm": {
+                "scala/kafka/Kafka.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "Auth.pm",
-                        "Path": "perl/bugzilla/Auth.pm",
-                        "Language": "Perl",
+                        "Filename": "Kafka.scala",
+                        "Path": "scala/kafka/Kafka.scala",
+                        "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "scala",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10766.04,
-                        "Y": -144.15,
-                        "Z": -2983.73
+                        "X": -5210.58,
+                        "Y": -302.43,
+                        "Z": 6993.8
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426579,185 +430751,115 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 551,
-                        "Coding LOC": 375,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 192.3,
-                        "Control Flow Ratio": "46.5%",
+                        "Total LOC": 115,
+                        "Coding LOC": 75,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 40.1,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.749
+                        "Raw Cognitive Density": 0.267
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.97%",
-                        "Error & Exception Exposure": "87.38%",
-                        "Tech Debt Exposure": "14.6%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "10.95%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "95.26%",
+                        "Testing Exposure": "2.57%",
+                        "API Exposure": "3.08%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.95%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_handle_login_result",
-                            "Structural Impact": 37.3,
-                            "Lines of Code (LOC)": 106,
+                            "Function Name": "main",
+                            "Structural Impact": 24.7,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 15,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "48.4%",
-                            "Start Line": 143,
-                            "End Line": 248
-                        },
-                        {
-                            "Function Name": "login",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 48,
-                            "End Line": 84
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 30,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "can_change_password",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 86,
-                            "End Line": 94
+                            "Control Flow Ratio": "93.8%",
+                            "Start Line": 72,
+                            "End Line": 113
                         },
                         {
-                            "Function Name": "user_can_create_account",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
+                            "Function Name": "getPropsFromArgs",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 123,
-                            "End Line": 131
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 30,
+                            "End Line": 62
                         },
                         {
-                            "Function Name": "can_login",
-                            "Structural Impact": 4.6,
+                            "Function Name": "buildServer",
+                            "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 96,
-                            "End Line": 102
-                        },
-                        {
-                            "Function Name": "login_token",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 114,
-                            "End Line": 121
-                        },
-                        {
-                            "Function Name": "can_logout",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 104,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "extern_id_used",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 133,
-                            "End Line": 137
-                        },
-                        {
-                            "Function Name": "can_change_email",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 141
+                            "Start Line": 64,
+                            "End Line": 70
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 93,
-                        "Sequential Logic Declarations": 107,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 10,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 6,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 6,
-                        "I/O and Network Boundaries": 14,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 94,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 43,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 8,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 107,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 4,
-                        "Scientific & Mathematical Operations": 8,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 3,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 19,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 4,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 66,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 34,
+                        "Immutable Data Declarations": 7,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 156,
+                        "Structural Space Indentations": 65,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -426765,7 +430867,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 4,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -426774,15 +430876,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 4,
-                        "Design Pascal Case": 0,
+                        "Core Var Decl": 15,
+                        "Design Camel Case": 3,
+                        "Design Snake Case": 5,
+                        "Design Pascal Case": 7,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -426792,7 +430894,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -426806,50 +430908,44 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 20,
+                        "Direct Upstream (Fragility)": 14,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 6,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Bugzilla::Auth::Login::Stack",
-                        "Bugzilla::Auth::Persist::Cookie",
-                        "Bugzilla::Auth::Verify::Stack",
-                        "Bugzilla::Constants",
-                        "Bugzilla::Error",
-                        "Bugzilla::Mailer",
-                        "Bugzilla::User::Setting",
-                        "Bugzilla::Util",
-                        "Socket",
-                        "a",
-                        "any",
-                        "fields",
-                        "inet_pton",
-                        "login",
-                        "strict",
-                        "successful",
-                        "the",
-                        "username",
-                        "verification",
-                        "warnings"
+                        "Java",
+                        "KafkaRaftServer",
+                        "LoggingSignalHandler",
+                        "OperatingSystem",
+                        "Server",
+                        "Time",
+                        "Utils",
+                        "java.util.Properties",
+                        "joptsimple.OptionParser",
+                        "kafka.server.KafkaConfig",
+                        "kafka.utils.Implicits._",
+                        "kafka.utils.Logging",
+                        "org.apache.kafka.common.utils.Exit",
+                        "org.apache.kafka.server.util.CommandLineUtils"
                     ]
                 },
-                "perl/bugzilla/Bug.pm": {
+                "scala/kafka/KafkaApis.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "Bug.pm",
-                        "Path": "perl/bugzilla/Bug.pm",
-                        "Language": "Perl",
+                        "Filename": "KafkaApis.scala",
+                        "Path": "scala/kafka/KafkaApis.scala",
+                        "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "scala",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10227.35,
-                        "Y": -69.68,
-                        "Z": -2672.28
+                        "X": -5692.54,
+                        "Y": -263.75,
+                        "Z": 7143.25
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426858,2033 +430954,1453 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5124,
-                        "Coding LOC": 3529,
-                        "Documentation LOC": 695,
-                        "Structural Magnitude": 4784.98,
-                        "Control Flow Ratio": "41.3%",
+                        "Total LOC": 4290,
+                        "Coding LOC": 3578,
+                        "Documentation LOC": 300,
+                        "Structural Magnitude": 2233.46,
+                        "Control Flow Ratio": "67.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.062
+                        "Raw Cognitive Density": 0.293
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "46.88%",
-                        "Error & Exception Exposure": "97.67%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Cognitive Load Exposure": "13.42%",
+                        "Error & Exception Exposure": "61.73%",
+                        "Tech Debt Exposure": "8.14%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "9.31%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.16%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "4.84%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "29.72%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "update",
-                            "Structural Impact": 203.9,
-                            "Lines of Code (LOC)": 336,
-                            "Control Flow Branches": 107,
+                            "Function Name": "handle",
+                            "Structural Impact": 163.3,
+                            "Lines of Code (LOC)": 113,
+                            "Control Flow Branches": 90,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "47.3%",
-                            "Start Line": 892,
-                            "End Line": 1227
+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 153,
+                            "End Line": 265
                         },
                         {
-                            "Function Name": "get_activity",
-                            "Structural Impact": 129.2,
-                            "Lines of Code (LOC)": 169,
-                            "Control Flow Branches": 53,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "70.7%",
-                            "Start Line": 4245,
-                            "End Line": 4413
+                            "Function Name": "handleShareFetchRequest",
+                            "Structural Impact": 81.0,
+                            "Lines of Code (LOC)": 235,
+                            "Control Flow Branches": 48,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3175,
+                            "End Line": 3409
                         },
                         {
-                            "Function Name": "_check_bug_status",
-                            "Structural Impact": 76.7,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "73.8%",
-                            "Start Line": 1487,
-                            "End Line": 1588
+                            "Function Name": "handleFetchRequest",
+                            "Structural Impact": 68.7,
+                            "Lines of Code (LOC)": 214,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 564,
+                            "End Line": 777
                         },
                         {
-                            "Function Name": "create",
-                            "Structural Impact": 71.2,
-                            "Lines of Code (LOC)": 143,
-                            "Control Flow Branches": 36,
+                            "Function Name": "handleProduceRequest",
+                            "Structural Impact": 67.0,
+                            "Lines of Code (LOC)": 163,
+                            "Control Flow Branches": 33,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 704,
-                            "End Line": 846
+                            "Control Flow Ratio": "68.8%",
+                            "Start Line": 397,
+                            "End Line": 559
                         },
                         {
-                            "Function Name": "check_can_change_field",
-                            "Structural Impact": 69.0,
-                            "Lines of Code (LOC)": 164,
-                            "Control Flow Branches": 42,
+                            "Function Name": "handleTopicMetadataRequest",
+                            "Structural Impact": 57.1,
+                            "Lines of Code (LOC)": 123,
+                            "Control Flow Branches": 35,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "48.8%",
-                            "Start Line": 4514,
-                            "End Line": 4677
-                        },
-                        {
-                            "Function Name": "_set_product",
-                            "Structural Impact": 62.0,
-                            "Lines of Code (LOC)": 119,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "57.4%",
-                            "Start Line": 2716,
-                            "End Line": 2834
+                            "Control Flow Ratio": "92.1%",
+                            "Start Line": 881,
+                            "End Line": 1003
                         },
                         {
-                            "Function Name": "set_all",
-                            "Structural Impact": 54.6,
-                            "Lines of Code (LOC)": 123,
-                            "Control Flow Branches": 27,
+                            "Function Name": "handleAddPartitionsToTxnRequest",
+                            "Structural Impact": 52.3,
+                            "Lines of Code (LOC)": 111,
+                            "Control Flow Branches": 26,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "57.4%",
-                            "Start Line": 2428,
-                            "End Line": 2550
-                        },
-                        {
-                            "Function Name": "_check_dependencies",
-                            "Structural Impact": 50.7,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 1700,
-                            "End Line": 1773
+                            "Control Flow Ratio": "78.8%",
+                            "Start Line": 1857,
+                            "End Line": 1967
                         },
                         {
-                            "Function Name": "LogActivityEntry",
-                            "Structural Impact": 47.0,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "60.9%",
-                            "Start Line": 4416,
-                            "End Line": 4456
+                            "Function Name": "handleWriteTxnMarkersRequest",
+                            "Structural Impact": 52.2,
+                            "Lines of Code (LOC)": 144,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "67.6%",
+                            "Start Line": 1712,
+                            "End Line": 1855
                         },
                         {
-                            "Function Name": "ValidateDependencies",
-                            "Structural Impact": 45.6,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 20,
+                            "Function Name": "getCoordinator",
+                            "Structural Impact": 50.9,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 23,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 4703,
-                            "End Line": 4775
+                            "Control Flow Ratio": "95.8%",
+                            "Start Line": 1245,
+                            "End Line": 1301
                         },
                         {
-                            "Function Name": "_check_resolution",
-                            "Structural Impact": 44.8,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 18,
+                            "Function Name": "validateAcknowledgementBatches",
+                            "Structural Impact": 49.3,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "62.1%",
-                            "Start Line": 1989,
-                            "End Line": 2035
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4079,
+                            "End Line": 4124
                         },
                         {
-                            "Function Name": "_check_strict_isolation",
-                            "Structural Impact": 44.7,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "55.2%",
-                            "Start Line": 2056,
-                            "End Line": 2116
+                            "Function Name": "handleStreamsGroupHeartbeat",
+                            "Structural Impact": 44.6,
+                            "Lines of Code (LOC)": 129,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "68.4%",
+                            "Start Line": 2740,
+                            "End Line": 2868
                         },
                         {
-                            "Function Name": "possible_duplicates",
-                            "Structural Impact": 43.9,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "44.9%",
-                            "Start Line": 584,
-                            "End Line": 665
+                            "Function Name": "handleAcknowledgements",
+                            "Structural Impact": 41.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3492,
+                            "End Line": 3545
                         },
                         {
-                            "Function Name": "send_changes",
-                            "Structural Impact": 39.5,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "51.5%",
-                            "Start Line": 1310,
-                            "End Line": 1380
+                            "Function Name": "combineShareFetchAndShareAcknowledgeResponses",
+                            "Structural Impact": 38.7,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "79.2%",
+                            "Start Line": 3319,
+                            "End Line": 3399
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 35.9,
-                            "Lines of Code (LOC)": 59,
+                            "Function Name": "handleOffsetCommitRequest",
+                            "Structural Impact": 38.0,
+                            "Lines of Code (LOC)": 102,
                             "Control Flow Branches": 18,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "48.6%",
-                            "Start Line": 302,
-                            "End Line": 360
-                        },
-                        {
-                            "Function Name": "_check_qa_contact",
-                            "Structural Impact": 35.4,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "56.0%",
-                            "Start Line": 1933,
-                            "End Line": 1970
-                        },
-                        {
-                            "Function Name": "_extract_bug_ids",
-                            "Structural Impact": 31.7,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 543,
-                            "End Line": 582
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 274,
+                            "End Line": 375
                         },
                         {
-                            "Function Name": "_check_groups",
-                            "Structural Impact": 30.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 1851,
-                            "End Line": 1887
+                            "Function Name": "handleTxnOffsetCommitRequest",
+                            "Structural Impact": 36.2,
+                            "Lines of Code (LOC)": 100,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.0%",
+                            "Start Line": 2019,
+                            "End Line": 2118
                         },
                         {
-                            "Function Name": "match",
-                            "Structural Impact": 29.0,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 14,
+                            "Function Name": "handleInitProducerIdRequest",
+                            "Structural Impact": 34.4,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "27.5%",
-                            "Start Line": 435,
-                            "End Line": 495
+                            "Control Flow Ratio": "70.8%",
+                            "Start Line": 1604,
+                            "End Line": 1667
                         },
                         {
-                            "Function Name": "_check_field_is_mandatory",
-                            "Structural Impact": 28.5,
-                            "Lines of Code (LOC)": 33,
+                            "Function Name": "processShareFetchResponse",
+                            "Structural Impact": 31.4,
+                            "Lines of Code (LOC)": 91,
                             "Control Flow Branches": 11,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2181,
-                            "End Line": 2213
-                        },
-                        {
-                            "Function Name": "_sync_fulltext",
-                            "Structural Impact": 28.1,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 1249,
-                            "End Line": 1291
+                            "Control Flow Ratio": "55.0%",
+                            "Start Line": 4127,
+                            "End Line": 4217
                         },
                         {
-                            "Function Name": "_check_dup_id",
-                            "Structural Impact": 28.0,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1775,
-                            "End Line": 1849
+                            "Function Name": "getTopicMetadata",
+                            "Structural Impact": 30.4,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 838,
+                            "End Line": 879
                         },
                         {
-                            "Function Name": "_check_datetime_field",
+                            "Function Name": "fetchOffsetsForGroup",
                             "Structural Impact": 27.9,
-                            "Lines of Code (LOC)": 22,
+                            "Lines of Code (LOC)": 79,
                             "Control Flow Branches": 11,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "61.1%",
-                            "Start Line": 2220,
-                            "End Line": 2241
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 1108,
+                            "End Line": 1186
                         },
                         {
-                            "Function Name": "modify_keywords",
-                            "Structural Impact": 26.6,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "45.8%",
-                            "Start Line": 3081,
-                            "End Line": 3132
+                            "Function Name": "handleStreamsGroupDescribe",
+                            "Structural Impact": 27.6,
+                            "Lines of Code (LOC)": 99,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2870,
+                            "End Line": 2968
                         },
                         {
-                            "Function Name": "_check_assigned_to",
-                            "Structural Impact": 26.2,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 4,
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                             "Control Flow Branches": 11,
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-                            "Start Line": 3173,
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                             "Control Flow Branches": 9,
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-                            "Start Line": 4201,
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                             "Control Flow Branches": 8,
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-                            "Control Flow Ratio": "34.8%",
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                             "Control Flow Branches": 9,
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-                            "Start Line": 1404,
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                             "Control Flow Branches": 7,
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-                            "Start Line": 3341,
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-                            "Start Line": 2894,
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+                            "Start Line": 1303,
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-                            "Control Flow Branches": 7,
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-                            "Start Line": 2943,
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+                            "Control Flow Ratio": "69.2%",
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-                            "Start Line": 3449,
-                            "End Line": 3479
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+                            "Control Flow Ratio": "81.8%",
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                             "Control Flow Branches": 8,
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                             "Control Flow Ratio": "53.3%",
-                            "Start Line": 3134,
-                            "End Line": 3171
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-                            "Start Line": 3305,
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-                            "Start Line": 4680,
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-                            "Start Line": 2167,
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+                            "Start Line": 3752,
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                             "Lines of Code (LOC)": 45,
                             "Control Flow Branches": 7,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2657,
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-                            "Start Line": 104,
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                             "Control Flow Branches": 6,
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-                            "Start Line": 2554,
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-                            "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 1889,
-                            "End Line": 1907
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+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 379,
+                            "End Line": 392
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+                            "Function Name": "handleEndTxnRequest",
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                             "Control Flow Branches": 5,
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-                            "Start Line": 3219,
-                            "End Line": 3262
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+                            "Start Line": 1669,
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+                            "Function Name": "processShareAcknowledgeResponse",
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                             "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 3264,
-                            "End Line": 3303
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+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 4047,
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-                            "Control Flow Branches": 6,
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+                            "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 3885,
-                            "End Line": 3915
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 3817,
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                         {
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-                            "Control Flow Branches": 6,
+                            "Function Name": "handleJoinGroupRequest",
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+                            "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "31.6%",
-                            "Start Line": 4478,
-                            "End Line": 4496
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1377,
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-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "handleIncrementalAlterConfigsRequest",
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                             "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2311,
-                            "End Line": 2329
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-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 2331,
-                            "End Line": 2355
+                            "Function Name": "getAcknowledgeBatchesFromShareAcknowledgeRequest",
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3974,
+                            "End Line": 4007
                         },
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-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "handleAlterConfigsRequest",
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                             "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 3020,
-                            "End Line": 3038
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+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 2159,
+                            "End Line": 2181
                         },
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-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 1473,
-                            "End Line": 1485
+                            "Function Name": "sendResponseCallback",
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1674,
+                            "End Line": 1695
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                         {
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-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 41,
+                            "Function Name": "allowTokenRequests",
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                             "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "26.3%",
-                            "Start Line": 4090,
-                            "End Line": 4130
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2353,
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-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 20,
+                            "Function Name": "handleOffsetFetchRequest",
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                             "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 3640,
-                            "End Line": 3659
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1019,
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                         },
                         {
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-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 21,
+                            "Function Name": "handleDescribeTransactionsRequest",
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                             "Control Flow Branches": 4,
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-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 3784,
-                            "End Line": 3804
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 2541,
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-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 21,
+                            "Function Name": "handleListGroupsRequest",
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                             "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 3917,
-                            "End Line": 3937
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1351,
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                         },
                         {
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-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "handleDescribeLogDirsRequest",
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                             "Control Flow Branches": 4,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "57.1%",
-                            "Start Line": 415,
-                            "End Line": 433
+                            "Start Line": 2238,
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-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 15,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2888,
-                            "End Line": 2888
-                        },
-                        {
-                            "Function Name": "_zero_remaining_time",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2891,
-                            "End Line": 2891
-                        },
-                        {
-                            "Function Name": "set_reporter_accessible",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2892,
-                            "End Line": 2892
-                        },
-                        {
-                            "Function Name": "set_severity",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2941,
-                            "End Line": 2941
-                        },
-                        {
-                            "Function Name": "set_status_whiteboard",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2982,
-                            "End Line": 2982
-                        },
-                        {
-                            "Function Name": "set_summary",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2983,
-                            "End Line": 2983
-                        },
-                        {
-                            "Function Name": "set_target_milestone",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2984,
-                            "End Line": 2984
-                        },
-                        {
-                            "Function Name": "set_url",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2985,
-                            "End Line": 2985
-                        },
-                        {
-                            "Function Name": "set_version",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2986,
-                            "End Line": 2986
-                        },
-                        {
-                            "Function Name": "bug_file_loc",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3390,
-                            "End Line": 3390
-                        },
-                        {
-                            "Function Name": "bug_id",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3391,
-                            "End Line": 3391
-                        },
-                        {
-                            "Function Name": "bug_severity",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3392,
-                            "End Line": 3392
-                        },
-                        {
-                            "Function Name": "bug_status",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3393,
-                            "End Line": 3393
-                        },
-                        {
-                            "Function Name": "cclist_accessible",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3394,
-                            "End Line": 3394
-                        },
-                        {
-                            "Function Name": "component_id",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3395,
-                            "End Line": 3395
-                        },
-                        {
-                            "Function Name": "creation_ts",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3396,
-                            "End Line": 3396
-                        },
-                        {
-                            "Function Name": "estimated_time",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3397,
-                            "End Line": 3397
-                        },
-                        {
-                            "Function Name": "deadline",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3398,
-                            "End Line": 3398
-                        },
-                        {
-                            "Function Name": "delta_ts",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3399,
-                            "End Line": 3399
-                        },
-                        {
-                            "Function Name": "error",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3400,
-                            "End Line": 3400
-                        },
-                        {
-                            "Function Name": "everconfirmed",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3401,
-                            "End Line": 3401
+                            "Start Line": 975,
+                            "End Line": 979
                         },
                         {
-                            "Function Name": "lastdiffed",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "handleSaslAuthenticateRequest",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3402,
-                            "End Line": 3402
+                            "Start Line": 1512,
+                            "End Line": 1517
                         },
                         {
-                            "Function Name": "op_sys",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "handleDescribeConfigsRequest",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3403,
-                            "End Line": 3403
+                            "Start Line": 2210,
+                            "End Line": 2214
                         },
                         {
-                            "Function Name": "priority",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "handleSaslHandshakeRequest",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3404,
-                            "End Line": 3404
+                            "Start Line": 1507,
+                            "End Line": 1510
                         },
                         {
-                            "Function Name": "product_id",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "handleDescribeAcls",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3405,
-                            "End Line": 3405
+                            "Start Line": 2120,
+                            "End Line": 2122
                         },
                         {
-                            "Function Name": "remaining_time",
-                            "Structural Impact": 1.1,
+                            "Function Name": "authorizeToken",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3406,
-                            "End Line": 3406
+                            "Start Line": 2343,
+                            "End Line": 2343
                         },
                         {
-                            "Function Name": "reporter_accessible",
-                            "Structural Impact": 1.1,
+                            "Function Name": "authorizeRequester",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3407,
-                            "End Line": 3407
+                            "Start Line": 2344,
+                            "End Line": 2344
                         },
                         {
-                            "Function Name": "rep_platform",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "close",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3408,
-                            "End Line": 3408
+                            "Start Line": 127,
+                            "End Line": 130
                         },
                         {
-                            "Function Name": "resolution",
+                            "Function Name": "tryCompleteActions",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3409,
-                            "End Line": 3409
+                            "Start Line": 267,
+                            "End Line": 269
                         },
                         {
-                            "Function Name": "short_desc",
+                            "Function Name": "groupVersion",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3410,
-                            "End Line": 3410
+                            "Start Line": 2596,
+                            "End Line": 2598
                         },
                         {
-                            "Function Name": "status_whiteboard",
+                            "Function Name": "streamsVersion",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3411,
-                            "End Line": 3411
+                            "Start Line": 2731,
+                            "End Line": 2733
                         },
                         {
-                            "Function Name": "target_milestone",
+                            "Function Name": "shareVersion",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3412,
-                            "End Line": 3412
+                            "Start Line": 4230,
+                            "End Line": 4232
                         },
                         {
-                            "Function Name": "version",
+                            "Function Name": "isShareGroupProtocolEnabled",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3413,
-                            "End Line": 3413
+                            "Start Line": 4234,
+                            "End Line": 4236
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1072,
-                        "Sequential Logic Declarations": 1524,
-                        "Function Parameters": 153,
-                        "Function/Method Declarations": 194,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 10,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 2,
+                        "Control Flow Branches": 808,
+                        "Sequential Logic Declarations": 397,
+                        "Function Parameters": 506,
+                        "Function/Method Declarations": 136,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 50,
+                        "Type/Safety Bypasses": 89,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 2233,
-                        "Commented-out Code (Dead Logic)": 5,
-                        "Structured Documentation Blocks": 140,
+                        "Exposed API / Public Exports": 112,
+                        "State Mutations / Variable Reassignments": 120,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 11,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 203,
-                        "Decorators and Annotations": 159,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 92,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 6,
-                        "Module Dependencies (Imports)": 40,
+                        "UI / View Layer Components": 14,
+                        "Closures and Anonymous Functions": 456,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 307,
+                        "Collection Iterators / Comprehensions": 72,
+                        "Scientific & Mathematical Operations": 7,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 215,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 12,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 772,
+                        "Preprocessor Macros": 41,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 3,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 74,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 11,
+                        "Fatal Aborts & Exceptions": 7,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 56,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 84,
-                        "Private / Encapsulated Scopes": 694,
+                        "Bitwise Operations": 6,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 470,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 24,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 1,
+                        "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2992,
+                        "Structural Space Indentations": 3506,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 32,
-                        "Time Date Logic": 6,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -428893,15 +432409,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 167,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 155,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 12,
-                        "Design Short Vars": 4,
-                        "Design Long Vars": 0,
+                        "Core Var Decl": 686,
+                        "Design Camel Case": 452,
+                        "Design Snake Case": 126,
+                        "Design Pascal Case": 98,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 14,
+                        "Design Long Vars": 67,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -428911,7 +432427,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -428925,81 +432441,139 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 50,
+                        "Direct Upstream (Fragility)": 109,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Bugzilla::Attachment",
-                        "Bugzilla::BugMail",
-                        "Bugzilla::BugUrl",
-                        "Bugzilla::BugUserLastVisit",
-                        "Bugzilla::Comment",
-                        "Bugzilla::Component",
-                        "Bugzilla::Constants",
-                        "Bugzilla::Error",
-                        "Bugzilla::Field",
-                        "Bugzilla::Flag",
-                        "Bugzilla::FlagType",
-                        "Bugzilla::Group",
-                        "Bugzilla::Hook",
-                        "Bugzilla::Keyword",
-                        "Bugzilla::Milestone",
-                        "Bugzilla::Product",
-                        "Bugzilla::Status",
-                        "Bugzilla::User",
-                        "Bugzilla::Util",
-                        "Bugzilla::Version",
-                        "List::MoreUtils",
-                        "List::Util",
-                        "POD",
-                        "QA",
-                        "Scalar::Util",
-                        "Storable",
-                        "UNCONFIRMED",
-                        "an",
-                        "base",
-                        "bugs",
-                        "commas",
-                        "comment",
-                        "comments",
-                        "constant",
-                        "email_in",
-                        "if",
-                        "it",
-                        "longer",
-                        "more",
-                        "need",
-                        "privileges",
-                        "privs",
-                        "remaining",
-                        "set_all",
-                        "set_bug_status",
-                        "strict",
-                        "the",
-                        "this",
-                        "warnings",
-                        "way"
+                        "AddPartitionsToTxnResultCollection",
+                        "ApiMessage",
+                        "ClientMetricsManager",
+                        "ConcurrentHashMap",
+                        "DeleteRecordsTopicResult",
+                        "Errors",
+                        "FetchManager",
+                        "FetchParams",
+                        "FetchPartitionData",
+                        "GroupConfig",
+                        "GroupConfigManager",
+                        "GroupCoordinator",
+                        "ListOffsetsTopicResponse",
+                        "MetadataCache",
+                        "MetadataResponseTopic",
+                        "OffsetForLeaderTopicResult",
+                        "OffsetForLeaderTopicResultCollection",
+                        "Optional",
+                        "Plugin",
+                        "ProcessRole",
+                        "RecordValidationStats",
+                        "ReplicationQuotaManager",
+                        "RequestLocal",
+                        "ResourceType",
+                        "SHARE_GROUP_STATE_TOPIC_NAME",
+                        "SecurityProtocol",
+                        "Seq",
+                        "Set",
+                        "SharePartitionKey",
+                        "ShareVersion",
+                        "StreamsVersion",
+                        "TRANSACTION_STATE_TOPIC_NAME",
+                        "Time",
+                        "TokenInformation",
+                        "Topic",
+                        "TopicIdPartition",
+                        "TopicPartition",
+                        "TransactionCoordinator",
+                        "TransactionVersion",
+                        "UNBOUNDED_QUOTA",
+                        "Uuid",
+                        "isInternal",
+                        "java.util",
+                        "java.util.Collections",
+                        "java.util.concurrent.CompletableFuture",
+                        "java.util.concurrent.atomic.AtomicInteger",
+                        "java.util.stream.Collectors",
+                        "kafka.coordinator.transaction.InitProducerIdResult",
+                        "kafka.network.RequestChannel",
+                        "kafka.server.QuotaFactory.QuotaManagers",
+                        "kafka.server.handlers.DescribeTopicPartitionsRequestHandler",
+                        "kafka.server.share.SharePartitionManager",
+                        "kafka.utils.Logging",
+                        "mutable",
+                        "org.apache.kafka.clients.CommonClientConfigs",
+                        "org.apache.kafka.clients.admin.EndpointType",
+                        "org.apache.kafka.common.Node",
+                        "org.apache.kafka.common.acl.AclOperation",
+                        "org.apache.kafka.common.acl.AclOperation._",
+                        "org.apache.kafka.common.config.ConfigResource",
+                        "org.apache.kafka.common.errors._",
+                        "org.apache.kafka.common.internals.FatalExitError",
+                        "org.apache.kafka.common.internals.Topic.GROUP_METADATA_TOPIC_NAME",
+                        "org.apache.kafka.common.message.AddPartitionsToTxnResponseData.AddPartitionsToTxnResult",
+                        "org.apache.kafka.common.message.DeleteRecordsResponseData.DeleteRecordsPartitionResult",
+                        "org.apache.kafka.common.message.DeleteShareGroupOffsetsRequestData.DeleteShareGroupOffsetsRequestTopic",
+                        "org.apache.kafka.common.message.DeleteShareGroupOffsetsResponseData.DeleteShareGroupOffsetsResponseTopic",
+                        "org.apache.kafka.common.message.ListOffsetsRequestData.ListOffsetsPartition",
+                        "org.apache.kafka.common.message.ListOffsetsResponseData.ListOffsetsPartitionResponse",
+                        "org.apache.kafka.common.message.MetadataResponseData.MetadataResponsePartition",
+                        "org.apache.kafka.common.message.OffsetForLeaderEpochRequestData.OffsetForLeaderTopic",
+                        "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
+                        "org.apache.kafka.common.message._",
+                        "org.apache.kafka.common.metrics.Metrics",
+                        "org.apache.kafka.common.network.ListenerName",
+                        "org.apache.kafka.common.protocol.ApiKeys",
+                        "org.apache.kafka.common.record.internal._",
+                        "org.apache.kafka.common.replica.ClientMetadata",
+                        "org.apache.kafka.common.replica.ClientMetadata.DefaultClientMetadata",
+                        "org.apache.kafka.common.requests.FindCoordinatorRequest.CoordinatorType",
+                        "org.apache.kafka.common.requests.ProduceResponse.PartitionResponse",
+                        "org.apache.kafka.common.requests._",
+                        "org.apache.kafka.common.resource.Resource",
+                        "org.apache.kafka.common.resource.Resource.CLUSTER_NAME",
+                        "org.apache.kafka.common.resource.ResourceType._",
+                        "org.apache.kafka.common.security.auth.KafkaPrincipal",
+                        "org.apache.kafka.common.security.token.delegation.DelegationToken",
+                        "org.apache.kafka.common.utils.ProducerIdAndEpoch",
+                        "org.apache.kafka.coordinator.group.Group",
+                        "org.apache.kafka.coordinator.group.modern.share.ShareGroupConfigProvider",
+                        "org.apache.kafka.coordinator.share.ShareCoordinator",
+                        "org.apache.kafka.metadata.ConfigRepository",
+                        "org.apache.kafka.security.DelegationTokenManager",
+                        "org.apache.kafka.server.ApiVersionManager",
+                        "org.apache.kafka.server.authorizer._",
+                        "org.apache.kafka.server.common.GroupVersion",
+                        "org.apache.kafka.server.quota.ReplicaQuota",
+                        "org.apache.kafka.server.share.ErroneousAndValidPartitionData",
+                        "org.apache.kafka.server.share.acknowledge.ShareAcknowledgementBatch",
+                        "org.apache.kafka.server.share.context.ShareFetchContext",
+                        "org.apache.kafka.server.storage.log.FetchIsolation",
+                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager",
+                        "org.apache.kafka.storage.internals.log.AppendOrigin",
+                        "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
+                        "scala.annotation.nowarn",
+                        "scala.collection.Map",
+                        "scala.collection.mutable.ArrayBuffer",
+                        "scala.jdk.CollectionConverters._",
+                        "scala.jdk.javaapi.OptionConverters"
                     ]
                 },
-                "perl/bugzilla/CGI.pm": {
+                "scala/kafka/KafkaRaftManager.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "CGI.pm",
-                        "Path": "perl/bugzilla/CGI.pm",
-                        "Language": "Perl",
+                        "Filename": "KafkaRaftManager.scala",
+                        "Path": "scala/kafka/KafkaRaftManager.scala",
+                        "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Alert": "TYPOSQUATTING THREAT: 'parameter' mimics 'parameters'",
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "scala",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10145.68,
-                        "Y": -57.14,
-                        "Z": -3241.07
+                        "X": -5843.31,
+                        "Y": -117.52,
+                        "Z": 7898.62
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -429008,323 +432582,213 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 844,
-                        "Coding LOC": 492,
-                        "Documentation LOC": 164,
-                        "Structural Magnitude": 675.74,
-                        "Control Flow Ratio": "50.2%",
+                        "Total LOC": 264,
+                        "Coding LOC": 212,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 32.94,
+                        "Control Flow Ratio": "8.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.089
+                        "Raw Cognitive Density": 0.069
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "39.77%",
-                        "Error & Exception Exposure": "98.82%",
-                        "Tech Debt Exposure": "80.01%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.21%",
+                        "Cognitive Load Exposure": "5.86%",
+                        "Error & Exception Exposure": "55.67%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "1.05%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.25%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "17.08%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "clean_search_url",
-                            "Structural Impact": 52.9,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 33,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.5%",
-                            "Start Line": 145,
-                            "End Line": 240
-                        },
-                        {
-                            "Function Name": "_prevent_unsafe_response",
-                            "Structural Impact": 49.8,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 315,
-                            "End Line": 374
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 26.0,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "48.0%",
-                            "Start Line": 44,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "header",
-                            "Structural Impact": 24.8,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 377,
-                            "End Line": 448
-                        },
-                        {
-                            "Function Name": "redirect_search_url",
-                            "Structural Impact": 18.5,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 565,
-                            "End Line": 622
-                        },
-                        {
-                            "Function Name": "param",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 10,
+                            "Function Name": "lockDataDir",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 450,
-                            "End Line": 488
-                        },
-                        {
-                            "Function Name": "canonicalise_query",
-                            "Structural Impact": 17.0,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "47.1%",
-                            "Start Line": 115,
-                            "End Line": 143
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 59,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "send_cookie",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 519,
-                            "End Line": 547
+                            "Function Name": "buildNetworkClient",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 205,
+                            "End Line": 260
                         },
                         {
-                            "Function Name": "url_is_attachment_base",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 655,
-                            "End Line": 676
+                            "Function Name": "handleRequest",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 154,
+                            "End Line": 161
                         },
                         {
-                            "Function Name": "check_etag",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
+                            "Function Name": "createLogDirectory",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 242,
-                            "End Line": 261
-                        },
-                        {
-                            "Function Name": "multipart_start",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 264,
-                            "End Line": 294
-                        },
-                        {
-                            "Function Name": "_init_bz_cgi_globals",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 24,
-                            "End Line": 40
-                        },
-                        {
-                            "Function Name": "close_standby_message",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 296,
-                            "End Line": 307
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 52,
+                            "End Line": 57
                         },
                         {
-                            "Function Name": "FETCH",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 709,
-                            "End Line": 716
+                            "Function Name": "buildRaftClient",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 163,
+                            "End Line": 181
                         },
                         {
-                            "Function Name": "_fix_utf8",
-                            "Structural Impact": 6.0,
+                            "Function Name": "hasDifferentLogDir",
+                            "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 499,
-                            "End Line": 505
-                        },
-                        {
-                            "Function Name": "should_set",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 507,
-                            "End Line": 514
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 75,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "remove_cookie",
-                            "Structural Impact": 4.8,
+                            "Function Name": "buildMetadataLog",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 551,
-                            "End Line": 561
-                        },
-                        {
-                            "Function Name": "STORE",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 700,
-                            "End Line": 707
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 193,
+                            "End Line": 203
                         },
                         {
-                            "Function Name": "redirect_to_https",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 624,
-                            "End Line": 645
+                            "Function Name": "startup",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 133,
+                            "End Line": 142
                         },
                         {
-                            "Function Name": "url_param",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 490,
-                            "End Line": 497
+                            "Function Name": "shutdown",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 144,
+                            "End Line": 152
                         },
                         {
-                            "Function Name": "set_dated_content_disp",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "buildNetworkChannel",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 678,
-                            "End Line": 692
+                            "Start Line": 183,
+                            "End Line": 186
                         },
                         {
-                            "Function Name": "DELETE",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "createDataDir",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 720,
-                            "End Line": 725
+                            "Start Line": 188,
+                            "End Line": 191
                         },
                         {
-                            "Function Name": "redirect_to_urlbase",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "recordSerde",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 648,
-                            "End Line": 653
+                            "Start Line": 262,
+                            "End Line": 263
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 162,
-                        "Sequential Logic Declarations": 161,
-                        "Function Parameters": 26,
-                        "Function/Method Declarations": 23,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 4,
-                        "I/O and Network Boundaries": 0,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 57,
+                        "Function Parameters": 17,
+                        "Function/Method Declarations": 12,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 5,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 4,
                         "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 350,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 30,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
-                        "Decorators and Annotations": 50,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 5,
+                        "Closures and Anonymous Functions": 9,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 13,
+                        "Collection Iterators / Comprehensions": 1,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 13,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 1,
-                        "Pointer Arithmetic & Addressing": 24,
+                        "Preprocessor Macros": 4,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 12,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 27,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 85,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 6,
+                        "Immutable Data Declarations": 33,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 18,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 369,
+                        "Structural Space Indentations": 176,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 32,
-                        "Time Date Logic": 7,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -429333,28 +432797,28 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Core Var Decl": 39,
+                        "Design Camel Case": 25,
+                        "Design Snake Case": 4,
+                        "Design Pascal Case": 10,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Long Vars": 3,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
+                        "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
+                        "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -429365,52 +432829,83 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
+                        "Direct Upstream (Fragility)": 53,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 8,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Bugzilla::CGI",
-                        "Bugzilla::Constants",
-                        "Bugzilla::Error",
-                        "Bugzilla::Hook",
-                        "Bugzilla::Search::Recent",
-                        "Bugzilla::Util",
-                        "C",
-                        "File::Basename",
-                        "L",
-                        "a",
-                        "base",
-                        "in",
-                        "it",
-                        "list",
-                        "need",
-                        "parameter",
-                        "parameters",
-                        "strict",
-                        "templates",
-                        "use",
-                        "value",
-                        "warnings"
+                        "Collection => JCollection",
+                        "ExternalKRaftMetrics",
+                        "FileQuorumStateStore",
+                        "KafkaNetworkChannel",
+                        "KafkaRaftClient",
+                        "KafkaRaftClientDriver",
+                        "KafkaScheduler",
+                        "ListenerName",
+                        "ManualMetadataUpdater",
+                        "Map => JMap",
+                        "MetadataLogConfig",
+                        "MetadataRecoveryStrategy",
+                        "NetworkClient",
+                        "NetworkReceive",
+                        "QuorumConfig",
+                        "RaftLog",
+                        "RaftManager",
+                        "Selectable",
+                        "Selector",
+                        "Time",
+                        "TimingWheelExpirationService",
+                        "UnifiedLog",
+                        "Utils",
+                        "java.io.File",
+                        "java.net.InetSocketAddress",
+                        "java.nio.file.Files",
+                        "java.nio.file.Paths",
+                        "java.util.OptionalInt",
+                        "java.util.concurrent.CompletableFuture",
+                        "kafka.server.KafkaConfig",
+                        "kafka.utils.Logging",
+                        "org.apache.kafka.clients.ApiVersions",
+                        "org.apache.kafka.common.KafkaException",
+                        "org.apache.kafka.common.TopicPartition",
+                        "org.apache.kafka.common.Uuid",
+                        "org.apache.kafka.common.metrics.Metrics",
+                        "org.apache.kafka.common.network.ChannelBuilders",
+                        "org.apache.kafka.common.protocol.ApiMessage",
+                        "org.apache.kafka.common.requests.RequestContext",
+                        "org.apache.kafka.common.requests.RequestHeader",
+                        "org.apache.kafka.common.security.JaasContext",
+                        "org.apache.kafka.common.security.auth.SecurityProtocol",
+                        "org.apache.kafka.common.utils.LogContext",
+                        "org.apache.kafka.raft.Endpoints",
+                        "org.apache.kafka.raft.internals.KafkaRaftLog",
+                        "org.apache.kafka.server.ProcessRole",
+                        "org.apache.kafka.server.common.Feature",
+                        "org.apache.kafka.server.common.serialization.RecordSerde",
+                        "org.apache.kafka.server.fault.FaultHandler",
+                        "org.apache.kafka.server.util.FileLock",
+                        "org.apache.kafka.server.util.timer.SystemTimer",
+                        "org.apache.kafka.storage.internals.log.LogManager",
+                        "scala.jdk.CollectionConverters._"
                     ]
                 },
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                     "1. Artifact Identity": {
-                        "Filename": "DB.pm",
-                        "Path": "perl/bugzilla/DB.pm",
-                        "Language": "Perl",
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+                        "Path": "scala/kafka/LogManager.scala",
+                        "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "scala",
                         "Lock Tier": 2,
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-                        "Y": -133.63,
-                        "Z": -2688.49
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-                        "Documentation LOC": 334,
-                        "Structural Magnitude": 1121.4,
-                        "Control Flow Ratio": "39.5%",
-                        "Popularity Rank": 0,
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+                        "Coding LOC": 1117,
+                        "Documentation LOC": 309,
+                        "Structural Magnitude": 850.84,
+                        "Control Flow Ratio": "73.6%",
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                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
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-                        "Cognitive Load Exposure": "26.39%",
-                        "Error & Exception Exposure": "80.17%",
-                        "Tech Debt Exposure": "16.17%",
+                        "Cognitive Load Exposure": "20.88%",
+                        "Error & Exception Exposure": "66.2%",
+                        "Tech Debt Exposure": "29.61%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "4.95%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "5.02%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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-                            "Start Line": 1085,
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+                            "Control Flow Ratio": "100.0%",
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-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 1098,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1222,
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-                            "Control Flow Ratio": "40.0%",
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+                            "Control Flow Ratio": "100.0%",
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+                            "Control Flow Ratio": "100.0%",
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                             "Control Flow Branches": 3,
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-                            "Structural Impact": 8.8,
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-                            "Control Flow Branches": 4,
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-                            "Control Flow Ratio": "25.0%",
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-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 383,
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+                            "Function Name": "flushDirtyLogs",
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+                            "Control Flow Branches": 7,
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+                            "Control Flow Ratio": "100.0%",
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-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 857,
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+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1385,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 163,
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-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 1525,
-                            "End Line": 1551
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+                            "Control Flow Ratio": "100.0%",
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1317,
-                            "End Line": 1337
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 937,
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-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
+                            "Function Name": "removeOfflineLogs",
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+                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "23.1%",
-                            "Start Line": 329,
-                            "End Line": 347
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 250,
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                         {
-                            "Function Name": "_bz_real_schema",
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-                            "Control Flow Branches": 3,
+                            "Function Name": "isLogDirOnline",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
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-                            "End Line": 1507
+                            "Control Flow Ratio": "50.0%",
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 159,
-                            "End Line": 172
+                            "Function Name": "apply",
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+                            "Control Flow Branches": 0,
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-                            "Control Flow Branches": 3,
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-                            "Start Line": 1225,
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+                            "Start Line": 810,
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+                            "Start Line": 822,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 585,
-                            "End Line": 587
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 339,
-                        "Sequential Logic Declarations": 519,
-                        "Function Parameters": 74,
-                        "Function/Method Declarations": 78,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 10,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 23,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 523,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 456,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 8,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 30,
-                        "Decorators and Annotations": 75,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 29,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 38,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 5,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 106,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 29,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 16,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 17,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 13,
-                        "Private / Encapsulated Scopes": 251,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 1,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 857,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 15,
-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 49,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 35,
-                        "Design Pascal Case": 7,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 1,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 42,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 8,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Bugzilla::Constants",
-                        "Bugzilla::DB",
-                        "Bugzilla::DB::QuoteIdentifier",
-                        "Bugzilla::DB::Schema",
-                        "Bugzilla::Error",
-                        "Bugzilla::Install::Localconfig",
-                        "Bugzilla::Install::Requirements",
-                        "Bugzilla::Install::Util",
-                        "Bugzilla::Mailer",
-                        "Bugzilla::Util",
-                        "Bugzilla::Version",
-                        "Carp",
-                        "DBI",
-                        "DBIx::Connector",
-                        "DEFAULT",
-                        "FK",
-                        "L",
-                        "List::Util",
-                        "Moo",
-                        "NAME",
-                        "Scalar::Util",
-                        "Storable",
-                        "_bz_schema",
-                        "bz_table_list",
-                        "constant",
-                        "default",
-                        "driver",
-                        "handles",
-                        "longer",
-                        "match",
-                        "now",
-                        "only",
-                        "parameters",
-                        "shadow",
-                        "table",
-                        "that",
-                        "the",
-                        "them",
-                        "these",
-                        "this",
-                        "value",
-                        "when"
-                    ]
-                },
-                "perl/bugzilla/Requirements.pm": {
-                    "1. Artifact Identity": {
-                        "Filename": "Requirements.pm",
-                        "Path": "perl/bugzilla/Requirements.pm",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -9875.96,
-                        "Y": -39.32,
-                        "Z": -2586.71
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1000,
-                        "Coding LOC": 707,
-                        "Documentation LOC": 117,
-                        "Structural Magnitude": 462.94,
-                        "Control Flow Ratio": "35.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.853
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "30.07%",
-                        "Error & Exception Exposure": "88.38%",
-                        "Tech Debt Exposure": "18.63%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.07%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "print_module_instructions",
-                            "Structural Impact": 44.6,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "44.0%",
-                            "Start Line": 582,
-                            "End Line": 677
-                        },
-                        {
-                            "Function Name": "_checking_for",
-                            "Structural Impact": 28.8,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.1%",
-                            "Start Line": 777,
-                            "End Line": 814
-                        },
-                        {
-                            "Function Name": "have_vers",
-                            "Structural Impact": 26.9,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "43.3%",
-                            "Start Line": 722,
-                            "End Line": 775
+                            "Start Line": 118,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "OPTIONAL_MODULES",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 244,
-                            "Control Flow Branches": 4,
+                            "Function Name": "directoryIdsSet",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 197,
-                            "End Line": 440
-                        },
-                        {
-                            "Function Name": "check_graphviz",
-                            "Structural Impact": 17.1,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 688,
-                            "End Line": 718
-                        },
-                        {
-                            "Function Name": "check_requirements",
-                            "Structural Impact": 14.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 484,
-                            "End Line": 517
-                        },
-                        {
-                            "Function Name": "_missing_apache_modules",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "29.4%",
-                            "Start Line": 533,
-                            "End Line": 554
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 130,
+                            "End Line": 130
                         },
                         {
-                            "Function Name": "REQUIRED_MODULES",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 3,
+                            "Function Name": "cordonedLogDirs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "11.5%",
-                            "Start Line": 84,
-                            "End Line": 195
-                        },
-                        {
-                            "Function Name": "_check_apache_module",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 570,
-                            "End Line": 580
-                        },
-                        {
-                            "Function Name": "_check_missing",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 520,
-                            "End Line": 531
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 136,
+                            "End Line": 138
                         },
                         {
-                            "Function Name": "_get_apachectl",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
+                            "Function Name": "hasOfflineLogDirs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "30.8%",
-                            "Start Line": 556,
-                            "End Line": 568
-                        },
-                        {
-                            "Function Name": "install_command",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 816,
-                            "End Line": 832
-                        },
-                        {
-                            "Function Name": "_get_extension_requirements",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 470,
-                            "End Line": 482
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 147,
+                            "End Line": 147
                         },
                         {
-                            "Function Name": "map_files_to_features",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
+                            "Function Name": "hasLogsToBeDeleted",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 835,
-                            "End Line": 847
-                        },
-                        {
-                            "Function Name": "_translate_feature",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 679,
-                            "End Line": 686
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 123,
-                        "Sequential Logic Declarations": 228,
-                        "Function Parameters": 11,
-                        "Function/Method Declarations": 15,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 10,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 240,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 41,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 4,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 75,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 12,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 14,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 4,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 45,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 33,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 9,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 87,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 581,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 7,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 195,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 190,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 18,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 6,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Bugzilla::Constants",
-                        "Bugzilla::Install::Util",
-                        "DateTime::TimeZone",
-                        "Email::Address::XS",
-                        "List::Util",
-                        "Perl",
-                        "Term::ANSIColor",
-                        "XMLRPC::Lite",
-                        "an",
-                        "apache2ctl",
-                        "base",
-                        "constant",
-                        "longer",
-                        "module",
-                        "strict",
-                        "that",
-                        "this",
-                        "warnings"
-                    ]
-                }
-            }
-        },
-        "scala/kafka": {
-            "Directory Group Magnitude": 6307.04,
-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "14.4%",
-                "Error & Exception Exposure": "49.39%",
-                "Tech Debt Exposure": "35.85%",
-                "Testing Exposure": "57.85%",
-                "API Exposure": "4.85%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "8.73%",
-                "Commented Logic Exposure": "1.44%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "21.17%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "scala/kafka/Kafka.scala": {
-                    "1. Artifact Identity": {
-                        "Filename": "Kafka.scala",
-                        "Path": "scala/kafka/Kafka.scala",
-                        "Language": "Scala",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scala",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .scala)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5210.58,
-                        "Y": -302.43,
-                        "Z": 6993.8
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 115,
-                        "Coding LOC": 75,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 40.1,
-                        "Control Flow Ratio": "62.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.267
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "10.95%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "95.26%",
-                        "Testing Exposure": "2.57%",
-                        "API Exposure": "3.08%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "main",
-                            "Structural Impact": 24.7,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "93.8%",
-                            "Start Line": 72,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "getPropsFromArgs",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 30,
-                            "End Line": 62
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 333,
+                            "End Line": 333
                         },
                         {
-                            "Function Name": "buildServer",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "allLogs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 70
+                            "Start Line": 1456,
+                            "End Line": 1456
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 292,
+                        "Sequential Logic Declarations": 105,
+                        "Function Parameters": 165,
+                        "Function/Method Declarations": 75,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 38,
+                        "Type/Safety Bypasses": 46,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 46,
+                        "State Mutations / Variable Reassignments": 71,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 38,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 7,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 8,
+                        "Closures and Anonymous Functions": 147,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 3,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Decorators and Annotations": 6,
+                        "Generic Type Abstractions": 98,
+                        "Collection Iterators / Comprehensions": 34,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
+                        "Preprocessor Macros": 52,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 17,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 7,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Thread Synchronization Locks": 16,
+                        "Immutable Data Declarations": 140,
+                        "Resource Deallocation & Cleanup": 11,
+                        "Private / Encapsulated Scopes": 51,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 65,
+                        "Structural Space Indentations": 1086,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -430876,15 +433759,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 15,
-                        "Design Camel Case": 3,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 7,
+                        "Core Var Decl": 251,
+                        "Design Camel Case": 134,
+                        "Design Snake Case": 39,
+                        "Design Pascal Case": 75,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 1,
+                        "Design Short Vars": 3,
+                        "Design Long Vars": 14,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 18,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -430892,7 +433775,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -430908,32 +433791,73 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 14,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 6,
+                        "Direct Upstream (Fragility)": 55,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Java",
+                        "IOException",
+                        "KafkaException",
                         "KafkaRaftServer",
-                        "LoggingSignalHandler",
-                        "OperatingSystem",
-                        "Server",
+                        "KafkaStorageException",
+                        "KafkaThread",
+                        "LogCleaner",
+                        "LogConfig",
+                        "LogDirFailureChannel",
+                        "LogDirNotFoundException",
+                        "LogManager => JLogManager",
+                        "LogOffsetsListener",
+                        "MetaPropertiesEnsemble",
+                        "NoSuchFileException",
+                        "OffsetCheckpointFile",
+                        "Optional",
+                        "OptionalLong",
+                        "ProducerStateManagerConfig",
+                        "Properties",
+                        "PropertiesUtils",
+                        "RemoteIndexCache",
+                        "Scheduler",
+                        "Success",
                         "Time",
+                        "TopicPartition",
+                        "TransactionStateManagerConfig",
+                        "Try",
+                        "UnifiedLog",
                         "Utils",
-                        "java.util.Properties",
-                        "joptsimple.OptionParser",
+                        "Uuid",
+                        "java.io.File",
+                        "java.lang.Long => JLong",
+                        "java.nio.file.Files",
+                        "java.util",
+                        "java.util.Collections",
+                        "java.util.concurrent._",
+                        "java.util.concurrent.atomic.AtomicInteger",
+                        "java.util.stream.Collectors",
                         "kafka.server.KafkaConfig",
-                        "kafka.utils.Implicits._",
                         "kafka.utils.Logging",
+                        "org.apache.kafka.common.DirectoryId",
+                        "org.apache.kafka.common.errors.InconsistentTopicIdException",
                         "org.apache.kafka.common.utils.Exit",
-                        "org.apache.kafka.server.util.CommandLineUtils"
+                        "org.apache.kafka.coordinator.transaction.TransactionLogConfig",
+                        "org.apache.kafka.image.TopicsImage",
+                        "org.apache.kafka.metadata.ConfigRepository",
+                        "org.apache.kafka.metadata.properties.MetaProperties",
+                        "org.apache.kafka.server.metrics.KafkaMetricsGroup",
+                        "org.apache.kafka.server.util.FileLock",
+                        "org.apache.kafka.storage.internals.checkpoint.CleanShutdownFileHandler",
+                        "org.apache.kafka.storage.internals.log.CleanerConfig",
+                        "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
+                        "scala.collection._",
+                        "scala.collection.mutable.ArrayBuffer",
+                        "scala.jdk.CollectionConverters._",
+                        "scala.util.Failure"
                     ]
                 },
-                "scala/kafka/KafkaApis.scala": {
+                "scala/kafka/Partition.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "KafkaApis.scala",
-                        "Path": "scala/kafka/KafkaApis.scala",
+                        "Filename": "Partition.scala",
+                        "Path": "scala/kafka/Partition.scala",
                         "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -430943,9 +433867,9 @@
                         "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5692.54,
-                        "Y": -263.75,
-                        "Z": 7143.25
+                        "X": -5641.39,
+                        "Y": -322.11,
+                        "Z": 6746.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -430954,1445 +433878,1115 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4290,
-                        "Coding LOC": 3578,
-                        "Documentation LOC": 300,
-                        "Structural Magnitude": 2233.46,
-                        "Control Flow Ratio": "67.1%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 1854,
+                        "Coding LOC": 1255,
+                        "Documentation LOC": 417,
+                        "Structural Magnitude": 985.8,
+                        "Control Flow Ratio": "69.0%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.293
+                        "Raw Cognitive Density": 0.414
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.42%",
-                        "Error & Exception Exposure": "61.73%",
-                        "Tech Debt Exposure": "8.14%",
+                        "Cognitive Load Exposure": "16.38%",
+                        "Error & Exception Exposure": "44.12%",
+                        "Tech Debt Exposure": "69.35%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.31%",
+                        "API Exposure": "7.8%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "4.84%",
+                        "State Flux Exposure": "33.65%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "29.72%",
+                        "Documentation Exposure": "30.9%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "handle",
-                            "Structural Impact": 163.3,
-                            "Lines of Code (LOC)": 113,
-                            "Control Flow Branches": 90,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "95.7%",
-                            "Start Line": 153,
-                            "End Line": 265
-                        },
-                        {
-                            "Function Name": "handleShareFetchRequest",
-                            "Structural Impact": 81.0,
-                            "Lines of Code (LOC)": 235,
-                            "Control Flow Branches": 48,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 3175,
-                            "End Line": 3409
-                        },
-                        {
-                            "Function Name": "handleFetchRequest",
-                            "Structural Impact": 68.7,
-                            "Lines of Code (LOC)": 214,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 564,
-                            "End Line": 777
-                        },
-                        {
-                            "Function Name": "handleProduceRequest",
-                            "Structural Impact": 67.0,
-                            "Lines of Code (LOC)": 163,
-                            "Control Flow Branches": 33,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "68.8%",
-                            "Start Line": 397,
-                            "End Line": 559
+                            "Function Name": "readRecords",
+                            "Structural Impact": 37.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 1367,
+                            "End Line": 1431
                         },
                         {
-                            "Function Name": "handleTopicMetadataRequest",
-                            "Structural Impact": 57.1,
-                            "Lines of Code (LOC)": 123,
-                            "Control Flow Branches": 35,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.1%",
-                            "Start Line": 881,
-                            "End Line": 1003
+                            "Function Name": "fetchOffsetForTimestamp",
+                            "Structural Impact": 36.8,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 1433,
+                            "End Line": 1482
                         },
                         {
-                            "Function Name": "handleAddPartitionsToTxnRequest",
-                            "Structural Impact": 52.3,
-                            "Lines of Code (LOC)": 111,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "78.8%",
-                            "Start Line": 1857,
-                            "End Line": 1967
+                            "Function Name": "appendRecordsToLeader",
+                            "Structural Impact": 33.4,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 1219,
+                            "End Line": 1252
                         },
                         {
-                            "Function Name": "handleWriteTxnMarkersRequest",
-                            "Structural Impact": 52.2,
-                            "Lines of Code (LOC)": 144,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "67.6%",
-                            "Start Line": 1712,
-                            "End Line": 1855
+                            "Function Name": "makeLeader",
+                            "Structural Impact": 29.4,
+                            "Lines of Code (LOC)": 99,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 588,
+                            "End Line": 686
                         },
                         {
-                            "Function Name": "getCoordinator",
-                            "Structural Impact": 50.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 23,
+                            "Function Name": "appendRecordsToFollowerOrFutureReplica",
+                            "Structural Impact": 27.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "95.8%",
-                            "Start Line": 1245,
-                            "End Line": 1301
-                        },
-                        {
-                            "Function Name": "validateAcknowledgementBatches",
-                            "Structural Impact": 49.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 4,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 4079,
-                            "End Line": 4124
+                            "Start Line": 1189,
+                            "End Line": 1217
                         },
                         {
-                            "Function Name": "handleStreamsGroupHeartbeat",
-                            "Structural Impact": 44.6,
-                            "Lines of Code (LOC)": 129,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 2740,
-                            "End Line": 2868
+                            "Function Name": "updateFollowerFetchState",
+                            "Structural Impact": 26.4,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 767,
+                            "End Line": 817
                         },
                         {
-                            "Function Name": "handleAcknowledgements",
-                            "Structural Impact": 41.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 8,
+                            "Function Name": "createLogIfNotExists",
+                            "Structural Impact": 23.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 3492,
-                            "End Line": 3545
+                            "Start Line": 321,
+                            "End Line": 340
                         },
                         {
-                            "Function Name": "combineShareFetchAndShareAcknowledgeResponses",
-                            "Structural Impact": 38.7,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 19,
+                            "Function Name": "handleAlterPartitionError",
+                            "Structural Impact": 21.7,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "79.2%",
-                            "Start Line": 3319,
-                            "End Line": 3399
+                            "Control Flow Ratio": "58.8%",
+                            "Start Line": 1733,
+                            "End Line": 1785
                         },
                         {
-                            "Function Name": "handleOffsetCommitRequest",
-                            "Structural Impact": 38.0,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 18,
+                            "Function Name": "maybeIncrementLeaderHW",
+                            "Structural Impact": 21.3,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 274,
-                            "End Line": 375
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1010,
+                            "End Line": 1053
                         },
                         {
-                            "Function Name": "handleTxnOffsetCommitRequest",
-                            "Structural Impact": 36.2,
-                            "Lines of Code (LOC)": 100,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.0%",
-                            "Start Line": 2019,
-                            "End Line": 2118
+                            "Function Name": "deleteRecordsOnLeader",
+                            "Structural Impact": 20.8,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 1520,
+                            "End Line": 1539
                         },
                         {
-                            "Function Name": "handleInitProducerIdRequest",
-                            "Structural Impact": 34.4,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 17,
+                            "Function Name": "handleAlterPartitionUpdate",
+                            "Structural Impact": 20.7,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "70.8%",
-                            "Start Line": 1604,
-                            "End Line": 1667
+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 1794,
+                            "End Line": 1825
                         },
                         {
-                            "Function Name": "processShareFetchResponse",
-                            "Structural Impact": 31.4,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 11,
+                            "Function Name": "createLogInAssignedDirectoryId",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "55.0%",
-                            "Start Line": 4127,
-                            "End Line": 4217
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 745,
+                            "End Line": 759
                         },
                         {
-                            "Function Name": "getTopicMetadata",
-                            "Structural Impact": 30.4,
-                            "Lines of Code (LOC)": 42,
+                            "Function Name": "getLocalLog",
+                            "Structural Impact": 18.2,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 9,
-                            "Input Parameters": 7,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 838,
-                            "End Line": 879
-                        },
-                        {
-                            "Function Name": "fetchOffsetsForGroup",
-                            "Structural Impact": 27.9,
-                            "Lines of Code (LOC)": 79,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 1108,
-                            "End Line": 1186
-                        },
-                        {
-                            "Function Name": "handleStreamsGroupDescribe",
-                            "Structural Impact": 27.6,
-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2870,
-                            "End Line": 2968
-                        },
-                        {
-                            "Function Name": "sendResponseCallback",
-                            "Structural Impact": 26.3,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 457,
-                            "End Line": 530
+                            "Start Line": 384,
+                            "End Line": 401
                         },
                         {
-                            "Function Name": "processResponseCallback",
-                            "Structural Impact": 26.0,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 14,
+                            "Function Name": "checkEnoughReplicasReachOffset",
+                            "Structural Impact": 17.4,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 636,
-                            "End Line": 731
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 947,
+                            "End Line": 983
                         },
                         {
-                            "Function Name": "handleFetchFromShareFetchRequest",
-                            "Structural Impact": 25.9,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 3412,
-                            "End Line": 3489
+                            "Function Name": "maybeCreateFutureReplica",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 295,
+                            "End Line": 319
                         },
                         {
-                            "Function Name": "handleAlterShareGroupOffsetsRequest",
-                            "Structural Impact": 25.1,
+                            "Function Name": "makeFollower",
+                            "Structural Impact": 17.2,
                             "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 3866,
-                            "End Line": 3915
-                        },
-                        {
-                            "Function Name": "handleOffsetDeleteRequest",
-                            "Structural Impact": 24.0,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 2364,
-                            "End Line": 2428
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 694,
+                            "End Line": 743
                         },
                         {
-                            "Function Name": "handleConsumerGroupDescribe",
-                            "Structural Impact": 24.0,
-                            "Lines of Code (LOC)": 85,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 2645,
-                            "End Line": 2729
+                            "Function Name": "updateAssignmentAndIsr",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 835,
+                            "End Line": 860
                         },
                         {
-                            "Function Name": "handleShareAcknowledgeRequest",
-                            "Structural Impact": 24.0,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "59.1%",
-                            "Start Line": 3547,
-                            "End Line": 3630
+                            "Function Name": "fetchRecords",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1278,
+                            "End Line": 1334
                         },
                         {
-                            "Function Name": "handleShareGroupDescribe",
-                            "Structural Impact": 23.8,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 3090,
-                            "End Line": 3170
+                            "Function Name": "createLog",
+                            "Structural Impact": 15.8,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 343,
+                            "End Line": 365
                         },
                         {
-                            "Function Name": "fetchAllOffsetsForGroup",
-                            "Structural Impact": 22.6,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 9,
+                            "Function Name": "lastOffsetForLeaderEpoch",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 1055,
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                             "Input Parameters": 1,
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                             "Control Flow Ratio": "85.7%",
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                             "Control Flow Branches": 6,
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                             "Control Flow Branches": 4,
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-                            "Start Line": 3817,
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-                            "Start Line": 2183,
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                             "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 934,
+                            "End Line": 937
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 3974,
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                             "Input Parameters": 1,
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-                            "Start Line": 2159,
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+                            "Function Name": "toString",
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                             "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "50.0%",
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-                            "Start Line": 2353,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 1019,
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-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 2541,
-                            "End Line": 2567
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 440,
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1351,
-                            "End Line": 1375
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+                            "Control Flow Ratio": "0.0%",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 2238,
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-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 4,
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 1987,
-                            "End Line": 2007
+                            "Start Line": 345,
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-                            "Control Flow Branches": 4,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2216,
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-                            "Control Flow Branches": 4,
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-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1467,
-                            "End Line": 1485
+                            "Function Name": "apply",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 4,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1487,
-                            "End Line": 1505
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                         },
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-                            "Structural Impact": 8.0,
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-                            "Control Flow Branches": 4,
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+                            "Function Name": "topicId",
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1519,
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+                            "Start Line": 454,
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-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 1988,
-                            "End Line": 2005
+                            "Start Line": 403,
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                             "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 4010,
-                            "End Line": 4044
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+                            "Control Flow Ratio": "66.7%",
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-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 4,
+                            "Function Name": "removeFutureLocalReplica",
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                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1526,
-                            "End Line": 1535
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-                            "Start Line": 1429,
-                            "End Line": 1465
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-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 3,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 1567,
-                            "End Line": 1591
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+                            "Start Line": 907,
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-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
+                            "Function Name": "needsExpandIsr",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1221,
-                            "End Line": 1243
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3632,
-                            "End Line": 3654
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-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
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-                            "Start Line": 3656,
-                            "End Line": 3678
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3680,
-                            "End Line": 3702
+                            "Function Name": "prepareIsrExpand",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1609,
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3704,
-                            "End Line": 3726
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-                            "End Line": 794
+                            "Start Line": 1508,
+                            "End Line": 1512
                         },
                         {
-                            "Function Name": "sendResponseCallback",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "markIsrExpand",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 806,
-                            "End Line": 814
+                            "Start Line": 102,
+                            "End Line": 104
                         },
                         {
-                            "Function Name": "authorizeClusterOperation",
-                            "Structural Impact": 1.9,
+                            "Function Name": "markIsrShrink",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4270,
-                            "End Line": 4272
+                            "Start Line": 106,
+                            "End Line": 108
                         },
                         {
-                            "Function Name": "eligible",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "topic",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2345,
-                            "End Line": 2351
+                            "Start Line": 177,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "handleInvalidVersionsDuringForwarding",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "unifiedLog",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 143,
-                            "End Line": 148
+                            "Start Line": 228,
+                            "End Line": 228
                         },
                         {
-                            "Function Name": "handleError",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "isAtMinIsr",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 158
+                            "Start Line": 254,
+                            "End Line": 254
                         },
                         {
-                            "Function Name": "processingStatsCallback",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "isReassigning",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 532,
-                            "End Line": 536
+                            "Start Line": 256,
+                            "End Line": 256
                         },
                         {
-                            "Function Name": "setTopicAuthorizedOperations",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "isAddingLocalReplica",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 975,
-                            "End Line": 979
+                            "Start Line": 258,
+                            "End Line": 258
                         },
                         {
-                            "Function Name": "handleSaslAuthenticateRequest",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "producerIdCount",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1512,
-                            "End Line": 1517
+                            "Start Line": 262,
+                            "End Line": 262
                         },
                         {
-                            "Function Name": "handleDescribeConfigsRequest",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "inSyncReplicaIds",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2210,
-                            "End Line": 2214
+                            "Start Line": 267,
+                            "End Line": 267
                         },
                         {
-                            "Function Name": "handleSaslHandshakeRequest",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "isLeader",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1507,
-                            "End Line": 1510
+                            "Start Line": 420,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "handleDescribeAcls",
-                            "Structural Impact": 1.6,
+                            "Function Name": "leaderIdIfLocal",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2120,
-                            "End Line": 2122
+                            "Start Line": 422,
+                            "End Line": 424
                         },
                         {
-                            "Function Name": "authorizeToken",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "remoteReplicas",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2343,
-                            "End Line": 2343
+                            "Start Line": 462,
+                            "End Line": 463
                         },
                         {
-                            "Function Name": "authorizeRequester",
-                            "Structural Impact": 1.5,
+                            "Function Name": "futureReplicaDirectoryId",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2344,
-                            "End Line": 2344
+                            "Start Line": 527,
+                            "End Line": 527
                         },
                         {
-                            "Function Name": "close",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "logDirectoryId",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 130
+                            "Start Line": 528,
+                            "End Line": 528
                         },
                         {
-                            "Function Name": "tryCompleteActions",
+                            "Function Name": "getLeaderEpoch",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 267,
-                            "End Line": 269
+                            "Start Line": 579,
+                            "End Line": 579
                         },
                         {
-                            "Function Name": "groupVersion",
+                            "Function Name": "getPartitionEpoch",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2596,
-                            "End Line": 2598
+                            "Start Line": 581,
+                            "End Line": 581
                         },
                         {
-                            "Function Name": "streamsVersion",
+                            "Function Name": "tryCompleteDelayedRequests",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2731,
-                            "End Line": 2733
+                            "Start Line": 1085,
+                            "End Line": 1087
                         },
                         {
-                            "Function Name": "shareVersion",
+                            "Function Name": "needsShrinkIsr",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4230,
-                            "End Line": 4232
+                            "Start Line": 1129,
+                            "End Line": 1131
                         },
                         {
-                            "Function Name": "isShareGroupProtocolEnabled",
+                            "Function Name": "hashCode",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4234,
-                            "End Line": 4236
+                            "Start Line": 1832,
+                            "End Line": 1833
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 808,
-                        "Sequential Logic Declarations": 397,
-                        "Function Parameters": 506,
-                        "Function/Method Declarations": 136,
+                        "Control Flow Branches": 285,
+                        "Sequential Logic Declarations": 128,
+                        "Function Parameters": 209,
+                        "Function/Method Declarations": 103,
                         "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 50,
-                        "Type/Safety Bypasses": 89,
+                        "Defensive Programming Constructs": 103,
+                        "Type/Safety Bypasses": 15,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 112,
-                        "State Mutations / Variable Reassignments": 120,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 11,
+                        "Exposed API / Public Exports": 79,
+                        "State Mutations / Variable Reassignments": 114,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 26,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 14,
-                        "Closures and Anonymous Functions": 456,
+                        "Asynchronous/Concurrent Execution": 2,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 183,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 307,
-                        "Collection Iterators / Comprehensions": 72,
-                        "Scientific & Mathematical Operations": 7,
+                        "Decorators and Annotations": 9,
+                        "Generic Type Abstractions": 71,
+                        "Collection Iterators / Comprehensions": 41,
+                        "Scientific & Mathematical Operations": 1,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 41,
+                        "Preprocessor Macros": 35,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 11,
-                        "Fatal Aborts & Exceptions": 7,
+                        "Explicit Type Casts": 7,
+                        "Fatal Aborts & Exceptions": 18,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 470,
-                        "Resource Deallocation & Cleanup": 5,
-                        "Private / Encapsulated Scopes": 24,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 11,
+                        "Immutable Data Declarations": 120,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 39,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3506,
+                        "Structural Space Indentations": 1208,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -432409,22 +435003,22 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 686,
-                        "Design Camel Case": 452,
-                        "Design Snake Case": 126,
-                        "Design Pascal Case": 98,
+                        "Core Var Decl": 306,
+                        "Design Camel Case": 163,
+                        "Design Snake Case": 33,
+                        "Design Pascal Case": 99,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 14,
-                        "Design Long Vars": 67,
+                        "Design Short Vars": 9,
+                        "Design Long Vars": 5,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 27,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 1,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -432441,127 +435035,102 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 109,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 84,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "AddPartitionsToTxnResultCollection",
-                        "ApiMessage",
-                        "ClientMetricsManager",
+                        "AssignmentState",
+                        "AsyncOffsetReader",
+                        "CommittedPartitionState",
                         "ConcurrentHashMap",
-                        "DeleteRecordsTopicResult",
-                        "Errors",
-                        "FetchManager",
+                        "CopyOnWriteArrayList",
+                        "DelayedOperationPurgatory",
+                        "DelayedProduce",
+                        "FetchDataInfo",
                         "FetchParams",
-                        "FetchPartitionData",
-                        "GroupConfig",
-                        "GroupConfigManager",
-                        "GroupCoordinator",
-                        "ListOffsetsTopicResponse",
+                        "FetchResponseData",
+                        "IsolationLevel",
+                        "LeaderHwChange",
+                        "LeaderRecoveryState",
+                        "LogAppendInfo",
+                        "LogOffsetMetadata",
+                        "LogOffsetSnapshot",
+                        "LogOffsetsListener",
+                        "LogReadInfo",
+                        "LogStartOffsetIncrementReason",
+                        "MemoryRecords",
                         "MetadataCache",
-                        "MetadataResponseTopic",
-                        "OffsetForLeaderTopicResult",
-                        "OffsetForLeaderTopicResultCollection",
-                        "Optional",
-                        "Plugin",
-                        "ProcessRole",
-                        "RecordValidationStats",
-                        "ReplicationQuotaManager",
-                        "RequestLocal",
-                        "ResourceType",
-                        "SHARE_GROUP_STATE_TOPIC_NAME",
-                        "SecurityProtocol",
-                        "Seq",
-                        "Set",
-                        "SharePartitionKey",
-                        "ShareVersion",
-                        "StreamsVersion",
-                        "TRANSACTION_STATE_TOPIC_NAME",
-                        "Time",
-                        "TokenInformation",
-                        "Topic",
+                        "OffsetResultHolder",
+                        "OngoingReassignmentState",
+                        "Partition.metricsGroup",
+                        "PartitionListener",
+                        "PartitionRegistration",
+                        "PartitionState",
+                        "PendingExpandIsr",
+                        "PendingPartitionChange",
+                        "PendingShrinkIsr",
+                        "RecordBatch",
+                        "RichOptional",
+                        "SimpleAssignmentState",
                         "TopicIdPartition",
                         "TopicPartition",
-                        "TransactionCoordinator",
+                        "TopicPartitionOperationKey",
                         "TransactionVersion",
-                        "UNBOUNDED_QUOTA",
+                        "UNDEFINED_EPOCH_OFFSET",
+                        "UnexpectedAppendOffsetException",
+                        "UnifiedLog",
+                        "Utils",
                         "Uuid",
-                        "isInternal",
+                        "VerificationGuard",
+                        "inWriteLock",
+                        "java.lang.Long => JLong",
                         "java.util",
-                        "java.util.Collections",
+                        "java.util.Optional",
                         "java.util.concurrent.CompletableFuture",
-                        "java.util.concurrent.atomic.AtomicInteger",
-                        "java.util.stream.Collectors",
-                        "kafka.coordinator.transaction.InitProducerIdResult",
-                        "kafka.network.RequestChannel",
-                        "kafka.server.QuotaFactory.QuotaManagers",
-                        "kafka.server.handlers.DescribeTopicPartitionsRequestHandler",
-                        "kafka.server.share.SharePartitionManager",
-                        "kafka.utils.Logging",
-                        "mutable",
-                        "org.apache.kafka.clients.CommonClientConfigs",
-                        "org.apache.kafka.clients.admin.EndpointType",
-                        "org.apache.kafka.common.Node",
-                        "org.apache.kafka.common.acl.AclOperation",
-                        "org.apache.kafka.common.acl.AclOperation._",
-                        "org.apache.kafka.common.config.ConfigResource",
+                        "java.util.concurrent.locks.ReentrantReadWriteLock",
+                        "kafka.log._",
+                        "kafka.server._",
+                        "kafka.server.share.DelayedShareFetch",
+                        "kafka.utils._",
+                        "org.apache.kafka.common.DirectoryId",
                         "org.apache.kafka.common.errors._",
-                        "org.apache.kafka.common.internals.FatalExitError",
-                        "org.apache.kafka.common.internals.Topic.GROUP_METADATA_TOPIC_NAME",
-                        "org.apache.kafka.common.message.AddPartitionsToTxnResponseData.AddPartitionsToTxnResult",
-                        "org.apache.kafka.common.message.DeleteRecordsResponseData.DeleteRecordsPartitionResult",
-                        "org.apache.kafka.common.message.DeleteShareGroupOffsetsRequestData.DeleteShareGroupOffsetsRequestTopic",
-                        "org.apache.kafka.common.message.DeleteShareGroupOffsetsResponseData.DeleteShareGroupOffsetsResponseTopic",
-                        "org.apache.kafka.common.message.ListOffsetsRequestData.ListOffsetsPartition",
-                        "org.apache.kafka.common.message.ListOffsetsResponseData.ListOffsetsPartitionResponse",
-                        "org.apache.kafka.common.message.MetadataResponseData.MetadataResponsePartition",
-                        "org.apache.kafka.common.message.OffsetForLeaderEpochRequestData.OffsetForLeaderTopic",
+                        "org.apache.kafka.common.message.AlterPartitionRequestData.BrokerState",
+                        "org.apache.kafka.common.message.DescribeProducersResponseData",
                         "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
-                        "org.apache.kafka.common.message._",
-                        "org.apache.kafka.common.metrics.Metrics",
-                        "org.apache.kafka.common.network.ListenerName",
-                        "org.apache.kafka.common.protocol.ApiKeys",
-                        "org.apache.kafka.common.record.internal._",
-                        "org.apache.kafka.common.replica.ClientMetadata",
-                        "org.apache.kafka.common.replica.ClientMetadata.DefaultClientMetadata",
-                        "org.apache.kafka.common.requests.FindCoordinatorRequest.CoordinatorType",
-                        "org.apache.kafka.common.requests.ProduceResponse.PartitionResponse",
+                        "org.apache.kafka.common.protocol.Errors",
+                        "org.apache.kafka.common.record.internal.FileRecords",
+                        "org.apache.kafka.common.record.internal.FileRecords.TimestampAndOffset",
+                        "org.apache.kafka.common.requests.OffsetsForLeaderEpochResponse.UNDEFINED_EPOCH",
                         "org.apache.kafka.common.requests._",
-                        "org.apache.kafka.common.resource.Resource",
-                        "org.apache.kafka.common.resource.Resource.CLUSTER_NAME",
-                        "org.apache.kafka.common.resource.ResourceType._",
-                        "org.apache.kafka.common.security.auth.KafkaPrincipal",
-                        "org.apache.kafka.common.security.token.delegation.DelegationToken",
-                        "org.apache.kafka.common.utils.ProducerIdAndEpoch",
-                        "org.apache.kafka.coordinator.group.Group",
-                        "org.apache.kafka.coordinator.group.modern.share.ShareGroupConfigProvider",
-                        "org.apache.kafka.coordinator.share.ShareCoordinator",
-                        "org.apache.kafka.metadata.ConfigRepository",
-                        "org.apache.kafka.security.DelegationTokenManager",
-                        "org.apache.kafka.server.ApiVersionManager",
-                        "org.apache.kafka.server.authorizer._",
-                        "org.apache.kafka.server.common.GroupVersion",
-                        "org.apache.kafka.server.quota.ReplicaQuota",
-                        "org.apache.kafka.server.share.ErroneousAndValidPartitionData",
-                        "org.apache.kafka.server.share.acknowledge.ShareAcknowledgementBatch",
-                        "org.apache.kafka.server.share.context.ShareFetchContext",
+                        "org.apache.kafka.common.utils.Time",
+                        "org.apache.kafka.logger.StateChangeLogger",
+                        "org.apache.kafka.metadata.LeaderAndIsr",
+                        "org.apache.kafka.server.LogDeleteRecordsResult",
+                        "org.apache.kafka.server.common.RequestLocal",
+                        "org.apache.kafka.server.log.remote.TopicPartitionLog",
+                        "org.apache.kafka.server.log.remote.storage.RemoteLogManager",
+                        "org.apache.kafka.server.metrics.KafkaMetricsGroup",
+                        "org.apache.kafka.server.partition.AlterPartitionListener",
+                        "org.apache.kafka.server.purgatory.DelayedDeleteRecords",
+                        "org.apache.kafka.server.replica.Replica",
+                        "org.apache.kafka.server.share.fetch.DelayedShareFetchPartitionKey",
                         "org.apache.kafka.server.storage.log.FetchIsolation",
-                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager",
+                        "org.apache.kafka.server.util.LockUtils.inReadLock",
+                        "org.apache.kafka.storage.internals.checkpoint.OffsetCheckpoints",
                         "org.apache.kafka.storage.internals.log.AppendOrigin",
-                        "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
-                        "scala.annotation.nowarn",
-                        "scala.collection.Map",
-                        "scala.collection.mutable.ArrayBuffer",
+                        "org.slf4j.event.Level",
+                        "scala.collection.Seq",
                         "scala.jdk.CollectionConverters._",
+                        "scala.jdk.OptionConverters.RichOption",
                         "scala.jdk.javaapi.OptionConverters"
                     ]
                 },
-                "scala/kafka/KafkaRaftManager.scala": {
+                "scala/kafka/ReplicaManager.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "KafkaRaftManager.scala",
-                        "Path": "scala/kafka/KafkaRaftManager.scala",
+                        "Filename": "ReplicaManager.scala",
+                        "Path": "scala/kafka/ReplicaManager.scala",
                         "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -432571,9 +435140,9 @@
                         "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5843.31,
-                        "Y": -117.52,
-                        "Z": 7898.62
+                        "X": -6002.16,
+                        "Y": -147.87,
+                        "Z": 7282.27
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -432582,1167 +435151,1145 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 264,
-                        "Coding LOC": 212,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 32.94,
-                        "Control Flow Ratio": "8.1%",
+                        "Total LOC": 2569,
+                        "Coding LOC": 1864,
+                        "Documentation LOC": 456,
+                        "Structural Magnitude": 1449.98,
+                        "Control Flow Ratio": "62.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.069
+                        "Raw Cognitive Density": 0.474
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.86%",
-                        "Error & Exception Exposure": "55.67%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "1.05%",
+                        "Cognitive Load Exposure": "21.28%",
+                        "Error & Exception Exposure": "51.56%",
+                        "Tech Debt Exposure": "33.87%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.67%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "8.4%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.08%",
+                        "Documentation Exposure": "20.95%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "lockDataDir",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 59,
-                            "End Line": 70
+                            "Function Name": "fetchOffset",
+                            "Structural Impact": 132.1,
+                            "Lines of Code (LOC)": 121,
+                            "Control Flow Branches": 37,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "82.2%",
+                            "Start Line": 1459,
+                            "End Line": 1579
                         },
                         {
-                            "Function Name": "buildNetworkClient",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 205,
-                            "End Line": 260
+                            "Function Name": "handleProduceAppend",
+                            "Structural Impact": 82.7,
+                            "Lines of Code (LOC)": 137,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "79.3%",
+                            "Start Line": 697,
+                            "End Line": 833
                         },
                         {
-                            "Function Name": "handleRequest",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
+                            "Function Name": "readFromLog",
+                            "Structural Impact": 78.6,
+                            "Lines of Code (LOC)": 141,
+                            "Control Flow Branches": 31,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 161
+                            "Control Flow Ratio": "73.8%",
+                            "Start Line": 1753,
+                            "End Line": 1893
                         },
                         {
-                            "Function Name": "createLogDirectory",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 52,
-                            "End Line": 57
+                            "Function Name": "applyLocalFollowersDelta",
+                            "Structural Impact": 60.9,
+                            "Lines of Code (LOC)": 106,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "69.0%",
+                            "Start Line": 2449,
+                            "End Line": 2554
                         },
                         {
-                            "Function Name": "buildRaftClient",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 163,
-                            "End Line": 181
+                            "Function Name": "read",
+                            "Structural Impact": 54.3,
+                            "Lines of Code (LOC)": 102,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "72.4%",
+                            "Start Line": 1773,
+                            "End Line": 1874
                         },
                         {
-                            "Function Name": "hasDifferentLogDir",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 75,
-                            "End Line": 81
+                            "Function Name": "fetchMessages",
+                            "Structural Impact": 48.9,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "76.0%",
+                            "Start Line": 1665,
+                            "End Line": 1748
                         },
                         {
-                            "Function Name": "buildMetadataLog",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 193,
-                            "End Line": 203
+                            "Function Name": "appendToLocalLog",
+                            "Structural Impact": 46.5,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1376,
+                            "End Line": 1457
                         },
                         {
-                            "Function Name": "startup",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 142
+                            "Function Name": "handleOffsetOutOfRangeError",
+                            "Structural Impact": 45.1,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "65.0%",
+                            "Start Line": 1895,
+                            "End Line": 1957
                         },
                         {
-                            "Function Name": "shutdown",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 144,
-                            "End Line": 152
+                            "Function Name": "alterReplicaLogDirs",
+                            "Structural Impact": 39.5,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1126,
+                            "End Line": 1207
                         },
                         {
-                            "Function Name": "buildNetworkChannel",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 183,
-                            "End Line": 186
+                            "Function Name": "deleteRecords",
+                            "Structural Impact": 34.3,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 1296,
+                            "End Line": 1354
                         },
                         {
-                            "Function Name": "createDataDir",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 188,
-                            "End Line": 191
+                            "Function Name": "postVerificationCallback",
+                            "Structural Impact": 25.5,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 720,
+                            "End Line": 778
                         },
                         {
-                            "Function Name": "recordSerde",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 262,
-                            "End Line": 263
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 57,
-                        "Function Parameters": 17,
-                        "Function/Method Declarations": 12,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 5,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 9,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 13,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 4,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 6,
-                        "Immutable Data Declarations": 33,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 18,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 176,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 39,
-                        "Design Camel Case": 25,
-                        "Design Snake Case": 4,
-                        "Design Pascal Case": 10,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 3,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 53,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Collection => JCollection",
-                        "ExternalKRaftMetrics",
-                        "FileQuorumStateStore",
-                        "KafkaNetworkChannel",
-                        "KafkaRaftClient",
-                        "KafkaRaftClientDriver",
-                        "KafkaScheduler",
-                        "ListenerName",
-                        "ManualMetadataUpdater",
-                        "Map => JMap",
-                        "MetadataLogConfig",
-                        "MetadataRecoveryStrategy",
-                        "NetworkClient",
-                        "NetworkReceive",
-                        "QuorumConfig",
-                        "RaftLog",
-                        "RaftManager",
-                        "Selectable",
-                        "Selector",
-                        "Time",
-                        "TimingWheelExpirationService",
-                        "UnifiedLog",
-                        "Utils",
-                        "java.io.File",
-                        "java.net.InetSocketAddress",
-                        "java.nio.file.Files",
-                        "java.nio.file.Paths",
-                        "java.util.OptionalInt",
-                        "java.util.concurrent.CompletableFuture",
-                        "kafka.server.KafkaConfig",
-                        "kafka.utils.Logging",
-                        "org.apache.kafka.clients.ApiVersions",
-                        "org.apache.kafka.common.KafkaException",
-                        "org.apache.kafka.common.TopicPartition",
-                        "org.apache.kafka.common.Uuid",
-                        "org.apache.kafka.common.metrics.Metrics",
-                        "org.apache.kafka.common.network.ChannelBuilders",
-                        "org.apache.kafka.common.protocol.ApiMessage",
-                        "org.apache.kafka.common.requests.RequestContext",
-                        "org.apache.kafka.common.requests.RequestHeader",
-                        "org.apache.kafka.common.security.JaasContext",
-                        "org.apache.kafka.common.security.auth.SecurityProtocol",
-                        "org.apache.kafka.common.utils.LogContext",
-                        "org.apache.kafka.raft.Endpoints",
-                        "org.apache.kafka.raft.internals.KafkaRaftLog",
-                        "org.apache.kafka.server.ProcessRole",
-                        "org.apache.kafka.server.common.Feature",
-                        "org.apache.kafka.server.common.serialization.RecordSerde",
-                        "org.apache.kafka.server.fault.FaultHandler",
-                        "org.apache.kafka.server.util.FileLock",
-                        "org.apache.kafka.server.util.timer.SystemTimer",
-                        "org.apache.kafka.storage.internals.log.LogManager",
-                        "scala.jdk.CollectionConverters._"
-                    ]
-                },
-                "scala/kafka/LogManager.scala": {
-                    "1. Artifact Identity": {
-                        "Filename": "LogManager.scala",
-                        "Path": "scala/kafka/LogManager.scala",
-                        "Language": "Scala",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scala",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .scala)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5372.56,
-                        "Y": -177.79,
-                        "Z": 7688.82
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1590,
-                        "Coding LOC": 1117,
-                        "Documentation LOC": 309,
-                        "Structural Magnitude": 850.84,
-                        "Control Flow Ratio": "73.6%",
-                        "Popularity Rank": 2,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.557
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "20.88%",
-                        "Error & Exception Exposure": "66.2%",
-                        "Tech Debt Exposure": "29.61%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "4.95%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "8.59%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.21%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Function Name": "findPreferredReadReplica",
+                            "Structural Impact": 24.5,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1964,
+                            "End Line": 2013
+                        },
                         {
-                            "Function Name": "loadLogs",
-                            "Structural Impact": 90.8,
-                            "Lines of Code (LOC)": 137,
-                            "Control Flow Branches": 41,
+                            "Function Name": "getOrCreatePartition",
+                            "Structural Impact": 24.2,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "89.1%",
-                            "Start Line": 424,
-                            "End Line": 560
+                            "Control Flow Ratio": "43.5%",
+                            "Start Line": 2309,
+                            "End Line": 2352
                         },
                         {
-                            "Function Name": "getOrCreateLog",
-                            "Structural Impact": 70.5,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 1028,
-                            "End Line": 1114
+                            "Function Name": "describeLogDirs",
+                            "Structural Impact": 24.1,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1217,
+                            "End Line": 1274
                         },
                         {
-                            "Function Name": "loadLog",
-                            "Structural Impact": 54.2,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 335,
-                            "End Line": 398
+                            "Function Name": "applyDelta",
+                            "Structural Impact": 21.9,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2360,
+                            "End Line": 2416
                         },
                         {
-                            "Function Name": "asyncDelete",
-                            "Structural Impact": 46.7,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "95.0%",
-                            "Start Line": 1299,
-                            "End Line": 1338
+                            "Function Name": "getPartitionOrException",
+                            "Structural Impact": 20.8,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 499,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "createAndValidateLogDirs",
-                            "Structural Impact": 29.7,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 15,
+                            "Function Name": "handleLogDirFailure",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 185,
-                            "End Line": 223
+                            "Start Line": 2157,
+                            "End Line": 2202
                         },
                         {
-                            "Function Name": "truncateTo",
-                            "Structural Impact": 27.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 14,
+                            "Function Name": "deleteRecordsOnLocalLog",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 739,
-                            "End Line": 769
-                        },
-                        {
-                            "Function Name": "truncateFullyAndStartAt",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 779,
-                            "End Line": 804
+                            "Control Flow Ratio": "64.3%",
+                            "Start Line": 1082,
+                            "End Line": 1108
                         },
                         {
-                            "Function Name": "deleteLogs",
-                            "Structural Impact": 19.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1142,
-                            "End Line": 1183
+                            "Function Name": "maybeSendPartitionsToTransactionCoordinator",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 1000,
+                            "End Line": 1059
                         },
                         {
-                            "Function Name": "replaceCurrentWithFutureLog",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
+                            "Function Name": "onAcks",
+                            "Structural Impact": 18.5,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1238,
-                            "End Line": 1288
+                            "Start Line": 1315,
+                            "End Line": 1338
                         },
                         {
-                            "Function Name": "createLogDirectory",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 1116,
-                            "End Line": 1133
+                            "Function Name": "applyLocalLeadersDelta",
+                            "Structural Impact": 16.2,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2418,
+                            "End Line": 2447
                         },
                         {
-                            "Function Name": "shutdown",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 73,
+                            "Function Name": "lastOffsetForLeaderEpoch",
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                             "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 659,
-                            "End Line": 731
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+                            "Start Line": 2258,
+                            "End Line": 2298
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                         {
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-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 16,
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                             "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 845,
-                            "End Line": 860
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+                            "Control Flow Ratio": "87.5%",
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+                            "End Line": 437
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-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 37,
+                            "Function Name": "getPartitionOrException",
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                             "Control Flow Branches": 8,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "88.9%",
-                            "Start Line": 235,
-                            "End Line": 271
+                            "Start Line": 487,
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-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 7,
+                            "Function Name": "addCompletePurgatoryAction",
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+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 853,
+                            "End Line": 876
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+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 878,
+                            "End Line": 918
+                        },
+                        {
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+                            "Control Flow Branches": 5,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 868,
-                            "End Line": 881
+                            "Start Line": 1283,
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-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
+                            "Function Name": "appendRecords",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 10,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 1222,
-                            "End Line": 1236
+                            "Start Line": 638,
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-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
+                            "Function Name": "checkFetchDataInfo",
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1185,
-                            "End Line": 1200
+                            "Control Flow Ratio": "71.4%",
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-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
+                            "Function Name": "getPartitionOrError",
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+                            "Control Flow Branches": 6,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1348,
-                            "End Line": 1375
+                            "Start Line": 520,
+                            "End Line": 538
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+                            "Function Name": "maybeStartTransactionVerificationForPartition",
                             "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 276,
-                            "End Line": 290
+                            "Lines of Code (LOC)": 16,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1061,
+                            "End Line": 1076
                         },
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-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "maybeAddLogDirFetchers",
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                             "Control Flow Branches": 3,
-                            "Input Parameters": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2058,
+                            "End Line": 2086
+                        },
+                        {
+                            "Function Name": "hasConsistentTopicId",
+                            "Structural Impact": 9.0,
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 966,
-                            "End Line": 988
+                            "Start Line": 2039,
+                            "End Line": 2044
                         },
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-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
+                            "Function Name": "maybeRetryOnConcurrentTransactions",
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+                            "Control Flow Branches": 4,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1410,
-                            "End Line": 1451
+                            "Start Line": 799,
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                         },
                         {
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-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 38,
+                            "Function Name": "processRemoteFetch",
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1605,
+                            "End Line": 1623
+                        },
+                        {
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                             "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 617,
-                            "End Line": 654
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1385,
+                            "End Line": 1397
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                         {
-                            "Function Name": "loadDirectoryIds",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 5,
+                            "Function Name": "maybeRemoveTopicMetrics",
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+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 304,
-                            "End Line": 322
+                            "Control Flow Ratio": "100.0%",
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+                            "End Line": 302
                         },
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-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
+                            "Function Name": "maybeAddListener",
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+                            "Control Flow Branches": 3,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1501,
-                            "End Line": 1516
+                            "Start Line": 355,
+                            "End Line": 362
                         },
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-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1385,
-                            "End Line": 1404
+                            "Function Name": "removeListener",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 367,
+                            "End Line": 373
                         },
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-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 1528,
-                            "End Line": 1549
+                            "Function Name": "isAddingReplica",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 448,
+                            "End Line": 453
                         },
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-                            "Function Name": "cleaner",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "checkpointHighWatermarks",
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                             "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 163,
-                            "End Line": 175
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2116,
+                            "End Line": 2138
                         },
                         {
-                            "Function Name": "addLogRecoveryMetrics",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "processRemoteFetches",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1628,
+                            "End Line": 1658
+                        },
+                        {
+                            "Function Name": "delayedProduceRequestRequired",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 562,
-                            "End Line": 574
+                            "Start Line": 1361,
+                            "End Line": 1367
                         },
                         {
-                            "Function Name": "removeLogAndMetrics",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "shouldLeaderThrottle",
+                            "Structural Impact": 6.2,
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                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1518,
-                            "End Line": 1526
+                            "Start Line": 2019,
+                            "End Line": 2022
                         },
                         {
-                            "Function Name": "maybeUpdatePreferredLogDir",
-                            "Structural Impact": 5.5,
+                            "Function Name": "markPartitionOffline",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2140,
+                            "End Line": 2149
+                        },
+                        {
+                            "Function Name": "activeProducerState",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2300,
+                            "End Line": 2307
+                        },
+                        {
+                            "Function Name": "onlinePartition",
+                            "Structural Impact": 6.0,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 884,
-                            "End Line": 889
+                            "Start Line": 467,
+                            "End Line": 472
                         },
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-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "maybeUpdateTopicAssignment",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 937,
-                            "End Line": 942
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2556,
+                            "End Line": 2567
                         },
                         {
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-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "isListOffsetsTimestampUnsupported",
+                            "Structural Impact": 5.4,
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                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 250,
-                            "End Line": 262
+                            "Start Line": 148,
+                            "End Line": 151
                         },
                         {
-                            "Function Name": "isLogDirOnline",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "shutdown",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1490,
-                            "End Line": 1496
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-                        {
-                            "Function Name": "apply",
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-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1554,
-                            "End Line": 1588
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+                            "Start Line": 2213,
+                            "End Line": 2232
                         },
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-                            "Function Name": "abortAndPauseCleaning",
+                            "Function Name": "onlinePartitionsIterator",
                             "Structural Impact": 4.5,
                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 894,
-                            "End Line": 899
+                            "Start Line": 476,
+                            "End Line": 481
                         },
                         {
-                            "Function Name": "abortCleaning",
+                            "Function Name": "delayedDeleteRecordsRequired",
                             "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 6,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 904,
-                            "End Line": 909
+                            "Start Line": 1115,
+                            "End Line": 1119
                         },
                         {
-                            "Function Name": "resumeCleaning",
+                            "Function Name": "initialFetchOffset",
                             "Structural Impact": 4.5,
                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 914,
-                            "End Line": 919
+                            "Start Line": 2093,
+                            "End Line": 2098
                         },
                         {
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-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "isValidRequiredAcks",
+                            "Structural Impact": 4.4,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1458,
-                            "End Line": 1462
+                            "Start Line": 1369,
+                            "End Line": 1371
                         },
                         {
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-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 596,
-                            "End Line": 608
+                            "Function Name": "appendRecordsToLeader",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 586,
+                            "End Line": 611
                         },
                         {
-                            "Function Name": "finishedInitializingLog",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "sendInvalidRequiredAcksResponse",
+                            "Structural Impact": 4.3,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1006,
-                            "End Line": 1011
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 920,
+                            "End Line": 935
                         },
                         {
-                            "Function Name": "handleIOException",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "completeDelayedOperationsWhenNotPartitionLeader",
+                            "Structural Impact": 3.9,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 436,
-                            "End Line": 439
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 304,
+                            "End Line": 312
                         },
                         {
-                            "Function Name": "maybeTruncateCleanerCheckpointToActiveSegmentBaseOffset",
+                            "Function Name": "buildProducePartitionStatus",
                             "Structural Impact": 3.7,
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+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 925,
-                            "End Line": 929
-                        },
-                        {
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-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 576,
-                            "End Line": 584
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 835,
+                            "End Line": 851
                         },
                         {
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-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1146,
-                            "End Line": 1155
+                            "Function Name": "adjustForLargeFileSystems",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1277,
+                            "End Line": 1281
                         },
                         {
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-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 120,
-                            "End Line": 125
+                            "Function Name": "createLogReadResult",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 133,
+                            "End Line": 146
                         },
                         {
-                            "Function Name": "resizeRecoveryThreadPool",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 225,
-                            "End Line": 228
+                            "Function Name": "fetchOffsetForTimestamp",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1585,
+                            "End Line": 1592
                         },
                         {
-                            "Function Name": "findAbandonedFutureLogs",
+                            "Function Name": "maybeSendPartitionToTransactionCoordinator",
                             "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 13,
+                            "Lines of Code (LOC)": 26,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1202,
-                            "End Line": 1214
+                            "Start Line": 955,
+                            "End Line": 980
                         },
                         {
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+                            "Function Name": "removeAllTopicMetrics",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2234,
+                            "End Line": 2240
+                        },
+                        {
+                            "Function Name": "delegate",
                             "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1467,
-                            "End Line": 1478
+                            "Start Line": 891,
+                            "End Line": 901
                         },
                         {
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-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "startHighWatermarkCheckPointThread",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 263,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "createReplicaFetcherManager",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 410,
-                            "End Line": 410
+                            "Start Line": 2242,
+                            "End Line": 2244
                         },
                         {
-                            "Function Name": "startup",
+                            "Function Name": "putHw",
                             "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 589,
-                            "End Line": 593
+                            "Start Line": 2117,
+                            "End Line": 2122
                         },
                         {
-                            "Function Name": "addStrayLog",
+                            "Function Name": "addDelayedShareFetchRequest",
                             "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 328,
-                            "End Line": 330
+                            "Start Line": 339,
+                            "End Line": 342
                         },
                         {
-                            "Function Name": "decNumRemainingLogs",
+                            "Function Name": "addOnlinePartition",
                             "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 416,
-                            "End Line": 419
+                            "Start Line": 463,
+                            "End Line": 465
                         },
                         {
-                            "Function Name": "addToDir",
+                            "Function Name": "createReplicaAlterLogDirsManager",
                             "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1472,
-                            "End Line": 1474
+                            "Start Line": 2246,
+                            "End Line": 2248
                         },
                         {
-                            "Function Name": "logsInDir",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "generalizedCallback",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1484,
-                            "End Line": 1487
+                            "Start Line": 964,
+                            "End Line": 970
                         },
                         {
-                            "Function Name": "offlineLogDirs",
+                            "Function Name": "createReplicaSelector",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2250,
+                            "End Line": 2256
+                        },
+                        {
+                            "Function Name": "createPartition",
                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 150,
-                            "End Line": 154
+                            "Start Line": 456,
+                            "End Line": 460
                         },
                         {
-                            "Function Name": "fetchLogConfig",
+                            "Function Name": "invokeCallback",
                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 610,
-                            "End Line": 614
+                            "Start Line": 1044,
+                            "End Line": 1048
                         },
                         {
-                            "Function Name": "topicConfigUpdated",
+                            "Function Name": "updateLeaderAndFollowerMetrics",
                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 957,
-                            "End Line": 961
+                            "Start Line": 2052,
+                            "End Line": 2056
                         },
                         {
-                            "Function Name": "reconfigureDefaultLogConfig",
+                            "Function Name": "resizeFetcherThreadPool",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 116
+                            "Start Line": 276,
+                            "End Line": 278
                         },
                         {
-                            "Function Name": "updateCordonedLogDirs",
+                            "Function Name": "startup",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 282,
+                            "End Line": 292
+                        },
+                        {
+                            "Function Name": "completeDelayedFetchRequests",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 132,
-                            "End Line": 134
+                            "Start Line": 319,
+                            "End Line": 321
                         },
                         {
-                            "Function Name": "addLogToBeDeleted",
+                            "Function Name": "completeDelayedShareFetchRequest",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 324,
-                            "End Line": 326
+                            "Start Line": 329,
+                            "End Line": 331
                         },
                         {
-                            "Function Name": "newThread",
+                            "Function Name": "addShareFetchTimerRequest",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 404,
-                            "End Line": 406
+                            "Start Line": 348,
+                            "End Line": 350
                         },
                         {
-                            "Function Name": "checkpointRecoveryOffsetsInDir",
+                            "Function Name": "topicIdPartition",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 439,
+                            "End Line": 442
+                        },
+                        {
+                            "Function Name": "getPartition",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 835,
-                            "End Line": 837
+                            "Start Line": 444,
+                            "End Line": 446
                         },
                         {
-                            "Function Name": "initializingLog",
+                            "Function Name": "localLogOrException",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 949,
-                            "End Line": 951
+                            "Start Line": 540,
+                            "End Line": 542
                         },
                         {
-                            "Function Name": "logsInDir",
+                            "Function Name": "futureLocalLogOrException",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1480,
-                            "End Line": 1482
+                            "Start Line": 544,
+                            "End Line": 546
                         },
                         {
-                            "Function Name": "onlineLogDirId",
+                            "Function Name": "futureLogExists",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 548,
+                            "End Line": 550
+                        },
+                        {
+                            "Function Name": "futureLogOrException",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 552,
+                            "End Line": 554
+                        },
+                        {
+                            "Function Name": "localLog",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 556,
+                            "End Line": 558
+                        },
+                        {
+                            "Function Name": "newResponseCallback",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 763,
+                            "End Line": 765
+                        },
+                        {
+                            "Function Name": "delayedRemoteListOffsetsRequired",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1581,
+                            "End Line": 1583
+                        },
+                        {
+                            "Function Name": "getLog",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 148,
-                            "End Line": 148
+                            "Start Line": 280,
+                            "End Line": 280
                         },
                         {
-                            "Function Name": "directoryId",
+                            "Function Name": "addToActionQueue",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 295,
-                            "End Line": 295
+                            "Start Line": 562,
+                            "End Line": 562
                         },
                         {
-                            "Function Name": "directoryPath",
+                            "Function Name": "getLogConfig",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 297
+                            "Start Line": 2024,
+                            "End Line": 2024
                         },
                         {
-                            "Function Name": "checkpointLogRecoveryOffsets",
+                            "Function Name": "getLogEndOffset",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2112,
+                            "End Line": 2113
+                        },
+                        {
+                            "Function Name": "maybeShrinkIsr",
                             "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 810,
-                            "End Line": 816
+                            "Start Line": 2100,
+                            "End Line": 2107
                         },
                         {
-                            "Function Name": "checkpointLogStartOffsets",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "doWork",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 822,
-                            "End Line": 827
+                            "Start Line": 228,
+                            "End Line": 231
                         },
                         {
-                            "Function Name": "brokerConfigUpdated",
+                            "Function Name": "lateTransactionsCount",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 250,
+                            "End Line": 253
+                        },
+                        {
+                            "Function Name": "producerIdCount",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 993,
-                            "End Line": 997
+                            "Start Line": 255,
+                            "End Line": 259
                         },
                         {
-                            "Function Name": "currentDefaultConfig",
+                            "Function Name": "reassigningPartitionsCount",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 118,
-                            "End Line": 118
+                            "Start Line": 248,
+                            "End Line": 248
                         },
                         {
-                            "Function Name": "directoryIdsSet",
+                            "Function Name": "underReplicatedPartitionCount",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 130,
-                            "End Line": 130
+                            "Start Line": 261,
+                            "End Line": 261
                         },
                         {
-                            "Function Name": "cordonedLogDirs",
+                            "Function Name": "shutdownIdleReplicaAlterLogDirsThread",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 136,
-                            "End Line": 138
+                            "Start Line": 272,
+                            "End Line": 274
                         },
                         {
-                            "Function Name": "hasOfflineLogDirs",
+                            "Function Name": "offlinePartitionCount",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 147,
-                            "End Line": 147
+                            "Start Line": 483,
+                            "End Line": 485
                         },
                         {
-                            "Function Name": "hasLogsToBeDeleted",
+                            "Function Name": "tryCompleteActions",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 333,
-                            "End Line": 333
+                            "Start Line": 560,
+                            "End Line": 560
                         },
                         {
-                            "Function Name": "allLogs",
+                            "Function Name": "transactionPartitionVerificationEnable",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1456,
-                            "End Line": 1456
+                            "Start Line": 1008,
+                            "End Line": 1010
+                        },
+                        {
+                            "Function Name": "leaderPartitionsIterator",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2109,
+                            "End Line": 2110
+                        },
+                        {
+                            "Function Name": "removeMetrics",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2204,
+                            "End Line": 2206
+                        },
+                        {
+                            "Function Name": "beginControlledShutdown",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2208,
+                            "End Line": 2210
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 292,
-                        "Sequential Logic Declarations": 105,
-                        "Function Parameters": 165,
-                        "Function/Method Declarations": 75,
+                        "Control Flow Branches": 393,
+                        "Sequential Logic Declarations": 239,
+                        "Function Parameters": 268,
+                        "Function/Method Declarations": 106,
                         "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 38,
-                        "Type/Safety Bypasses": 46,
+                        "Defensive Programming Constructs": 94,
+                        "Type/Safety Bypasses": 32,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 46,
-                        "State Mutations / Variable Reassignments": 71,
+                        "Exposed API / Public Exports": 62,
+                        "State Mutations / Variable Reassignments": 115,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 38,
+                        "Structured Documentation Blocks": 27,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 7,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 147,
+                        "Asynchronous/Concurrent Execution": 9,
+                        "UI / View Layer Components": 3,
+                        "Closures and Anonymous Functions": 323,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 6,
-                        "Generic Type Abstractions": 98,
-                        "Collection Iterators / Comprehensions": 34,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 176,
+                        "Collection Iterators / Comprehensions": 61,
                         "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 52,
+                        "Preprocessor Macros": 32,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 17,
+                        "Explicit Type Casts": 7,
+                        "Fatal Aborts & Exceptions": 16,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 16,
-                        "Immutable Data Declarations": 140,
-                        "Resource Deallocation & Cleanup": 11,
-                        "Private / Encapsulated Scopes": 51,
+                        "Bitwise Operations": 27,
+                        "Thread Synchronization Locks": 6,
+                        "Immutable Data Declarations": 229,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 78,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1086,
+                        "Structural Space Indentations": 1792,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -433759,15 +436306,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 251,
-                        "Design Camel Case": 134,
-                        "Design Snake Case": 39,
-                        "Design Pascal Case": 75,
+                        "Core Var Decl": 382,
+                        "Design Camel Case": 204,
+                        "Design Snake Case": 51,
+                        "Design Pascal Case": 117,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 14,
+                        "Design Short Vars": 14,
+                        "Design Long Vars": 43,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 18,
+                        "Orphaned Logic": 22,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -433775,7 +436322,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -433791,73 +436338,162 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 55,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Direct Upstream (Fragility)": 144,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "IOException",
-                        "KafkaException",
-                        "KafkaRaftServer",
-                        "KafkaStorageException",
-                        "KafkaThread",
-                        "LogCleaner",
+                        "ConcurrentHashMap",
+                        "DelayedActionQueue",
+                        "DelayedOperationPurgatory",
+                        "DelayedProduce",
+                        "DelayedRemoteFetch",
+                        "DelayedRemoteListOffsets",
+                        "DelayedShareFetchPartitionKey",
+                        "DeleteRecordsPartitionStatus",
+                        "DescribeProducersResponseData",
+                        "FailedIsrUpdatesPerSecMetricName",
+                        "FetchDataInfo",
+                        "FetchPartitionData",
+                        "FetchPartitionStatus",
+                        "Future",
+                        "HostedPartition",
+                        "IsrExpandsPerSecMetricName",
+                        "IsrShrinksPerSecMetricName",
+                        "LeaderCountMetricName",
+                        "LeaderHwChange",
+                        "ListOffsetsPartitionStatus",
+                        "ListOffsetsTopic",
+                        "ListOffsetsTopicResponse",
+                        "LogAppendInfo",
+                        "LogAppendResult",
                         "LogConfig",
+                        "LogDeleteRecordsResult",
                         "LogDirFailureChannel",
-                        "LogDirNotFoundException",
-                        "LogManager => JLogManager",
-                        "LogOffsetsListener",
-                        "MetaPropertiesEnsemble",
-                        "NoSuchFileException",
+                        "LogOffsetMetadata",
+                        "LogReadInfo",
+                        "LogReadResult",
+                        "MetadataImage",
+                        "Node",
+                        "OfflineReplicaCountMetricName",
                         "OffsetCheckpointFile",
+                        "OffsetCheckpoints",
+                        "OffsetForLeaderTopicResult",
+                        "OffsetResultHolder",
                         "Optional",
+                        "OptionalInt",
                         "OptionalLong",
-                        "ProducerStateManagerConfig",
-                        "Properties",
-                        "PropertiesUtils",
-                        "RemoteIndexCache",
-                        "Scheduler",
-                        "Success",
+                        "PartitionCountMetricName",
+                        "PartitionsWithLateTransactionsCountMetricName",
+                        "Paths",
+                        "ProducerIdCountMetricName",
+                        "ReassigningPartitionsMetricName",
+                        "RecordValidationException",
+                        "RecordValidationStats",
+                        "RejectedExecutionException",
+                        "RemoteLogReadResult",
+                        "RemoteStorageFetchInfo",
+                        "ReplicationQuotaManager",
+                        "RequestLocal",
+                        "Seq",
+                        "Set",
+                        "ShutdownableThread",
+                        "StopPartition",
                         "Time",
+                        "TimeUnit",
+                        "TimerTask",
+                        "Topic",
+                        "TopicIdPartition",
                         "TopicPartition",
-                        "TransactionStateManagerConfig",
-                        "Try",
+                        "TopicPartitionOperationKey",
+                        "TopicsDelta",
+                        "TransactionLogConfig",
+                        "TransactionVersion",
+                        "UnderMinIsrPartitionCountMetricName",
+                        "UnderReplicatedPartitionsMetricName",
                         "UnifiedLog",
                         "Utils",
                         "Uuid",
+                        "VerificationGuard",
+                        "com.yammer.metrics.core.Meter",
+                        "common",
+                        "createLogReadResult",
+                        "immutable",
+                        "isListOffsetsTimestampUnsupported",
                         "java.io.File",
                         "java.lang.Long => JLong",
                         "java.nio.file.Files",
                         "java.util",
                         "java.util.Collections",
-                        "java.util.concurrent._",
-                        "java.util.concurrent.atomic.AtomicInteger",
-                        "java.util.stream.Collectors",
-                        "kafka.server.KafkaConfig",
-                        "kafka.utils.Logging",
-                        "org.apache.kafka.common.DirectoryId",
-                        "org.apache.kafka.common.errors.InconsistentTopicIdException",
+                        "java.util.concurrent.CompletableFuture",
+                        "java.util.concurrent.atomic.AtomicBoolean",
+                        "java.util.function.Consumer",
+                        "kafka.cluster.Partition",
+                        "kafka.log.LogManager",
+                        "kafka.server.QuotaFactory.QuotaManagers",
+                        "kafka.server.ReplicaManager.AtMinIsrPartitionCountMetricName",
+                        "kafka.server.share.DelayedShareFetch",
+                        "kafka.utils._",
+                        "mutable",
+                        "org.apache.kafka.common.IsolationLevel",
+                        "org.apache.kafka.common.errors._",
+                        "org.apache.kafka.common.internals.Plugin",
+                        "org.apache.kafka.common.message.DeleteRecordsResponseData.DeleteRecordsPartitionResult",
+                        "org.apache.kafka.common.message.DescribeLogDirsResponseData",
+                        "org.apache.kafka.common.message.DescribeLogDirsResponseData.DescribeLogDirsTopic",
+                        "org.apache.kafka.common.message.ListOffsetsRequestData.ListOffsetsPartition",
+                        "org.apache.kafka.common.message.ListOffsetsResponseData.ListOffsetsPartitionResponse",
+                        "org.apache.kafka.common.message.OffsetForLeaderEpochRequestData.OffsetForLeaderTopic",
+                        "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
+                        "org.apache.kafka.common.metrics.Metrics",
+                        "org.apache.kafka.common.network.ListenerName",
+                        "org.apache.kafka.common.protocol.Errors",
+                        "org.apache.kafka.common.record.internal._",
+                        "org.apache.kafka.common.replica.PartitionView.DefaultPartitionView",
+                        "org.apache.kafka.common.replica.ReplicaView.DefaultReplicaView",
+                        "org.apache.kafka.common.replica._",
+                        "org.apache.kafka.common.requests.FetchRequest.PartitionData",
+                        "org.apache.kafka.common.requests.ProduceResponse.PartitionResponse",
+                        "org.apache.kafka.common.requests._",
                         "org.apache.kafka.common.utils.Exit",
-                        "org.apache.kafka.coordinator.transaction.TransactionLogConfig",
-                        "org.apache.kafka.image.TopicsImage",
-                        "org.apache.kafka.metadata.ConfigRepository",
-                        "org.apache.kafka.metadata.properties.MetaProperties",
+                        "org.apache.kafka.coordinator.transaction.AddPartitionsToTxnConfig",
+                        "org.apache.kafka.image.LocalReplicaChanges",
+                        "org.apache.kafka.logger.StateChangeLogger",
+                        "org.apache.kafka.metadata.LeaderConstants.NO_LEADER",
+                        "org.apache.kafka.metadata.MetadataCache",
+                        "org.apache.kafka.server.ActionQueue",
+                        "org.apache.kafka.server.LogAppendResult.LogAppendSummary",
+                        "org.apache.kafka.server.common.DirectoryEventHandler",
+                        "org.apache.kafka.server.config.ReplicationConfigs",
+                        "org.apache.kafka.server.log.remote.TopicPartitionLog",
+                        "org.apache.kafka.server.log.remote.storage.RemoteLogManager",
                         "org.apache.kafka.server.metrics.KafkaMetricsGroup",
-                        "org.apache.kafka.server.util.FileLock",
-                        "org.apache.kafka.storage.internals.checkpoint.CleanShutdownFileHandler",
-                        "org.apache.kafka.storage.internals.log.CleanerConfig",
+                        "org.apache.kafka.server.network.BrokerEndPoint",
+                        "org.apache.kafka.server.partition.PartitionListener",
+                        "org.apache.kafka.server.purgatory.DelayedDeleteRecords",
+                        "org.apache.kafka.server.purgatory.DelayedProduce.PartitionStatusValidator.Result",
+                        "org.apache.kafka.server.purgatory.DelayedProduce.ProducePartitionStatus",
+                        "org.apache.kafka.server.quota.ReplicaQuota",
+                        "org.apache.kafka.server.share.fetch.DelayedShareFetchKey",
+                        "org.apache.kafka.server.storage.log.FetchParams",
+                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager",
+                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager.TransactionSupportedOperation",
+                        "org.apache.kafka.server.util.Scheduler",
+                        "org.apache.kafka.server.util.timer.SystemTimer",
+                        "org.apache.kafka.storage.internals.checkpoint.LazyOffsetCheckpoints",
+                        "org.apache.kafka.storage.internals.log.AppendOrigin",
                         "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
-                        "scala.collection._",
-                        "scala.collection.mutable.ArrayBuffer",
+                        "scala.collection.Map",
                         "scala.jdk.CollectionConverters._",
-                        "scala.util.Failure"
+                        "scala.jdk.FunctionConverters.enrichAsJavaConsumer",
+                        "scala.jdk.OptionConverters.RichOptional"
                     ]
                 },
-                "scala/kafka/Partition.scala": {
+                "scala/kafka/SocketServer.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "Partition.scala",
-                        "Path": "scala/kafka/Partition.scala",
+                        "Filename": "SocketServer.scala",
+                        "Path": "scala/kafka/SocketServer.scala",
                         "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -433867,9 +436503,9 @@
                         "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5641.39,
-                        "Y": -322.11,
-                        "Z": 6746.81
+                        "X": -6221.97,
+                        "Y": -246.69,
+                        "Z": 7231.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -433878,1115 +436514,1145 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1854,
-                        "Coding LOC": 1255,
-                        "Documentation LOC": 417,
-                        "Structural Magnitude": 985.8,
-                        "Control Flow Ratio": "69.0%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 1707,
+                        "Coding LOC": 1246,
+                        "Documentation LOC": 297,
+                        "Structural Magnitude": 713.92,
+                        "Control Flow Ratio": "66.4%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.414
+                        "Raw Cognitive Density": 0.348
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "16.38%",
-                        "Error & Exception Exposure": "44.12%",
-                        "Tech Debt Exposure": "69.35%",
+                        "Cognitive Load Exposure": "12.01%",
+                        "Error & Exception Exposure": "66.43%",
+                        "Tech Debt Exposure": "14.71%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.8%",
+                        "API Exposure": "3.08%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "33.65%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "10.5%",
+                        "Commented Logic Exposure": "5.24%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "30.9%",
+                        "Documentation Exposure": "18.44%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "readRecords",
-                            "Structural Impact": 37.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 1367,
-                            "End Line": 1431
-                        },
-                        {
-                            "Function Name": "fetchOffsetForTimestamp",
-                            "Structural Impact": 36.8,
-                            "Lines of Code (LOC)": 50,
+                            "Function Name": "updateIpConnectionRateQuota",
+                            "Structural Impact": 26.3,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 13,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 1433,
-                            "End Line": 1482
-                        },
-                        {
-                            "Function Name": "appendRecordsToLeader",
-                            "Structural Impact": 33.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 1219,
-                            "End Line": 1252
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1340,
+                            "End Line": 1381
                         },
                         {
-                            "Function Name": "makeLeader",
-                            "Structural Impact": 29.4,
-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 588,
-                            "End Line": 686
+                            "Function Name": "processCompletedReceives",
+                            "Structural Impact": 20.9,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "81.0%",
+                            "Start Line": 1002,
+                            "End Line": 1060
                         },
                         {
-                            "Function Name": "appendRecordsToFollowerOrFutureReplica",
-                            "Structural Impact": 27.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1189,
-                            "End Line": 1217
+                            "Function Name": "dec",
+                            "Structural Impact": 20.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1414,
+                            "End Line": 1436
                         },
                         {
-                            "Function Name": "updateFollowerFetchState",
-                            "Structural Impact": 26.4,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 767,
-                            "End Line": 817
+                            "Function Name": "processNewResponses",
+                            "Structural Impact": 17.9,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 933,
+                            "End Line": 971
                         },
                         {
-                            "Function Name": "createLogIfNotExists",
-                            "Structural Impact": 23.0,
-                            "Lines of Code (LOC)": 20,
+                            "Function Name": "parseRequestHeader",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 321,
-                            "End Line": 340
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 775,
+                            "End Line": 784
                         },
                         {
-                            "Function Name": "handleAlterPartitionError",
-                            "Structural Impact": 21.7,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 1733,
-                            "End Line": 1785
+                            "Function Name": "acceptNewConnections",
+                            "Structural Impact": 15.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 623,
+                            "End Line": 658
                         },
                         {
-                            "Function Name": "maybeIncrementLeaderHW",
-                            "Structural Impact": 21.3,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1010,
-                            "End Line": 1053
+                            "Function Name": "validateReconfiguration",
+                            "Structural Impact": 15.0,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 409,
+                            "End Line": 425
                         },
                         {
-                            "Function Name": "deleteRecordsOnLeader",
-                            "Structural Impact": 20.8,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 13,
+                            "Function Name": "enableRequestProcessing",
+                            "Structural Impact": 14.7,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 1520,
-                            "End Line": 1539
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 173,
+                            "End Line": 211
                         },
                         {
-                            "Function Name": "handleAlterPartitionUpdate",
-                            "Structural Impact": 20.7,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 1794,
-                            "End Line": 1825
+                            "Function Name": "start",
+                            "Structural Impact": 14.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 510,
+                            "End Line": 533
                         },
                         {
-                            "Function Name": "createLogInAssignedDirectoryId",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 745,
-                            "End Line": 759
+                            "Function Name": "boundPort",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 264,
+                            "End Line": 276
                         },
                         {
-                            "Function Name": "getLocalLog",
-                            "Structural Impact": 18.2,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 9,
+                            "Function Name": "reconfigure",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 384,
-                            "End Line": 401
+                            "Start Line": 319,
+                            "End Line": 340
                         },
                         {
-                            "Function Name": "checkEnoughReplicasReachOffset",
-                            "Structural Impact": 17.4,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
+                            "Function Name": "accept",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 947,
-                            "End Line": 983
+                            "Start Line": 1144,
+                            "End Line": 1161
                         },
                         {
-                            "Function Name": "maybeCreateFutureReplica",
-                            "Structural Impact": 17.2,
+                            "Function Name": "accept",
+                            "Structural Impact": 12.6,
                             "Lines of Code (LOC)": 25,
                             "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 295,
-                            "End Line": 319
-                        },
-                        {
-                            "Function Name": "makeFollower",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 694,
-                            "End Line": 743
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 663,
+                            "End Line": 687
                         },
                         {
-                            "Function Name": "updateAssignmentAndIsr",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 26,
+                            "Function Name": "waitForConnectionSlot",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 5,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 835,
-                            "End Line": 860
-                        },
-                        {
-                            "Function Name": "fetchRecords",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1278,
-                            "End Line": 1334
+                            "Start Line": 1442,
+                            "End Line": 1459
                         },
                         {
-                            "Function Name": "createLog",
-                            "Structural Impact": 15.8,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 343,
-                            "End Line": 365
+                            "Function Name": "chainAcceptorFuture",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 180,
+                            "End Line": 199
                         },
                         {
-                            "Function Name": "lastOffsetForLeaderEpoch",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1585,
-                            "End Line": 1607
+                            "Function Name": "run",
+                            "Structural Impact": 10.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 572,
+                            "End Line": 591
                         },
                         {
-                            "Function Name": "localLogWithEpochOrThrow",
-                            "Structural Impact": 14.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 7,
+                            "Function Name": "sendResponse",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 426,
-                            "End Line": 437
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 974,
+                            "End Line": 989
                         },
                         {
-                            "Function Name": "submitAlterPartition",
-                            "Structural Impact": 14.5,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
+                            "Function Name": "recordIpConnectionMaybeThrottle",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "80.0%",
-                            "Start Line": 1687,
-                            "End Line": 1721
+                            "Start Line": 1544,
+                            "End Line": 1559
                         },
                         {
-                            "Function Name": "lowWatermarkIfLeader",
-                            "Structural Impact": 13.8,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 8,
+                            "Function Name": "addListeners",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 1060,
-                            "End Line": 1080
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 281,
+                            "End Line": 299
                         },
                         {
-                            "Function Name": "runCallbackIfFutureReplicaCaughtUp",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
+                            "Function Name": "recordAndGetThrottleTimeMs",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 500,
-                            "End Line": 525
+                            "Start Line": 1568,
+                            "End Line": 1578
                         },
                         {
-                            "Function Name": "maybeExpandIsr",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 7,
+                            "Function Name": "reconfigure",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 876,
-                            "End Line": 894
+                            "Start Line": 434,
+                            "End Line": 445
                         },
                         {
-                            "Function Name": "maybeStartTransactionVerification",
-                            "Structural Impact": 11.5,
+                            "Function Name": "processException",
+                            "Structural Impact": 9.0,
                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 481,
-                            "End Line": 486
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 918,
+                            "End Line": 923
                         },
                         {
-                            "Function Name": "addBrokerEpochToIsr",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1661,
-                            "End Line": 1685
+                            "Function Name": "inc",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 1294,
+                            "End Line": 1309
                         },
                         {
-                            "Function Name": "checkCurrentLeaderEpoch",
-                            "Structural Impact": 10.6,
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                             "Control Flow Branches": 6,
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                             "Control Flow Ratio": "100.0%",
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                             "Control Flow Branches": 6,
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-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 4,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
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-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 6,
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                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 934,
-                            "End Line": 937
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1168,
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1093,
+                            "End Line": 1109
+                        },
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                             "Control Flow Branches": 2,
                             "Input Parameters": 3,
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                             "Control Flow Branches": 3,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "75.0%",
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1835,
-                            "End Line": 1852
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+                            "Control Flow Ratio": "100.0%",
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+                            "Function Name": "poll",
                             "Structural Impact": 6.5,
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "75.0%",
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-                            "End Line": 1499
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+                            "End Line": 1000
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-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "createDataPlaneAcceptorAndProcessors",
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                             "Control Flow Branches": 3,
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-                            "Lines of Code (LOC)": 8,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 440,
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+                            "Start Line": 925,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 78,
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+                            "Control Flow Ratio": "66.7%",
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-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 11,
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-                            "Start Line": 1155,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1261,
+                            "End Line": 1272
+                        },
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                             "Control Flow Branches": 2,
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-                            "Start Line": 345,
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+                            "Start Line": 1202,
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+                            "Function Name": "isIpConnectionRateMetric",
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                             "Control Flow Branches": 2,
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-                            "Start Line": 900,
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+                            "Function Name": "updateListenerMetrics",
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1522,
+                            "End Line": 1532
+                        },
+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1698,
+                            "End Line": 1704
+                        },
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                             "Structural Impact": 4.1,
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+                            "Lines of Code (LOC)": 12,
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+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1388,
+                            "End Line": 1399
+                        },
+                        {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 96,
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+                            "Start Line": 742,
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                         },
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-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 1,
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-                            "Start Line": 178,
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+                            "Control Flow Ratio": "100.0%",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
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-                            "Start Line": 454,
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+                            "Start Line": 1491,
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 403,
-                            "End Line": 406
+                            "Function Name": "removeListeners",
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 301,
+                            "End Line": 311
                         },
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-                            "Lines of Code (LOC)": 4,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 408,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1111,
+                            "End Line": 1117
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+                            "Function Name": "configureAcceptedSocketChannel",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 471,
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-                            "Start Line": 907,
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+                            "Function Name": "updateMaxConnectionsPerIpOverride",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 896,
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                         },
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+                            "Function Name": "maxConnectionsExceeded",
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                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 954,
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                         },
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-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1041,
-                            "End Line": 1043
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-                            "Start Line": 1609,
-                            "End Line": 1634
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-                            "Control Flow Branches": 0,
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-                            "Start Line": 1636,
-                            "End Line": 1659
+                            "Start Line": 1476,
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1133,
-                            "End Line": 1140
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 237,
+                            "End Line": 246
                         },
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 87,
-                            "End Line": 95
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 558,
+                            "End Line": 567
                         },
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-                            "Function Name": "truncateFullyAndStartAt",
+                            "Function Name": "closeAll",
                             "Structural Impact": 2.5,
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1562,
-                            "End Line": 1570
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1190,
+                            "End Line": 1199
                         },
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+                            "Function Name": "beginShutdown",
                             "Structural Impact": 2.4,
                             "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 69,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 549,
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                         },
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-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
+                            "Function Name": "closeThrottledConnections",
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 110,
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+                            "Start Line": 700,
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-                            "Lines of Code (LOC)": 4,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1022,
-                            "End Line": 1025
+                            "Start Line": 1213,
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+                            "Function Name": "removeListener",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1401,
+                            "End Line": 1412
+                        },
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1586,
+                            "End Line": 1596
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+                        {
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1090,
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+                            "Start Line": 1244,
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                         },
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-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "beginShutdown",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 237,
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+                            "Start Line": 1255,
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                         {
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+                            "Function Name": "createDataPlaneAcceptor",
                             "Structural Impact": 2.1,
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1547,
-                            "End Line": 1553
+                            "Start Line": 230,
+                            "End Line": 232
                         },
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+                            "Function Name": "updateConnectionRateQuota",
                             "Structural Impact": 2.0,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 232,
-                            "End Line": 232
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 1606
                         },
                         {
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-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "removeProcessors",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1286,
-                            "End Line": 1296
+                            "Start Line": 539,
+                            "End Line": 547
                         },
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-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "handleChannelMuteEvent",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1501,
-                            "End Line": 1506
+                            "Start Line": 1232,
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                         {
-                            "Function Name": "removeMetrics",
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                             "Input Parameters": 1,
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                             "Control Flow Branches": 0,
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                         {
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                         {
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-                            "Lines of Code (LOC)": 3,
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         {
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-                            "Lines of Code (LOC)": 1,
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                         {
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                         {
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                         {
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                         {
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+                            "Function Name": "connectionRateForIp",
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                             "Control Flow Branches": 0,
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-                            "End Line": 542
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+                            "End Line": 1386
                         },
                         {
-                            "Function Name": "markOffline",
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-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "get",
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                             "Control Flow Branches": 0,
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+                            "End Line": 1440
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                         {
-                            "Function Name": "clear",
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-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "configure",
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 568,
-                            "End Line": 577
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+                            "End Line": 1641
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                         {
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-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "maxConnections",
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                             "Control Flow Branches": 0,
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+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 498
+                            "Start Line": 1671,
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                         },
                         {
-                            "Function Name": "invokeOnBecomingFollowerListeners",
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-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "maxConnectionCreationRate",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 562,
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+                            "End Line": 1677
                         },
                         {
-                            "Function Name": "logStartOffset",
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+                            "Function Name": "endpoints",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 1508,
-                            "End Line": 1512
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                         },
                         {
-                            "Function Name": "markIsrExpand",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 106,
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                         },
                         {
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+                            "Function Name": "openOrClosingChannel",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 177,
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+                            "Start Line": 1227,
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                         },
                         {
-                            "Function Name": "unifiedLog",
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-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "channel",
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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-                            "Start Line": 254,
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                         },
                         {
-                            "Function Name": "isReassigning",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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+                            "Function Name": "nextProcessorId",
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 462,
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "logDirectoryId",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 528,
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 579,
-                            "End Line": 579
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                         },
                         {
-                            "Function Name": "getPartitionEpoch",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 581,
-                            "End Line": 581
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1085,
-                            "End Line": 1087
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1129,
-                            "End Line": 1131
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1832,
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                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Function/Method Declarations": 103,
-                        "Class/Entity Declarations": 3,
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-                        "Exposed API / Public Exports": 79,
-                        "State Mutations / Variable Reassignments": 114,
-                        "Commented-out Code (Dead Logic)": 0,
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                         "UI / View Layer Components": 0,
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-                        "Collection Iterators / Comprehensions": 41,
-                        "Scientific & Mathematical Operations": 1,
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+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 35,
+                        "Preprocessor Macros": 50,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
+                        "Structured Telemetry & Logging": 1,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 7,
-                        "Fatal Aborts & Exceptions": 18,
+                        "Explicit Type Casts": 14,
+                        "Fatal Aborts & Exceptions": 23,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 11,
-                        "Immutable Data Declarations": 120,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 39,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 35,
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+                        "Resource Deallocation & Cleanup": 25,
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                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1208,
+                        "Structural Space Indentations": 1191,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -435003,22 +437669,22 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 306,
-                        "Design Camel Case": 163,
-                        "Design Snake Case": 33,
-                        "Design Pascal Case": 99,
+                        "Core Var Decl": 293,
+                        "Design Camel Case": 125,
+                        "Design Snake Case": 46,
+                        "Design Pascal Case": 117,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 9,
-                        "Design Long Vars": 5,
+                        "Design Short Vars": 4,
+                        "Design Long Vars": 21,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 27,
+                        "Orphaned Logic": 9,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
+                        "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -435027,7 +437693,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
+                        "Sec Entropy": 1,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -435035,114 +437701,126 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 84,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 72,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "AssignmentState",
-                        "AsyncOffsetReader",
-                        "CommittedPartitionState",
-                        "ConcurrentHashMap",
-                        "CopyOnWriteArrayList",
-                        "DelayedOperationPurgatory",
-                        "DelayedProduce",
-                        "FetchDataInfo",
-                        "FetchParams",
-                        "FetchResponseData",
-                        "IsolationLevel",
-                        "LeaderHwChange",
-                        "LeaderRecoveryState",
-                        "LogAppendInfo",
-                        "LogOffsetMetadata",
-                        "LogOffsetSnapshot",
-                        "LogOffsetsListener",
-                        "LogReadInfo",
-                        "LogStartOffsetIncrementReason",
-                        "MemoryRecords",
-                        "MetadataCache",
-                        "OffsetResultHolder",
-                        "OngoingReassignmentState",
-                        "Partition.metricsGroup",
-                        "PartitionListener",
-                        "PartitionRegistration",
-                        "PartitionState",
-                        "PendingExpandIsr",
-                        "PendingPartitionChange",
-                        "PendingShrinkIsr",
-                        "RecordBatch",
-                        "RichOptional",
-                        "SimpleAssignmentState",
-                        "TopicIdPartition",
-                        "TopicPartition",
-                        "TopicPartitionOperationKey",
-                        "TransactionVersion",
-                        "UNDEFINED_EPOCH_OFFSET",
-                        "UnexpectedAppendOffsetException",
-                        "UnifiedLog",
+                        "ChannelBuilders",
+                        "ClientInformation",
+                        "ConnectionThrottledException",
+                        "CumulativeSum",
+                        "EndThrottlingResponse",
+                        "KafkaChannel",
+                        "KafkaConfig",
+                        "KafkaException",
+                        "ListenerName",
+                        "ListenerReconfigurable",
+                        "LogContext",
+                        "Meter",
+                        "MetricName",
+                        "NetworkSend",
+                        "NoOpResponse",
+                        "Rate",
+                        "Reconfigurable",
+                        "RequestContext",
+                        "RequestHeader",
+                        "Selectable",
+                        "Selector => KSelector",
+                        "Send",
+                        "SendResponse",
+                        "ServerConnectionId",
+                        "ServerSocketFactory",
+                        "SimpleMemoryPool",
+                        "SocketServer => JSocketServer",
+                        "SocketServerConfigs",
+                        "StartThrottlingResponse",
+                        "Time",
+                        "TooManyConnectionsException",
+                        "UnsupportedVersionException",
                         "Utils",
-                        "Uuid",
-                        "VerificationGuard",
-                        "inWriteLock",
-                        "java.lang.Long => JLong",
+                        "_",
+                        "java.io.IOException",
+                        "java.net._",
+                        "java.nio.ByteBuffer",
+                        "java.nio.channels.Selector => NSelector",
                         "java.util",
                         "java.util.Optional",
-                        "java.util.concurrent.CompletableFuture",
-                        "java.util.concurrent.locks.ReentrantReadWriteLock",
-                        "kafka.log._",
-                        "kafka.server._",
-                        "kafka.server.share.DelayedShareFetch",
+                        "java.util.concurrent._",
+                        "java.util.concurrent.atomic._",
+                        "kafka.network.Processor._",
+                        "kafka.network.RequestChannel.CloseConnectionResponse",
+                        "kafka.server.BrokerReconfigurable",
                         "kafka.utils._",
-                        "org.apache.kafka.common.DirectoryId",
-                        "org.apache.kafka.common.errors._",
-                        "org.apache.kafka.common.message.AlterPartitionRequestData.BrokerState",
-                        "org.apache.kafka.common.message.DescribeProducersResponseData",
-                        "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
-                        "org.apache.kafka.common.protocol.Errors",
-                        "org.apache.kafka.common.record.internal.FileRecords",
-                        "org.apache.kafka.common.record.internal.FileRecords.TimestampAndOffset",
-                        "org.apache.kafka.common.requests.OffsetsForLeaderEpochResponse.UNDEFINED_EPOCH",
-                        "org.apache.kafka.common.requests._",
-                        "org.apache.kafka.common.utils.Time",
-                        "org.apache.kafka.logger.StateChangeLogger",
-                        "org.apache.kafka.metadata.LeaderAndIsr",
-                        "org.apache.kafka.server.LogDeleteRecordsResult",
-                        "org.apache.kafka.server.common.RequestLocal",
-                        "org.apache.kafka.server.log.remote.TopicPartitionLog",
-                        "org.apache.kafka.server.log.remote.storage.RemoteLogManager",
+                        "org.apache.kafka.common.Endpoint",
+                        "org.apache.kafka.common.config.ConfigException",
+                        "org.apache.kafka.common.errors.InvalidRequestException",
+                        "org.apache.kafka.common.memory.MemoryPool",
+                        "org.apache.kafka.common.message.ApiMessageType.ListenerType",
+                        "org.apache.kafka.common.metrics._",
+                        "org.apache.kafka.common.metrics.stats.Avg",
+                        "org.apache.kafka.common.network.ChannelBuilder",
+                        "org.apache.kafka.common.network.KafkaChannel.ChannelMuteEvent",
+                        "org.apache.kafka.common.protocol.ApiKeys",
+                        "org.apache.kafka.common.requests.ApiVersionsRequest",
+                        "org.apache.kafka.common.security.auth.SecurityProtocol",
+                        "org.apache.kafka.common.utils.KafkaThread",
+                        "org.apache.kafka.network.ConnectionQuotaEntity",
+                        "org.apache.kafka.security.CredentialProvider",
+                        "org.apache.kafka.server.ApiVersionManager",
+                        "org.apache.kafka.server.config.QuotaConfig",
                         "org.apache.kafka.server.metrics.KafkaMetricsGroup",
-                        "org.apache.kafka.server.partition.AlterPartitionListener",
-                        "org.apache.kafka.server.purgatory.DelayedDeleteRecords",
-                        "org.apache.kafka.server.replica.Replica",
-                        "org.apache.kafka.server.share.fetch.DelayedShareFetchPartitionKey",
-                        "org.apache.kafka.server.storage.log.FetchIsolation",
-                        "org.apache.kafka.server.util.LockUtils.inReadLock",
-                        "org.apache.kafka.storage.internals.checkpoint.OffsetCheckpoints",
-                        "org.apache.kafka.storage.internals.log.AppendOrigin",
+                        "org.apache.kafka.server.network.ConnectionDisconnectListener",
+                        "org.apache.kafka.server.quota.QuotaUtils",
+                        "org.apache.kafka.server.util.FutureUtils",
                         "org.slf4j.event.Level",
-                        "scala.collection.Seq",
+                        "scala.collection._",
+                        "scala.collection.mutable.ArrayBuffer",
                         "scala.jdk.CollectionConverters._",
-                        "scala.jdk.OptionConverters.RichOption",
-                        "scala.jdk.javaapi.OptionConverters"
+                        "scala.util.control.ControlThrowable"
                     ]
-                },
-                "scala/kafka/ReplicaManager.scala": {
+                }
+            }
+        },
+        "shell/kubernetes": {
+            "Directory Group Magnitude": 6013.0,
+            "File Count": 23,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "37.23%",
+                "Error & Exception Exposure": "51.31%",
+                "Tech Debt Exposure": "53.45%",
+                "Testing Exposure": "9.23%",
+                "API Exposure": "1.5%",
+                "Concurrency Exposure": "15.0%",
+                "State Flux Exposure": "75.63%",
+                "Commented Logic Exposure": "2.53%",
+                "Specification Exposure": "52.17%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "10.26%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "shell/kubernetes/benchmark-dockerized.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ReplicaManager.scala",
-                        "Path": "scala/kafka/ReplicaManager.scala",
-                        "Language": "Scala",
-                        "Architect": "Unknown Architect",
+                        "Filename": "benchmark-dockerized.sh",
+                        "Path": "shell/kubernetes/benchmark-dockerized.sh",
+                        "Language": "Shell",
+                        "Architect": "2018 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scala",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .scala)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6002.16,
-                        "Y": -147.87,
-                        "Z": 7282.27
+                        "X": 3825.92,
+                        "Y": 273.63,
+                        "Z": -3113.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -435151,865 +437829,383 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2569,
-                        "Coding LOC": 1864,
-                        "Documentation LOC": 456,
-                        "Structural Magnitude": 1449.98,
-                        "Control Flow Ratio": "62.2%",
+                        "Total LOC": 72,
+                        "Coding LOC": 36,
+                        "Documentation LOC": 24,
+                        "Structural Magnitude": 44.52,
+                        "Control Flow Ratio": "52.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.474
+                        "Raw Cognitive Density": 0.86
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "21.28%",
-                        "Error & Exception Exposure": "51.56%",
-                        "Tech Debt Exposure": "33.87%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "4.67%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "8.4%",
+                        "Cognitive Load Exposure": "60.83%",
+                        "Error & Exception Exposure": "31.62%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.55%",
+                        "API Exposure": "7.78%",
+                        "Concurrency Exposure": "18.75%",
+                        "State Flux Exposure": "99.93%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.95%",
+                        "Documentation Exposure": "55.62%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "fetchOffset",
-                            "Structural Impact": 132.1,
-                            "Lines of Code (LOC)": 121,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "82.2%",
-                            "Start Line": 1459,
-                            "End Line": 1579
-                        },
-                        {
-                            "Function Name": "handleProduceAppend",
-                            "Structural Impact": 82.7,
-                            "Lines of Code (LOC)": 137,
-                            "Control Flow Branches": 23,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "79.3%",
-                            "Start Line": 697,
-                            "End Line": 833
-                        },
-                        {
-                            "Function Name": "readFromLog",
-                            "Structural Impact": 78.6,
-                            "Lines of Code (LOC)": 141,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "73.8%",
-                            "Start Line": 1753,
-                            "End Line": 1893
-                        },
-                        {
-                            "Function Name": "applyLocalFollowersDelta",
-                            "Structural Impact": 60.9,
-                            "Lines of Code (LOC)": 106,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "69.0%",
-                            "Start Line": 2449,
-                            "End Line": 2554
-                        },
-                        {
-                            "Function Name": "read",
-                            "Structural Impact": 54.3,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "72.4%",
-                            "Start Line": 1773,
-                            "End Line": 1874
-                        },
-                        {
-                            "Function Name": "fetchMessages",
-                            "Structural Impact": 48.9,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "76.0%",
-                            "Start Line": 1665,
-                            "End Line": 1748
-                        },
-                        {
-                            "Function Name": "appendToLocalLog",
-                            "Structural Impact": 46.5,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1376,
-                            "End Line": 1457
-                        },
-                        {
-                            "Function Name": "handleOffsetOutOfRangeError",
-                            "Structural Impact": 45.1,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "65.0%",
-                            "Start Line": 1895,
-                            "End Line": 1957
-                        },
-                        {
-                            "Function Name": "alterReplicaLogDirs",
-                            "Structural Impact": 39.5,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1126,
-                            "End Line": 1207
-                        },
-                        {
-                            "Function Name": "deleteRecords",
-                            "Structural Impact": 34.3,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 1296,
-                            "End Line": 1354
-                        },
-                        {
-                            "Function Name": "postVerificationCallback",
-                            "Structural Impact": 25.5,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 720,
-                            "End Line": 778
-                        },
-                        {
-                            "Function Name": "findPreferredReadReplica",
-                            "Structural Impact": 24.5,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1964,
-                            "End Line": 2013
-                        },
-                        {
-                            "Function Name": "getOrCreatePartition",
-                            "Structural Impact": 24.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "43.5%",
-                            "Start Line": 2309,
-                            "End Line": 2352
-                        },
-                        {
-                            "Function Name": "describeLogDirs",
-                            "Structural Impact": 24.1,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1217,
-                            "End Line": 1274
-                        },
-                        {
-                            "Function Name": "applyDelta",
-                            "Structural Impact": 21.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2360,
-                            "End Line": 2416
-                        },
-                        {
-                            "Function Name": "getPartitionOrException",
-                            "Structural Impact": 20.8,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 499,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "handleLogDirFailure",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2157,
-                            "End Line": 2202
-                        },
-                        {
-                            "Function Name": "deleteRecordsOnLocalLog",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "64.3%",
-                            "Start Line": 1082,
-                            "End Line": 1108
-                        },
-                        {
-                            "Function Name": "maybeSendPartitionsToTransactionCoordinator",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 1000,
-                            "End Line": 1059
-                        },
-                        {
-                            "Function Name": "onAcks",
-                            "Structural Impact": 18.5,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1315,
-                            "End Line": 1338
-                        },
-                        {
-                            "Function Name": "applyLocalLeadersDelta",
-                            "Structural Impact": 16.2,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2418,
-                            "End Line": 2447
-                        },
-                        {
-                            "Function Name": "lastOffsetForLeaderEpoch",
-                            "Structural Impact": 14.8,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 2258,
-                            "End Line": 2298
-                        },
-                        {
-                            "Function Name": "stopPartitions",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 54,
+                            "Function Name": "retry",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 7,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "87.5%",
-                            "Start Line": 384,
-                            "End Line": 437
-                        },
-                        {
-                            "Function Name": "getPartitionOrException",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 487,
-                            "End Line": 497
-                        },
-                        {
-                            "Function Name": "addCompletePurgatoryAction",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 853,
-                            "End Line": 876
-                        },
-                        {
-                            "Function Name": "maybeAddDelayedProduce",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 878,
-                            "End Line": 918
+                            "Start Line": 22,
+                            "End Line": 32
                         },
                         {
-                            "Function Name": "getLogEndOffsetLag",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 5,
-                            "Input Parameters": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1283,
-                            "End Line": 1294
-                        },
-                        {
-                            "Function Name": "appendRecords",
-                            "Structural Impact": 12.0,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 638,
-                            "End Line": 678
-                        },
-                        {
-                            "Function Name": "checkFetchDataInfo",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1760,
-                            "End Line": 1771
+                            "Start Line": 47,
+                            "End Line": 49
                         },
                         {
-                            "Function Name": "getPartitionOrError",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 6,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 520,
-                            "End Line": 538
-                        },
-                        {
-                            "Function Name": "maybeStartTransactionVerificationForPartition",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1061,
-                            "End Line": 1076
-                        },
+                            "Control Flow Ratio": "8.3%",
+                            "Start Line": 1,
+                            "End Line": 71
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 13,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 1,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 14,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 9,
+                        "Exposed API / Public Exports": 6,
+                        "State Mutations / Variable Reassignments": 12,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 2,
+                        "Asynchronous/Concurrent Execution": 2,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 3,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 14,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 2,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 10,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 1,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "shell/kubernetes/cluster__common.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "cluster__common.sh",
+                        "Path": "shell/kubernetes/cluster__common.sh",
+                        "Language": "Shell",
+                        "Architect": "2017 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 3259.55,
+                        "Y": 143.3,
+                        "Z": -3517.61
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 554,
+                        "Coding LOC": 331,
+                        "Documentation LOC": 168,
+                        "Structural Magnitude": 445.92,
+                        "Control Flow Ratio": "72.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.265
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "77.98%",
+                        "Error & Exception Exposure": "46.67%",
+                        "Tech Debt Exposure": "99.92%",
+                        "Testing Exposure": "2.71%",
+                        "API Exposure": "2.98%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "11.66%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
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-                            "Function Name": "maybeAddLogDirFetchers",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2058,
-                            "End Line": 2086
+                            "Function Name": "generate-etcd-cert",
+                            "Structural Impact": 79.5,
+                            "Lines of Code (LOC)": 115,
+                            "Control Flow Branches": 32,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "64.0%",
+                            "Start Line": 389,
+                            "End Line": 503
                         },
                         {
-                            "Function Name": "hasConsistentTopicId",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2039,
-                            "End Line": 2044
+                            "Function Name": "create-kubeconfig",
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+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "91.4%",
+                            "Start Line": 68,
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                         },
                         {
-                            "Function Name": "maybeRetryOnConcurrentTransactions",
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-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 799,
-                            "End Line": 819
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+                            "Control Flow Branches": 37,
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+                            "Control Flow Ratio": "84.1%",
+                            "Start Line": 332,
+                            "End Line": 372
                         },
                         {
-                            "Function Name": "processRemoteFetch",
-                            "Structural Impact": 8.0,
+                            "Function Name": "load-or-gen-kube-basicauth",
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                             "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 1605,
-                            "End Line": 1623
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-                        {
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1385,
-                            "End Line": 1397
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-                        {
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-                            "Control Flow Branches": 4,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 294,
-                            "End Line": 302
-                        },
-                        {
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 355,
-                            "End Line": 362
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+                            "Control Flow Ratio": "91.3%",
+                            "Start Line": 258,
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                         {
-                            "Function Name": "removeListener",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 367,
-                            "End Line": 373
+                            "Function Name": "download-release-binaries",
+                            "Structural Impact": 14.8,
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+                            "Control Flow Branches": 13,
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+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 527,
+                            "End Line": 541
                         },
                         {
-                            "Function Name": "isAddingReplica",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 448,
-                            "End Line": 453
+                            "Function Name": "clear-kubeconfig",
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+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 11,
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+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 146,
+                            "End Line": 167
                         },
                         {
-                            "Function Name": "checkpointHighWatermarks",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 5,
+                            "Function Name": "get-kubeconfig-basicauth",
+                            "Structural Impact": 13.1,
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+                            "Control Flow Branches": 11,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2116,
-                            "End Line": 2138
+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 180,
+                            "End Line": 200
                         },
                         {
-                            "Function Name": "processRemoteFetches",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 31,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 184,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1628,
-                            "End Line": 1658
-                        },
-                        {
-                            "Function Name": "delayedProduceRequestRequired",
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-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1361,
-                            "End Line": 1367
-                        },
-                        {
-                            "Function Name": "shouldLeaderThrottle",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2019,
-                            "End Line": 2022
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "3.8%",
+                            "Start Line": 1,
+                            "End Line": 553
                         },
                         {
-                            "Function Name": "markPartitionOffline",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
+                            "Function Name": "find-tar",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 2140,
-                            "End Line": 2149
+                            "Start Line": 306,
+                            "End Line": 322
                         },
                         {
-                            "Function Name": "activeProducerState",
-                            "Structural Impact": 6.1,
+                            "Function Name": "set_binary_version",
+                            "Structural Impact": 10.3,
                             "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2300,
-                            "End Line": 2307
-                        },
-                        {
-                            "Function Name": "onlinePartition",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 467,
-                            "End Line": 472
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 289,
+                            "End Line": 296
                         },
                         {
-                            "Function Name": "maybeUpdateTopicAssignment",
-                            "Structural Impact": 5.8,
+                            "Function Name": "get-kubeconfig-bearertoken",
+                            "Structural Impact": 6.6,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2556,
-                            "End Line": 2567
-                        },
-                        {
-                            "Function Name": "isListOffsetsTimestampUnsupported",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 148,
-                            "End Line": 151
-                        },
-                        {
-                            "Function Name": "shutdown",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2213,
-                            "End Line": 2232
-                        },
-                        {
-                            "Function Name": "onlinePartitionsIterator",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 476,
-                            "End Line": 481
-                        },
-                        {
-                            "Function Name": "delayedDeleteRecordsRequired",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1115,
-                            "End Line": 1119
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 237,
+                            "End Line": 248
                         },
                         {
-                            "Function Name": "initialFetchOffset",
-                            "Structural Impact": 4.5,
+                            "Function Name": "verify-kube-binaries",
+                            "Structural Impact": 4.3,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2093,
-                            "End Line": 2098
-                        },
-                        {
-                            "Function Name": "isValidRequiredAcks",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1369,
-                            "End Line": 1371
-                        },
-                        {
-                            "Function Name": "appendRecordsToLeader",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 586,
-                            "End Line": 611
-                        },
-                        {
-                            "Function Name": "sendInvalidRequiredAcksResponse",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 920,
-                            "End Line": 935
-                        },
-                        {
-                            "Function Name": "completeDelayedOperationsWhenNotPartitionLeader",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 304,
-                            "End Line": 312
-                        },
-                        {
-                            "Function Name": "buildProducePartitionStatus",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 835,
-                            "End Line": 851
+                            "Start Line": 509,
+                            "End Line": 514
                         },
                         {
-                            "Function Name": "adjustForLargeFileSystems",
-                            "Structural Impact": 3.1,
+                            "Function Name": "verify-release-tars",
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1277,
-                            "End Line": 1281
-                        },
-                        {
-                            "Function Name": "createLogReadResult",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 146
-                        },
-                        {
-                            "Function Name": "fetchOffsetForTimestamp",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1585,
-                            "End Line": 1592
-                        },
-                        {
-                            "Function Name": "maybeSendPartitionToTransactionCoordinator",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 955,
-                            "End Line": 980
-                        },
-                        {
-                            "Function Name": "removeAllTopicMetrics",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2234,
-                            "End Line": 2240
-                        },
-                        {
-                            "Function Name": "delegate",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 891,
-                            "End Line": 901
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 520,
+                            "End Line": 524
                         },
                         {
-                            "Function Name": "startHighWatermarkCheckPointThread",
+                            "Function Name": "gen-kube-basicauth",
                             "Structural Impact": 2.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 263,
-                            "End Line": 266
+                            "Start Line": 222,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "createReplicaFetcherManager",
+                            "Function Name": "gen-kube-bearertoken",
                             "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2242,
-                            "End Line": 2244
-                        },
-                        {
-                            "Function Name": "putHw",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2117,
-                            "End Line": 2122
-                        },
-                        {
-                            "Function Name": "addDelayedShareFetchRequest",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 339,
-                            "End Line": 342
-                        },
-                        {
-                            "Function Name": "addOnlinePartition",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 463,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "createReplicaAlterLogDirsManager",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2246,
-                            "End Line": 2248
-                        },
-                        {
-                            "Function Name": "generalizedCallback",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 964,
-                            "End Line": 970
-                        },
-                        {
-                            "Function Name": "createReplicaSelector",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2250,
-                            "End Line": 2256
-                        },
-                        {
-                            "Function Name": "createPartition",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 456,
-                            "End Line": 460
-                        },
-                        {
-                            "Function Name": "invokeCallback",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1044,
-                            "End Line": 1048
-                        },
-                        {
-                            "Function Name": "updateLeaderAndFollowerMetrics",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2052,
-                            "End Line": 2056
-                        },
-                        {
-                            "Function Name": "resizeFetcherThreadPool",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 276,
-                            "End Line": 278
-                        },
-                        {
-                            "Function Name": "startup",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 282,
-                            "End Line": 292
-                        },
-                        {
-                            "Function Name": "completeDelayedFetchRequests",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 319,
-                            "End Line": 321
-                        },
-                        {
-                            "Function Name": "completeDelayedShareFetchRequest",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 329,
-                            "End Line": 331
-                        },
-                        {
-                            "Function Name": "addShareFetchTimerRequest",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 348,
-                            "End Line": 350
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 254,
+                            "End Line": 256
                         },
                         {
-                            "Function Name": "topicIdPartition",
+                            "Function Name": "get-kubeconfig-user-basicauth",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 439,
-                            "End Line": 442
-                        },
-                        {
-                            "Function Name": "getPartition",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 444,
-                            "End Line": 446
-                        },
-                        {
-                            "Function Name": "localLogOrException",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 540,
-                            "End Line": 542
+                            "Start Line": 212,
+                            "End Line": 215
                         },
                         {
-                            "Function Name": "futureLocalLogOrException",
+                            "Function Name": "pushd",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
@@ -436019,284 +438215,434 @@
                             "End Line": 546
                         },
                         {
-                            "Function Name": "futureLogExists",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 548,
-                            "End Line": 550
-                        },
-                        {
-                            "Function Name": "futureLogOrException",
+                            "Function Name": "popd",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 552,
-                            "End Line": 554
-                        },
+                            "Start Line": 551,
+                            "End Line": 553
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 204,
+                        "Sequential Logic Declarations": 77,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 17,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 104,
+                        "Type/Safety Bypasses": 16,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 88,
+                        "Exposed API / Public Exports": 11,
+                        "State Mutations / Variable Reassignments": 131,
+                        "Commented-out Code (Dead Logic)": 6,
+                        "Structured Documentation Blocks": 4,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 23,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 7,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 2,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 11,
+                        "Private / Encapsulated Scopes": 18,
+                        "Event Listeners & Subscribers": 1,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 279,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 5,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 65,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 24,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 41,
+                        "Design Short Vars": 6,
+                        "Design Long Vars": 3,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 15,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 3,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 2,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/hack/lib/util.sh"
+                    ]
+                },
+                "shell/kubernetes/common.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "common.sh",
+                        "Path": "shell/kubernetes/common.sh",
+                        "Language": "Shell",
+                        "Architect": "2014 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 3583.32,
+                        "Y": 305.09,
+                        "Z": -2670.48
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 473,
+                        "Coding LOC": 285,
+                        "Documentation LOC": 122,
+                        "Structural Magnitude": 424.1,
+                        "Control Flow Ratio": "72.4%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.279
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "82.98%",
+                        "Error & Exception Exposure": "79.12%",
+                        "Tech Debt Exposure": "26.72%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.14%",
+                        "Concurrency Exposure": "74.97%",
+                        "State Flux Exposure": "99.96%",
+                        "Commented Logic Exposure": "5.68%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "28.7%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "localLog",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::run_build_command_ex",
+                            "Structural Impact": 100.1,
+                            "Lines of Code (LOC)": 106,
+                            "Control Flow Branches": 66,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 556,
-                            "End Line": 558
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 367,
+                            "End Line": 472
                         },
                         {
-                            "Function Name": "newResponseCallback",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 763,
-                            "End Line": 765
+                            "Function Name": "kube::build::docker_delete_old_containers",
+                            "Structural Impact": 30.2,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 273,
+                            "End Line": 288
                         },
                         {
-                            "Function Name": "delayedRemoteListOffsetsRequired",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1581,
-                            "End Line": 1583
+                            "Function Name": "kube::build::docker_available_on_osx",
+                            "Structural Impact": 28.4,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 197,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "getLog",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 280,
-                            "End Line": 280
+                            "Function Name": "kube::build::clean",
+                            "Structural Impact": 21.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "86.4%",
+                            "Start Line": 330,
+                            "End Line": 353
                         },
                         {
-                            "Function Name": "addToActionQueue",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::verify_prereqs",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 562,
-                            "End Line": 562
+                            "Control Flow Ratio": "68.4%",
+                            "Start Line": 168,
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "getLogConfig",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2024,
-                            "End Line": 2024
+                            "Function Name": "kube::build::ensure_tar",
+                            "Structural Impact": 17.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 227,
+                            "End Line": 246
                         },
                         {
-                            "Function Name": "getLogEndOffset",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::destroy_container",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2112,
-                            "End Line": 2113
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 310,
+                            "End Line": 320
                         },
                         {
-                            "Function Name": "maybeShrinkIsr",
-                            "Structural Impact": 1.4,
+                            "Function Name": "kube::build::docker_image_exists",
+                            "Structural Impact": 12.5,
                             "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2100,
-                            "End Line": 2107
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 260,
+                            "End Line": 267
                         },
                         {
-                            "Function Name": "doWork",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 228,
-                            "End Line": 231
+                            "Function Name": "kube::build::short_hash",
+                            "Structural Impact": 12.0,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 291,
+                            "End Line": 304
                         },
                         {
-                            "Function Name": "lateTransactionsCount",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 180,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 250,
-                            "End Line": 253
+                            "Control Flow Ratio": "2.9%",
+                            "Start Line": 1,
+                            "End Line": 472
                         },
                         {
-                            "Function Name": "producerIdCount",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 255,
-                            "End Line": 259
+                            "Function Name": "__default_base_image",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 98,
+                            "End Line": 104
                         },
                         {
-                            "Function Name": "reassigningPartitionsCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::ensure_docker_in_path",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 248,
-                            "End Line": 248
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 219,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "underReplicatedPartitionCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::is_osx",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 261,
-                            "End Line": 261
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 211,
+                            "End Line": 213
                         },
                         {
-                            "Function Name": "shutdownIdleReplicaAlterLogDirsThread",
-                            "Structural Impact": 1.1,
+                            "Function Name": "kube::build::is_gnu_sed",
+                            "Structural Impact": 3.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 272,
-                            "End Line": 274
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 215,
+                            "End Line": 217
                         },
                         {
-                            "Function Name": "offlinePartitionCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::setup_vars",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 483,
-                            "End Line": 485
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 148,
+                            "End Line": 156
                         },
                         {
-                            "Function Name": "tryCompleteActions",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::has_ip",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 560,
-                            "End Line": 560
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 252,
+                            "End Line": 254
                         },
                         {
-                            "Function Name": "transactionPartitionVerificationEnable",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "kube::build::get_docker_wrapped_binaries",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1008,
-                            "End Line": 1010
+                            "Start Line": 124,
+                            "End Line": 136
                         },
                         {
-                            "Function Name": "leaderPartitionsIterator",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "kube::build::run_build_command",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2109,
-                            "End Line": 2110
+                            "Start Line": 357,
+                            "End Line": 360
                         },
                         {
-                            "Function Name": "removeMetrics",
+                            "Function Name": "kube::build::has_docker",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2204,
-                            "End Line": 2206
+                            "Start Line": 248,
+                            "End Line": 250
                         },
                         {
-                            "Function Name": "beginControlledShutdown",
+                            "Function Name": "kube::build::is_docker_rootless",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2208,
-                            "End Line": 2210
+                            "Start Line": 322,
+                            "End Line": 324
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 393,
-                        "Sequential Logic Declarations": 239,
-                        "Function Parameters": 268,
-                        "Function/Method Declarations": 106,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 94,
-                        "Type/Safety Bypasses": 32,
+                        "Control Flow Branches": 184,
+                        "Sequential Logic Declarations": 70,
+                        "Function Parameters": 29,
+                        "Function/Method Declarations": 19,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 75,
+                        "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 62,
-                        "State Mutations / Variable Reassignments": 115,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 27,
+                        "I/O and Network Boundaries": 78,
+                        "Exposed API / Public Exports": 18,
+                        "State Mutations / Variable Reassignments": 88,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 9,
-                        "UI / View Layer Components": 3,
-                        "Closures and Anonymous Functions": 323,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 176,
-                        "Collection Iterators / Comprehensions": 61,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
+                        "Asynchronous/Concurrent Execution": 12,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 32,
+                        "Dependency Injection Constructs": 1,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 7,
-                        "Fatal Aborts & Exceptions": 16,
+                        "Ad-hoc Print / Debug Statements": 13,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 13,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 27,
-                        "Thread Synchronization Locks": 6,
-                        "Immutable Data Declarations": 229,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 78,
-                        "Event Listeners & Subscribers": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 30,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 10,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1792,
+                        "Structural Space Indentations": 201,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 3,
+                        "Regex Execution": 6,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -436306,15 +438652,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 382,
-                        "Design Camel Case": 204,
-                        "Design Snake Case": 51,
-                        "Design Pascal Case": 117,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 14,
-                        "Design Long Vars": 43,
+                        "Core Var Decl": 56,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 14,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 42,
+                        "Design Short Vars": 4,
+                        "Design Long Vars": 11,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 22,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -436324,188 +438670,46 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Entropy": 6,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 144,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "ConcurrentHashMap",
-                        "DelayedActionQueue",
-                        "DelayedOperationPurgatory",
-                        "DelayedProduce",
-                        "DelayedRemoteFetch",
-                        "DelayedRemoteListOffsets",
-                        "DelayedShareFetchPartitionKey",
-                        "DeleteRecordsPartitionStatus",
-                        "DescribeProducersResponseData",
-                        "FailedIsrUpdatesPerSecMetricName",
-                        "FetchDataInfo",
-                        "FetchPartitionData",
-                        "FetchPartitionStatus",
-                        "Future",
-                        "HostedPartition",
-                        "IsrExpandsPerSecMetricName",
-                        "IsrShrinksPerSecMetricName",
-                        "LeaderCountMetricName",
-                        "LeaderHwChange",
-                        "ListOffsetsPartitionStatus",
-                        "ListOffsetsTopic",
-                        "ListOffsetsTopicResponse",
-                        "LogAppendInfo",
-                        "LogAppendResult",
-                        "LogConfig",
-                        "LogDeleteRecordsResult",
-                        "LogDirFailureChannel",
-                        "LogOffsetMetadata",
-                        "LogReadInfo",
-                        "LogReadResult",
-                        "MetadataImage",
-                        "Node",
-                        "OfflineReplicaCountMetricName",
-                        "OffsetCheckpointFile",
-                        "OffsetCheckpoints",
-                        "OffsetForLeaderTopicResult",
-                        "OffsetResultHolder",
-                        "Optional",
-                        "OptionalInt",
-                        "OptionalLong",
-                        "PartitionCountMetricName",
-                        "PartitionsWithLateTransactionsCountMetricName",
-                        "Paths",
-                        "ProducerIdCountMetricName",
-                        "ReassigningPartitionsMetricName",
-                        "RecordValidationException",
-                        "RecordValidationStats",
-                        "RejectedExecutionException",
-                        "RemoteLogReadResult",
-                        "RemoteStorageFetchInfo",
-                        "ReplicationQuotaManager",
-                        "RequestLocal",
-                        "Seq",
-                        "Set",
-                        "ShutdownableThread",
-                        "StopPartition",
-                        "Time",
-                        "TimeUnit",
-                        "TimerTask",
-                        "Topic",
-                        "TopicIdPartition",
-                        "TopicPartition",
-                        "TopicPartitionOperationKey",
-                        "TopicsDelta",
-                        "TransactionLogConfig",
-                        "TransactionVersion",
-                        "UnderMinIsrPartitionCountMetricName",
-                        "UnderReplicatedPartitionsMetricName",
-                        "UnifiedLog",
-                        "Utils",
-                        "Uuid",
-                        "VerificationGuard",
-                        "com.yammer.metrics.core.Meter",
-                        "common",
-                        "createLogReadResult",
-                        "immutable",
-                        "isListOffsetsTimestampUnsupported",
-                        "java.io.File",
-                        "java.lang.Long => JLong",
-                        "java.nio.file.Files",
-                        "java.util",
-                        "java.util.Collections",
-                        "java.util.concurrent.CompletableFuture",
-                        "java.util.concurrent.atomic.AtomicBoolean",
-                        "java.util.function.Consumer",
-                        "kafka.cluster.Partition",
-                        "kafka.log.LogManager",
-                        "kafka.server.QuotaFactory.QuotaManagers",
-                        "kafka.server.ReplicaManager.AtMinIsrPartitionCountMetricName",
-                        "kafka.server.share.DelayedShareFetch",
-                        "kafka.utils._",
-                        "mutable",
-                        "org.apache.kafka.common.IsolationLevel",
-                        "org.apache.kafka.common.errors._",
-                        "org.apache.kafka.common.internals.Plugin",
-                        "org.apache.kafka.common.message.DeleteRecordsResponseData.DeleteRecordsPartitionResult",
-                        "org.apache.kafka.common.message.DescribeLogDirsResponseData",
-                        "org.apache.kafka.common.message.DescribeLogDirsResponseData.DescribeLogDirsTopic",
-                        "org.apache.kafka.common.message.ListOffsetsRequestData.ListOffsetsPartition",
-                        "org.apache.kafka.common.message.ListOffsetsResponseData.ListOffsetsPartitionResponse",
-                        "org.apache.kafka.common.message.OffsetForLeaderEpochRequestData.OffsetForLeaderTopic",
-                        "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
-                        "org.apache.kafka.common.metrics.Metrics",
-                        "org.apache.kafka.common.network.ListenerName",
-                        "org.apache.kafka.common.protocol.Errors",
-                        "org.apache.kafka.common.record.internal._",
-                        "org.apache.kafka.common.replica.PartitionView.DefaultPartitionView",
-                        "org.apache.kafka.common.replica.ReplicaView.DefaultReplicaView",
-                        "org.apache.kafka.common.replica._",
-                        "org.apache.kafka.common.requests.FetchRequest.PartitionData",
-                        "org.apache.kafka.common.requests.ProduceResponse.PartitionResponse",
-                        "org.apache.kafka.common.requests._",
-                        "org.apache.kafka.common.utils.Exit",
-                        "org.apache.kafka.coordinator.transaction.AddPartitionsToTxnConfig",
-                        "org.apache.kafka.image.LocalReplicaChanges",
-                        "org.apache.kafka.logger.StateChangeLogger",
-                        "org.apache.kafka.metadata.LeaderConstants.NO_LEADER",
-                        "org.apache.kafka.metadata.MetadataCache",
-                        "org.apache.kafka.server.ActionQueue",
-                        "org.apache.kafka.server.LogAppendResult.LogAppendSummary",
-                        "org.apache.kafka.server.common.DirectoryEventHandler",
-                        "org.apache.kafka.server.config.ReplicationConfigs",
-                        "org.apache.kafka.server.log.remote.TopicPartitionLog",
-                        "org.apache.kafka.server.log.remote.storage.RemoteLogManager",
-                        "org.apache.kafka.server.metrics.KafkaMetricsGroup",
-                        "org.apache.kafka.server.network.BrokerEndPoint",
-                        "org.apache.kafka.server.partition.PartitionListener",
-                        "org.apache.kafka.server.purgatory.DelayedDeleteRecords",
-                        "org.apache.kafka.server.purgatory.DelayedProduce.PartitionStatusValidator.Result",
-                        "org.apache.kafka.server.purgatory.DelayedProduce.ProducePartitionStatus",
-                        "org.apache.kafka.server.quota.ReplicaQuota",
-                        "org.apache.kafka.server.share.fetch.DelayedShareFetchKey",
-                        "org.apache.kafka.server.storage.log.FetchParams",
-                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager",
-                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager.TransactionSupportedOperation",
-                        "org.apache.kafka.server.util.Scheduler",
-                        "org.apache.kafka.server.util.timer.SystemTimer",
-                        "org.apache.kafka.storage.internals.checkpoint.LazyOffsetCheckpoints",
-                        "org.apache.kafka.storage.internals.log.AppendOrigin",
-                        "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
-                        "scala.collection.Map",
-                        "scala.jdk.CollectionConverters._",
-                        "scala.jdk.FunctionConverters.enrichAsJavaConsumer",
-                        "scala.jdk.OptionConverters.RichOptional"
+                        "$KUBE_ROOT/hack/lib/init.sh",
+                        "code"
                     ]
                 },
-                "scala/kafka/SocketServer.scala": {
+                "shell/kubernetes/config-common.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "SocketServer.scala",
-                        "Path": "scala/kafka/SocketServer.scala",
-                        "Language": "Scala",
-                        "Architect": "Unknown Architect",
+                        "Filename": "config-common.sh",
+                        "Path": "shell/kubernetes/config-common.sh",
+                        "Language": "Shell",
+                        "Architect": "2016 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scala",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .scala)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6221.97,
-                        "Y": -246.69,
-                        "Z": 7231.31
+                        "X": 3084.36,
+                        "Y": 355.32,
+                        "Z": -2430.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -436514,1153 +438718,1541 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1707,
-                        "Coding LOC": 1246,
-                        "Documentation LOC": 297,
-                        "Structural Magnitude": 713.92,
-                        "Control Flow Ratio": "66.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 178,
+                        "Coding LOC": 105,
+                        "Documentation LOC": 62,
+                        "Structural Magnitude": 175.8,
+                        "Control Flow Ratio": "71.7%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.348
+                        "Raw Cognitive Density": 1.25
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.01%",
-                        "Error & Exception Exposure": "66.43%",
-                        "Tech Debt Exposure": "14.71%",
+                        "Cognitive Load Exposure": "61.66%",
+                        "Error & Exception Exposure": "75.1%",
+                        "Tech Debt Exposure": "99.25%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.08%",
+                        "API Exposure": "10.47%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "10.5%",
-                        "Commented Logic Exposure": "5.24%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "18.44%",
+                        "Documentation Exposure": "98.69%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "updateIpConnectionRateQuota",
-                            "Structural Impact": 26.3,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1340,
-                            "End Line": 1381
-                        },
-                        {
-                            "Function Name": "processCompletedReceives",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 17,
+                            "Function Name": "get-node-ip-range",
+                            "Structural Impact": 21.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "81.0%",
-                            "Start Line": 1002,
-                            "End Line": 1060
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 74,
+                            "End Line": 90
                         },
                         {
-                            "Function Name": "dec",
-                            "Structural Impact": 20.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1414,
-                            "End Line": 1436
+                            "Function Name": "get-master-size",
+                            "Structural Impact": 21.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "95.2%",
+                            "Start Line": 29,
+                            "End Line": 44
                         },
                         {
-                            "Function Name": "processNewResponses",
-                            "Structural Impact": 17.9,
-                            "Lines of Code (LOC)": 39,
+                            "Function Name": "get-cluster-ip-range",
+                            "Structural Impact": 16.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 15,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 933,
-                            "End Line": 971
+                            "Control Flow Ratio": "93.8%",
+                            "Start Line": 92,
+                            "End Line": 104
                         },
                         {
-                            "Function Name": "parseRequestHeader",
-                            "Structural Impact": 16.1,
+                            "Function Name": "get-master-root-disk-size",
+                            "Structural Impact": 11.5,
                             "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 775,
-                            "End Line": 784
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 49,
+                            "End Line": 58
                         },
                         {
-                            "Function Name": "acceptNewConnections",
-                            "Structural Impact": 15.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 13,
+                            "Function Name": "get-master-disk-size",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 623,
-                            "End Line": 658
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 63,
+                            "End Line": 72
                         },
                         {
-                            "Function Name": "validateReconfiguration",
-                            "Structural Impact": 15.0,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 9,
+                            "Function Name": "get-alias-range-size",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 409,
-                            "End Line": 425
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 111,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "enableRequestProcessing",
-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 173,
-                            "End Line": 211
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 100,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "start",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 12,
+                            "Function Name": "get-num-nodes",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 510,
-                            "End Line": 533
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 22,
+                            "End Line": 24
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 81,
+                        "Sequential Logic Declarations": 32,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 17,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 25,
+                        "State Mutations / Variable Reassignments": 48,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 8,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 5,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 63,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 46,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 19,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 27,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 17,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 7,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 3,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "shell/kubernetes/config-default.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "config-default.sh",
+                        "Path": "shell/kubernetes/config-default.sh",
+                        "Language": "Shell",
+                        "Architect": "2017 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 3501.13,
+                        "Y": 118.58,
+                        "Z": -3880.09
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 62,
+                        "Coding LOC": 21,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 38.22,
+                        "Control Flow Ratio": "83.3%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.05
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "43.04%",
+                        "Error & Exception Exposure": "69.85%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.47%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 50,
+                            "End Line": 55
                         },
                         {
-                            "Function Name": "boundPort",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 264,
-                            "End Line": 276
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 61
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 13,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 24,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 4,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 14,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 14,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 3,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/cluster/gce/config-common.sh"
+                    ]
+                },
+                "shell/kubernetes/configure-helper.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "configure-helper.sh",
+                        "Path": "shell/kubernetes/configure-helper.sh",
+                        "Language": "Shell",
+                        "Architect": "2016 The Kubernetes Authors",
+                        "Indentation Style": "Mixed (99.5% Spaces / 0.5% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 3254.82,
+                        "Y": 220.25,
+                        "Z": -3128.42
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 3702,
+                        "Coding LOC": 2823,
+                        "Documentation LOC": 521,
+                        "Structural Magnitude": 3206.06,
+                        "Control Flow Ratio": "77.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.172
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "81.12%",
+                        "Error & Exception Exposure": "16.39%",
+                        "Tech Debt Exposure": "95.31%",
+                        "Testing Exposure": "2.63%",
+                        "API Exposure": "0.02%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "4.97%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
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+                            "Lines of Code (LOC)": 309,
+                            "Control Flow Branches": 197,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "94.3%",
+                            "Start Line": 820,
+                            "End Line": 1128
                         },
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-                            "Function Name": "reconfigure",
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-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 319,
-                            "End Line": 340
+                            "Function Name": "prepare-etcd-manifest",
+                            "Structural Impact": 197.3,
+                            "Lines of Code (LOC)": 125,
+                            "Control Flow Branches": 77,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 1865,
+                            "End Line": 1989
                         },
                         {
-                            "Function Name": "accept",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1144,
-                            "End Line": 1161
+                            "Function Name": "start-kube-addons",
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+                            "Control Flow Branches": 140,
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+                            "Start Line": 2875,
+                            "End Line": 3032
                         },
                         {
-                            "Function Name": "accept",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 663,
-                            "End Line": 687
+                            "Function Name": "main",
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+                            "Control Flow Branches": 110,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.7%",
+                            "Start Line": 3531,
+                            "End Line": 3691
                         },
                         {
-                            "Function Name": "waitForConnectionSlot",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1442,
-                            "End Line": 1459
+                            "Function Name": "start-kube-controller-manager",
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+                            "Control Flow Branches": 105,
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+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 2204,
+                            "End Line": 2309
                         },
                         {
-                            "Function Name": "chainAcceptorFuture",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 6,
+                            "Function Name": "start-cloud-controller-manager",
+                            "Structural Impact": 89.4,
+                            "Lines of Code (LOC)": 108,
+                            "Control Flow Branches": 83,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "82.2%",
+                            "Start Line": 2320,
+                            "End Line": 2427
+                        },
+                        {
+                            "Function Name": "mount-ext",
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+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 37,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "71.2%",
+                            "Start Line": 362,
+                            "End Line": 410
+                        },
+                        {
+                            "Function Name": "prepare-kube-proxy-manifest-variables",
+                            "Structural Impact": 76.4,
+                            "Lines of Code (LOC)": 86,
+                            "Control Flow Branches": 50,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 180,
-                            "End Line": 199
+                            "Control Flow Ratio": "73.5%",
+                            "Start Line": 1761,
+                            "End Line": 1846
                         },
                         {
-                            "Function Name": "run",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 8,
+                            "Function Name": "prepare-konnectivity-server-manifest",
+                            "Structural Impact": 68.0,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "86.1%",
+                            "Start Line": 2023,
+                            "End Line": 2102
+                        },
+                        {
+                            "Function Name": "create-master-pki",
+                            "Structural Impact": 55.5,
+                            "Lines of Code (LOC)": 111,
+                            "Control Flow Branches": 49,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 572,
-                            "End Line": 591
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 704,
+                            "End Line": 814
                         },
                         {
-                            "Function Name": "sendResponse",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 974,
-                            "End Line": 989
+                            "Function Name": "ensure-local-ssds",
+                            "Structural Impact": 51.8,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 48,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "67.6%",
+                            "Start Line": 414,
+                            "End Line": 468
                         },
                         {
-                            "Function Name": "recordIpConnectionMaybeThrottle",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1544,
-                            "End Line": 1559
+                            "Function Name": "setup-containerd",
+                            "Structural Impact": 46.9,
+                            "Lines of Code (LOC)": 118,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3228,
+                            "End Line": 3345
                         },
                         {
-                            "Function Name": "addListeners",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 281,
-                            "End Line": 299
+                            "Function Name": "ensure-local-ssds-ephemeral-storage",
+                            "Structural Impact": 37.6,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 34,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "73.9%",
+                            "Start Line": 473,
+                            "End Line": 524
                         },
                         {
-                            "Function Name": "recordAndGetThrottleTimeMs",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
+                            "Function Name": "copy-manifests",
+                            "Structural Impact": 37.3,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1568,
-                            "End Line": 1578
+                            "Control Flow Ratio": "69.0%",
+                            "Start Line": 2598,
+                            "End Line": 2616
                         },
                         {
-                            "Function Name": "reconfigure",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 434,
-                            "End Line": 445
+                            "Function Name": "start-kube-scheduler",
+                            "Structural Impact": 32.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "82.9%",
+                            "Start Line": 2435,
+                            "End Line": 2488
                         },
                         {
-                            "Function Name": "processException",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 918,
-                            "End Line": 923
+                            "Function Name": "get-or-generate-uuid",
+                            "Structural Impact": 28.5,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "72.0%",
+                            "Start Line": 266,
+                            "End Line": 297
                         },
                         {
-                            "Function Name": "inc",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1294,
-                            "End Line": 1309
+                            "Function Name": "config-ip-firewall",
+                            "Structural Impact": 28.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 150,
+                            "End Line": 214
                         },
                         {
-                            "Function Name": "run",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 6,
+                            "Function Name": "start-etcd-servers",
+                            "Structural Impact": 28.1,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 26,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 889,
-                            "End Line": 916
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 1994,
+                            "End Line": 2016
                         },
                         {
-                            "Function Name": "processCompletedSends",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 6,
+                            "Function Name": "assemble-docker-flags",
+                            "Structural Impact": 27.5,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 23,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1062,
-                            "End Line": 1085
+                            "Control Flow Ratio": "92.0%",
+                            "Start Line": 1565,
+                            "End Line": 1634
                         },
                         {
-                            "Function Name": "recordConnectionAndGetThrottleTimeMs",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
+                            "Function Name": "get-local-disk-num",
+                            "Structural Impact": 26.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1490,
-                            "End Line": 1512
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 227,
+                            "End Line": 245
                         },
                         {
-                            "Function Name": "connectionSlotAvailable",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
+                            "Function Name": "wait-for-apiserver-and-update-fluentd",
+                            "Structural Impact": 25.2,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.0%",
+                            "Start Line": 2620,
+                            "End Line": 2663
+                        },
+                        {
+                            "Function Name": "create-kubelet-kubeconfig",
+                            "Structural Impact": 24.4,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1467,
-                            "End Line": 1474
+                            "Control Flow Ratio": "78.9%",
+                            "Start Line": 1352,
+                            "End Line": 1387
                         },
                         {
-                            "Function Name": "validateReconfiguration",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
+                            "Function Name": "start-kubelet",
+                            "Structural Impact": 23.6,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "69.0%",
+                            "Start Line": 1638,
+                            "End Line": 1689
+                        },
+                        {
+                            "Function Name": "addockeropt",
+                            "Structural Impact": 23.4,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1647,
-                            "End Line": 1655
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 1522,
+                            "End Line": 1537
                         },
                         {
-                            "Function Name": "configureNewConnections",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
+                            "Function Name": "compute-master-manifest-variables",
+                            "Structural Impact": 22.5,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1168,
-                            "End Line": 1185
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 2122,
+                            "End Line": 2151
                         },
                         {
-                            "Function Name": "processDisconnected",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 5,
+                            "Function Name": "wait-for-volumesnapshot-crd-and-controller",
+                            "Structural Impact": 21.5,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 19,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1093,
-                            "End Line": 1109
+                            "Control Flow Ratio": "90.5%",
+                            "Start Line": 2673,
+                            "End Line": 2702
                         },
                         {
-                            "Function Name": "openServerSocket",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 605,
-                            "End Line": 618
+                            "Function Name": "start-cluster-autoscaler",
+                            "Structural Impact": 18.9,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "76.2%",
+                            "Start Line": 2495,
+                            "End Line": 2533
                         },
                         {
-                            "Function Name": "createSelector",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 864,
-                            "End Line": 882
+                            "Function Name": "create-node-pki",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 672,
+                            "End Line": 702
                         },
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-                        "Explicit Type Casts": 14,
-                        "Fatal Aborts & Exceptions": 23,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 178,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 26,
+                        "Thread Sleeps & Blocking Waits": 11,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 35,
-                        "Immutable Data Declarations": 152,
-                        "Resource Deallocation & Cleanup": 25,
-                        "Private / Encapsulated Scopes": 118,
-                        "Event Listeners & Subscribers": 0,
+                        "Immutable Data Declarations": 4,
+                        "Resource Deallocation & Cleanup": 34,
+                        "Private / Encapsulated Scopes": 241,
+                        "Event Listeners & Subscribers": 7,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1191,
+                        "Structural Tab Indentations": 11,
+                        "Structural Space Indentations": 2374,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 176,
+                        "Regex Execution": 193,
+                        "Time Date Logic": 14,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -437669,158 +440261,73 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 293,
-                        "Design Camel Case": 125,
-                        "Design Snake Case": 46,
-                        "Design Pascal Case": 117,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 4,
-                        "Design Long Vars": 21,
+                        "Core Var Decl": 452,
+                        "Design Camel Case": 2,
+                        "Design Snake Case": 315,
+                        "Design Pascal Case": 22,
+                        "Design Upper Case": 113,
+                        "Design Short Vars": 7,
+                        "Design Long Vars": 70,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
+                        "Orphaned Logic": 94,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 2,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 9,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 0,
+                        "Sec Entropy": 13,
+                        "Sec Tainted Injection": 4,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 72,
+                        "Direct Upstream (Fragility)": 11,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "ChannelBuilders",
-                        "ClientInformation",
-                        "ConnectionThrottledException",
-                        "CumulativeSum",
-                        "EndThrottlingResponse",
-                        "KafkaChannel",
-                        "KafkaConfig",
-                        "KafkaException",
-                        "ListenerName",
-                        "ListenerReconfigurable",
-                        "LogContext",
-                        "Meter",
-                        "MetricName",
-                        "NetworkSend",
-                        "NoOpResponse",
-                        "Rate",
-                        "Reconfigurable",
-                        "RequestContext",
-                        "RequestHeader",
-                        "Selectable",
-                        "Selector => KSelector",
-                        "Send",
-                        "SendResponse",
-                        "ServerConnectionId",
-                        "ServerSocketFactory",
-                        "SimpleMemoryPool",
-                        "SocketServer => JSocketServer",
-                        "SocketServerConfigs",
-                        "StartThrottlingResponse",
-                        "Time",
-                        "TooManyConnectionsException",
-                        "UnsupportedVersionException",
-                        "Utils",
-                        "_",
-                        "java.io.IOException",
-                        "java.net._",
-                        "java.nio.ByteBuffer",
-                        "java.nio.channels.Selector => NSelector",
-                        "java.util",
-                        "java.util.Optional",
-                        "java.util.concurrent._",
-                        "java.util.concurrent.atomic._",
-                        "kafka.network.Processor._",
-                        "kafka.network.RequestChannel.CloseConnectionResponse",
-                        "kafka.server.BrokerReconfigurable",
-                        "kafka.utils._",
-                        "org.apache.kafka.common.Endpoint",
-                        "org.apache.kafka.common.config.ConfigException",
-                        "org.apache.kafka.common.errors.InvalidRequestException",
-                        "org.apache.kafka.common.memory.MemoryPool",
-                        "org.apache.kafka.common.message.ApiMessageType.ListenerType",
-                        "org.apache.kafka.common.metrics._",
-                        "org.apache.kafka.common.metrics.stats.Avg",
-                        "org.apache.kafka.common.network.ChannelBuilder",
-                        "org.apache.kafka.common.network.KafkaChannel.ChannelMuteEvent",
-                        "org.apache.kafka.common.protocol.ApiKeys",
-                        "org.apache.kafka.common.requests.ApiVersionsRequest",
-                        "org.apache.kafka.common.security.auth.SecurityProtocol",
-                        "org.apache.kafka.common.utils.KafkaThread",
-                        "org.apache.kafka.network.ConnectionQuotaEntity",
-                        "org.apache.kafka.security.CredentialProvider",
-                        "org.apache.kafka.server.ApiVersionManager",
-                        "org.apache.kafka.server.config.QuotaConfig",
-                        "org.apache.kafka.server.metrics.KafkaMetricsGroup",
-                        "org.apache.kafka.server.network.ConnectionDisconnectListener",
-                        "org.apache.kafka.server.quota.QuotaUtils",
-                        "org.apache.kafka.server.util.FutureUtils",
-                        "org.slf4j.event.Level",
-                        "scala.collection._",
-                        "scala.collection.mutable.ArrayBuffer",
-                        "scala.jdk.CollectionConverters._",
-                        "scala.util.control.ControlThrowable"
+                        "$KUBE_BIN/configure-kubeapiserver.sh",
+                        "$KUBE_HOME/bin/gke-internal-configure-helper.sh",
+                        "$KUBE_HOME/kube-env",
+                        "$KUBE_HOME/kube-master-certs",
+                        "/etc/profile.d/kube_env.sh",
+                        "at:",
+                        "dir",
+                        "for",
+                        "or",
+                        "path",
+                        "the"
                     ]
-                }
-            }
-        },
-        "shell/kubernetes": {
-            "Directory Group Magnitude": 6013.0,
-            "File Count": 23,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "37.23%",
-                "Error & Exception Exposure": "51.31%",
-                "Tech Debt Exposure": "53.45%",
-                "Testing Exposure": "9.23%",
-                "API Exposure": "1.5%",
-                "Concurrency Exposure": "15.0%",
-                "State Flux Exposure": "75.63%",
-                "Commented Logic Exposure": "2.53%",
-                "Specification Exposure": "52.17%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "10.26%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "shell/kubernetes/benchmark-dockerized.sh": {
+                },
+                "shell/kubernetes/e2e-cluster-size.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "benchmark-dockerized.sh",
-                        "Path": "shell/kubernetes/benchmark-dockerized.sh",
+                        "Filename": "e2e-cluster-size.sh",
+                        "Path": "shell/kubernetes/e2e-cluster-size.sh",
                         "Language": "Shell",
-                        "Architect": "2018 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Architect": "2015 The Kubernetes Authors",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3825.92,
-                        "Y": 273.63,
-                        "Z": -3113.61
+                        "X": 3228.22,
+                        "Y": 398.27,
+                        "Z": -2162.01
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -437829,93 +440336,73 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 72,
-                        "Coding LOC": 36,
-                        "Documentation LOC": 24,
-                        "Structural Magnitude": 44.52,
-                        "Control Flow Ratio": "52.0%",
+                        "Total LOC": 34,
+                        "Coding LOC": 11,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 4.92,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.86
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "60.83%",
-                        "Error & Exception Exposure": "31.62%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.55%",
-                        "API Exposure": "7.78%",
-                        "Concurrency Exposure": "18.75%",
-                        "State Flux Exposure": "99.93%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "47.86%",
+                        "Tech Debt Exposure": "73.11%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "3.53%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "55.62%",
+                        "Documentation Exposure": "13.3%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "retry",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 22,
-                            "End Line": 32
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 47,
-                            "End Line": 49
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "8.3%",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 71
+                            "End Line": 33
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 13,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 14,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 9,
-                        "Exposed API / Public Exports": 6,
-                        "State Mutations / Variable Reassignments": 12,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 2,
-                        "Asynchronous/Concurrent Execution": 2,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -437928,16 +440415,16 @@
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 14,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -437945,7 +440432,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -437954,15 +440441,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 10,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -437978,7 +440465,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
+                        "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -437986,19 +440473,21 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/cluster/kube-util.sh"
+                    ]
                 },
-                "shell/kubernetes/cluster__common.sh": {
+                "shell/kubernetes/etcd.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "cluster__common.sh",
-                        "Path": "shell/kubernetes/cluster__common.sh",
+                        "Filename": "etcd.sh",
+                        "Path": "shell/kubernetes/etcd.sh",
                         "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
+                        "Architect": "2014 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -438006,9 +440495,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3259.55,
-                        "Y": 143.3,
-                        "Z": -3517.61
+                        "X": 3683.49,
+                        "Y": 157.35,
+                        "Z": -3411.74
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -438017,273 +440506,193 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 554,
-                        "Coding LOC": 331,
-                        "Documentation LOC": 168,
-                        "Structural Magnitude": 445.92,
-                        "Control Flow Ratio": "72.6%",
+                        "Total LOC": 193,
+                        "Coding LOC": 143,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 197.56,
+                        "Control Flow Ratio": "70.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.265
+                        "Raw Cognitive Density": 1.544
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "77.98%",
-                        "Error & Exception Exposure": "46.67%",
-                        "Tech Debt Exposure": "99.92%",
-                        "Testing Exposure": "2.71%",
-                        "API Exposure": "2.98%",
-                        "Concurrency Exposure": "0.0%",
+                        "Cognitive Load Exposure": "89.28%",
+                        "Error & Exception Exposure": "80.0%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.61%",
+                        "API Exposure": "3.49%",
+                        "Concurrency Exposure": "98.12%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "11.66%",
+                        "Commented Logic Exposure": "7.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "15.75%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "generate-etcd-cert",
-                            "Structural Impact": 79.5,
-                            "Lines of Code (LOC)": 115,
-                            "Control Flow Branches": 32,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "64.0%",
-                            "Start Line": 389,
-                            "End Line": 503
-                        },
-                        {
-                            "Function Name": "create-kubeconfig",
-                            "Structural Impact": 57.5,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 53,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "91.4%",
-                            "Start Line": 68,
-                            "End Line": 138
-                        },
-                        {
-                            "Function Name": "find-release-tars",
-                            "Structural Impact": 40.0,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 37,
+                            "Function Name": "kube::etcd::validate",
+                            "Structural Impact": 30.1,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 27,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "84.1%",
-                            "Start Line": 332,
-                            "End Line": 372
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 28,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "load-or-gen-kube-basicauth",
+                            "Function Name": "kube::etcd::stop",
                             "Structural Impact": 22.9,
-                            "Lines of Code (LOC)": 19,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 21,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "91.3%",
-                            "Start Line": 258,
-                            "End Line": 276
-                        },
-                        {
-                            "Function Name": "download-release-binaries",
-                            "Structural Impact": 14.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 527,
-                            "End Line": 541
+                            "Start Line": 117,
+                            "End Line": 133
                         },
                         {
-                            "Function Name": "clear-kubeconfig",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 11,
+                            "Function Name": "kube::etcd::install",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 16,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "78.6%",
+                            "Control Flow Ratio": "61.5%",
                             "Start Line": 146,
-                            "End Line": 167
-                        },
-                        {
-                            "Function Name": "get-kubeconfig-basicauth",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 180,
-                            "End Line": 200
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 184,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "3.8%",
-                            "Start Line": 1,
-                            "End Line": 553
-                        },
-                        {
-                            "Function Name": "find-tar",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 306,
-                            "End Line": 322
-                        },
-                        {
-                            "Function Name": "set_binary_version",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 289,
-                            "End Line": 296
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "get-kubeconfig-bearertoken",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
+                            "Function Name": "kube::etcd::start_scraping",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 237,
-                            "End Line": 248
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 96,
+                            "End Line": 110
                         },
                         {
-                            "Function Name": "verify-kube-binaries",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
+                            "Function Name": "kube::etcd::start",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 509,
-                            "End Line": 514
+                            "Start Line": 76,
+                            "End Line": 94
                         },
                         {
-                            "Function Name": "verify-release-tars",
-                            "Structural Impact": 4.2,
+                            "Function Name": "kube::etcd::clean_etcd_dir",
+                            "Structural Impact": 6.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 520,
-                            "End Line": 524
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 135,
+                            "End Line": 139
                         },
                         {
-                            "Function Name": "gen-kube-basicauth",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 222,
-                            "End Line": 225
+                            "Function Name": "kube::etcd::version",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 72,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "gen-kube-bearertoken",
+                            "Function Name": "kube::etcd::scrape",
                             "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 254,
-                            "End Line": 256
-                        },
-                        {
-                            "Function Name": "get-kubeconfig-user-basicauth",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 212,
-                            "End Line": 215
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 112,
+                            "End Line": 114
                         },
                         {
-                            "Function Name": "pushd",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 36,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 544,
-                            "End Line": 546
+                            "Start Line": 1,
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "popd",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "kube::etcd::cleanup",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 551,
-                            "End Line": 553
+                            "Start Line": 141,
+                            "End Line": 144
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 204,
-                        "Sequential Logic Declarations": 77,
-                        "Function Parameters": 12,
-                        "Function/Method Declarations": 17,
+                        "Control Flow Branches": 87,
+                        "Sequential Logic Declarations": 36,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 9,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 104,
+                        "Defensive Programming Constructs": 44,
                         "Type/Safety Bypasses": 16,
-                        "High-Risk Execution Commands": 2,
-                        "I/O and Network Boundaries": 88,
-                        "Exposed API / Public Exports": 11,
-                        "State Mutations / Variable Reassignments": 131,
-                        "Commented-out Code (Dead Logic)": 6,
-                        "Structured Documentation Blocks": 4,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 56,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 70,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 14,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 8,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 3,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 23,
+                        "Ad-hoc Print / Debug Statements": 4,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 7,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Fatal Aborts & Exceptions": 8,
+                        "Thread Sleeps & Blocking Waits": 1,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 2,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 11,
-                        "Private / Encapsulated Scopes": 18,
-                        "Event Listeners & Subscribers": 1,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 279,
+                        "Structural Space Indentations": 118,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 5,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 9,
+                        "Time Date Logic": 3,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -438292,15 +440701,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 65,
+                        "Core Var Decl": 29,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 24,
+                        "Design Snake Case": 11,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 41,
-                        "Design Short Vars": 6,
-                        "Design Long Vars": 3,
+                        "Design Upper Case": 18,
+                        "Design Short Vars": 4,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 15,
+                        "Orphaned Logic": 9,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -438310,45 +440719,43 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
+                        "Sec Entropy": 2,
+                        "Sec Tainted Injection": 3,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/hack/lib/util.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/common.sh": {
+                "shell/kubernetes/gencerts.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "common.sh",
-                        "Path": "shell/kubernetes/common.sh",
+                        "Filename": "gencerts.sh",
+                        "Path": "shell/kubernetes/gencerts.sh",
                         "Language": "Shell",
-                        "Architect": "2014 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Architect": "2016 The Kubernetes Authors",
+                        "Indentation Style": "Mixed (25.0% Spaces / 75.0% Tabs)",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3583.32,
-                        "Y": 305.09,
-                        "Z": -2670.48
+                        "X": 2779.23,
+                        "Y": 314.56,
+                        "Z": -2609.07
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -438357,292 +440764,102 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 473,
-                        "Coding LOC": 285,
-                        "Documentation LOC": 122,
-                        "Structural Magnitude": 424.1,
-                        "Control Flow Ratio": "72.4%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 105,
+                        "Coding LOC": 64,
+                        "Documentation LOC": 21,
+                        "Structural Magnitude": 21.48,
+                        "Control Flow Ratio": "71.4%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.279
+                        "Raw Cognitive Density": 0.281
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "82.98%",
-                        "Error & Exception Exposure": "79.12%",
-                        "Tech Debt Exposure": "26.72%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.14%",
-                        "Concurrency Exposure": "74.97%",
-                        "State Flux Exposure": "99.96%",
-                        "Commented Logic Exposure": "5.68%",
-                        "Specification Exposure": "100.0%",
+                        "Cognitive Load Exposure": "13.3%",
+                        "Error & Exception Exposure": "83.79%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.46%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "52.5%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.7%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "kube::build::run_build_command_ex",
-                            "Structural Impact": 100.1,
-                            "Lines of Code (LOC)": 106,
-                            "Control Flow Branches": 66,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 367,
-                            "End Line": 472
-                        },
-                        {
-                            "Function Name": "kube::build::docker_delete_old_containers",
-                            "Structural Impact": 30.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 273,
-                            "End Line": 288
-                        },
-                        {
-                            "Function Name": "kube::build::docker_available_on_osx",
-                            "Structural Impact": 28.4,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 197,
-                            "End Line": 209
-                        },
-                        {
-                            "Function Name": "kube::build::clean",
-                            "Structural Impact": 21.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "86.4%",
-                            "Start Line": 330,
-                            "End Line": 353
-                        },
-                        {
-                            "Function Name": "kube::build::verify_prereqs",
-                            "Structural Impact": 21.0,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 168,
-                            "End Line": 192
-                        },
-                        {
-                            "Function Name": "kube::build::ensure_tar",
-                            "Structural Impact": 17.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 227,
-                            "End Line": 246
-                        },
-                        {
-                            "Function Name": "kube::build::destroy_container",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 310,
-                            "End Line": 320
-                        },
-                        {
-                            "Function Name": "kube::build::docker_image_exists",
-                            "Structural Impact": 12.5,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 260,
-                            "End Line": 267
-                        },
-                        {
-                            "Function Name": "kube::build::short_hash",
-                            "Structural Impact": 12.0,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 291,
-                            "End Line": 304
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 180,
-                            "Control Flow Branches": 1,
+                            "Structural Impact": 16.2,
+                            "Lines of Code (LOC)": 104,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "2.9%",
+                            "Control Flow Ratio": "71.4%",
                             "Start Line": 1,
-                            "End Line": 472
-                        },
-                        {
-                            "Function Name": "__default_base_image",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 98,
                             "End Line": 104
-                        },
-                        {
-                            "Function Name": "kube::build::ensure_docker_in_path",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 219,
-                            "End Line": 225
-                        },
-                        {
-                            "Function Name": "kube::build::is_osx",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 211,
-                            "End Line": 213
-                        },
-                        {
-                            "Function Name": "kube::build::is_gnu_sed",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 215,
-                            "End Line": 217
-                        },
-                        {
-                            "Function Name": "kube::build::setup_vars",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 148,
-                            "End Line": 156
-                        },
-                        {
-                            "Function Name": "kube::build::has_ip",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 252,
-                            "End Line": 254
-                        },
-                        {
-                            "Function Name": "kube::build::get_docker_wrapped_binaries",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 124,
-                            "End Line": 136
-                        },
-                        {
-                            "Function Name": "kube::build::run_build_command",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 360
-                        },
-                        {
-                            "Function Name": "kube::build::has_docker",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 248,
-                            "End Line": 250
-                        },
-                        {
-                            "Function Name": "kube::build::is_docker_rootless",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 322,
-                            "End Line": 324
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 184,
-                        "Sequential Logic Declarations": 70,
-                        "Function Parameters": 29,
-                        "Function/Method Declarations": 19,
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 75,
-                        "Type/Safety Bypasses": 28,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 78,
-                        "Exposed API / Public Exports": 18,
-                        "State Mutations / Variable Reassignments": 88,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 2,
+                        "I/O and Network Boundaries": 17,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 4,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 12,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 13,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 13,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 30,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 10,
-                        "Event Listeners & Subscribers": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 201,
+                        "Structural Tab Indentations": 3,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 3,
-                        "Regex Execution": 6,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -438652,13 +440869,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 56,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 14,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 7,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 42,
-                        "Design Short Vars": 4,
-                        "Design Long Vars": 11,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
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                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
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@@ -438676,40 +440893,37 @@
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                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 6,
-                        "Sec Tainted Injection": 1,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/hack/lib/init.sh",
-                        "code"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/config-common.sh": {
+                "shell/kubernetes/generate.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "config-common.sh",
-                        "Path": "shell/kubernetes/config-common.sh",
+                        "Filename": "generate.sh",
+                        "Path": "shell/kubernetes/generate.sh",
                         "Language": "Shell",
                         "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3084.36,
-                        "Y": 355.32,
-                        "Z": -2430.41
+                        "X": 4081.85,
+                        "Y": 236.41,
+                        "Z": -3222.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -438718,127 +440932,57 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 105,
-                        "Documentation LOC": 62,
-                        "Structural Magnitude": 175.8,
-                        "Control Flow Ratio": "71.7%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 25,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 13,
+                        "Structural Magnitude": 2.32,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.25
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "61.66%",
-                        "Error & Exception Exposure": "75.1%",
-                        "Tech Debt Exposure": "99.25%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "10.47%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "98.69%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
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-                            "Function Name": "get-node-ip-range",
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-                            "Control Flow Ratio": "90.9%",
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-                            "End Line": 90
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-                        {
-                            "Function Name": "get-master-size",
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "95.2%",
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-                            "End Line": 44
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-                        {
-                            "Function Name": "get-cluster-ip-range",
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-                            "Control Flow Ratio": "93.8%",
-                            "Start Line": 92,
-                            "End Line": 104
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-                        {
-                            "Function Name": "get-master-root-disk-size",
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-                            "Control Flow Ratio": "90.9%",
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-                            "End Line": 58
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-                        {
-                            "Function Name": "get-master-disk-size",
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-                            "End Line": 72
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-                        {
-                            "Function Name": "get-alias-range-size",
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-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 111,
-                            "End Line": 118
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                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 100,
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 177
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-                            "Control Flow Ratio": "0.0%",
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                         }
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 32,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 7,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 5,
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+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 17,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 0,
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                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 25,
-                        "State Mutations / Variable Reassignments": 48,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
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                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 2,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
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                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
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                         "Fatal Aborts & Exceptions": 0,
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@@ -438872,11 +441016,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 5,
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                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
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@@ -438893,15 +441037,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 46,
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                         "Design Pascal Case": 0,
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                         "Design Short Vars": 0,
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                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 3,
+                        "Sec Entropy": 0,
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                         "Agentic Rce": 0,
@@ -438926,28 +441070,28 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/config-default.sh": {
+                "shell/kubernetes/iks__config-default.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "config-default.sh",
-                        "Path": "shell/kubernetes/config-default.sh",
+                        "Filename": "iks__config-default.sh",
+                        "Path": "shell/kubernetes/iks__config-default.sh",
                         "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Architect": "2018 The Kubernetes Authors",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
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-                        "X": 3501.13,
-                        "Y": 118.58,
-                        "Z": -3880.09
+                        "X": 3440.67,
+                        "Y": 344.61,
+                        "Z": -2389.46
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -438956,22 +441100,22 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 21,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 38.22,
-                        "Control Flow Ratio": "83.3%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 45,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 26.58,
+                        "Control Flow Ratio": "20.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.05
+                        "Raw Cognitive Density": 0.87
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "43.04%",
-                        "Error & Exception Exposure": "69.85%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.47%",
+                        "Cognitive Load Exposure": "49.42%",
+                        "Error & Exception Exposure": "53.85%",
+                        "Tech Debt Exposure": "50.0%",
+                        "Testing Exposure": "2.35%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
@@ -438983,40 +441127,30 @@
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 11.3,
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-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
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-                            "End Line": 55
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                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 0,
+                            "Structural Impact": 4.2,
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+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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                             "Start Line": 1,
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 2,
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+                        "Sequential Logic Declarations": 4,
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-                        "Defensive Programming Constructs": 13,
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-                        "I/O and Network Boundaries": 0,
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@@ -439029,9 +441163,9 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -439042,7 +441176,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
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                         "Thread Sleeps & Blocking Waits": 0,
@@ -439050,18 +441184,18 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 4,
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                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -439071,13 +441205,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
+                        "Core Var Decl": 18,
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@@ -439095,39 +441229,37 @@
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                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Entropy": 1,
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                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
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                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
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                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/cluster/gce/config-common.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/configure-helper.sh": {
+                "shell/kubernetes/kube-addons-main.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "configure-helper.sh",
-                        "Path": "shell/kubernetes/configure-helper.sh",
+                        "Filename": "kube-addons-main.sh",
+                        "Path": "shell/kubernetes/kube-addons-main.sh",
                         "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Mixed (99.5% Spaces / 0.5% Tabs)",
+                        "Architect": "2020 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
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-                        "X": 3254.82,
-                        "Y": 220.25,
-                        "Z": -3128.42
+                        "X": 2969.81,
+                        "Y": 120.87,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -439136,1123 +441268,697 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
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-                        "Coding LOC": 2823,
-                        "Documentation LOC": 521,
-                        "Structural Magnitude": 3206.06,
-                        "Control Flow Ratio": "77.8%",
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+                        "Coding LOC": 35,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 50.0,
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                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.172
+                        "Raw Cognitive Density": 1.1
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "81.12%",
-                        "Error & Exception Exposure": "16.39%",
-                        "Tech Debt Exposure": "95.31%",
-                        "Testing Exposure": "2.63%",
-                        "API Exposure": "0.02%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.97%",
-                        "Specification Exposure": "100.0%",
+                        "Cognitive Load Exposure": "40.11%",
+                        "Error & Exception Exposure": "75.92%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.76%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "53.33%",
+                        "State Flux Exposure": "99.93%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "create-master-auth",
-                            "Structural Impact": 213.4,
-                            "Lines of Code (LOC)": 309,
-                            "Control Flow Branches": 197,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 13.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "94.3%",
-                            "Start Line": 820,
-                            "End Line": 1128
-                        },
-                        {
-                            "Function Name": "prepare-etcd-manifest",
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-                            "Lines of Code (LOC)": 125,
-                            "Control Flow Branches": 77,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 1865,
-                            "End Line": 1989
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 59,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "start-kube-addons",
-                            "Structural Impact": 148.9,
-                            "Lines of Code (LOC)": 158,
-                            "Control Flow Branches": 140,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "92.1%",
-                            "Start Line": 2875,
-                            "End Line": 3032
+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 20,
+                            "End Line": 30
                         },
                         {
-                            "Function Name": "main",
-                            "Structural Impact": 119.0,
-                            "Lines of Code (LOC)": 161,
-                            "Control Flow Branches": 110,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "88.7%",
-                            "Start Line": 3531,
-                            "End Line": 3691
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 40,
+                            "End Line": 43
                         },
                         {
-                            "Function Name": "start-kube-controller-manager",
-                            "Structural Impact": 111.3,
-                            "Lines of Code (LOC)": 106,
-                            "Control Flow Branches": 105,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 2204,
-                            "End Line": 2309
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 50,
+                            "End Line": 53
                         },
                         {
-                            "Function Name": "start-cloud-controller-manager",
-                            "Structural Impact": 89.4,
-                            "Lines of Code (LOC)": 108,
-                            "Control Flow Branches": 83,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "82.2%",
-                            "Start Line": 2320,
-                            "End Line": 2427
-                        },
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 74
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 28,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 12,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 3,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 2,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 3,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 1,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 21,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 8,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 5,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 4,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "/opt/kube-addons.sh",
+                        "is",
+                        "kube-addons.sh"
+                    ]
+                },
+                "shell/kubernetes/log-dump.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "log-dump.sh",
+                        "Path": "shell/kubernetes/log-dump.sh",
+                        "Language": "Shell",
+                        "Architect": "2017 The Kubernetes Authors",
+                        "Indentation Style": "Mixed (99.8% Spaces / 0.2% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 2948.83,
+                        "Y": 260.77,
+                        "Z": -2860.73
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 717,
+                        "Coding LOC": 525,
+                        "Documentation LOC": 116,
+                        "Structural Magnitude": 918.5,
+                        "Control Flow Ratio": "77.1%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.567
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "96.33%",
+                        "Error & Exception Exposure": "15.36%",
+                        "Tech Debt Exposure": "86.5%",
+                        "Testing Exposure": "2.9%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "99.81%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.34%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "mount-ext",
-                            "Structural Impact": 87.4,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.2%",
-                            "Start Line": 362,
-                            "End Line": 410
+                            "Function Name": "save-logs",
+                            "Structural Impact": 158.4,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 62,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 163,
+                            "End Line": 244
                         },
                         {
-                            "Function Name": "prepare-kube-proxy-manifest-variables",
-                            "Structural Impact": 76.4,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 50,
+                            "Function Name": "dump_nodes",
+                            "Structural Impact": 114.5,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 77,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "73.5%",
-                            "Start Line": 1761,
-                            "End Line": 1846
-                        },
-                        {
-                            "Function Name": "prepare-konnectivity-server-manifest",
-                            "Structural Impact": 68.0,
-                            "Lines of Code (LOC)": 80,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "86.1%",
-                            "Start Line": 2023,
-                            "End Line": 2102
-                        },
-                        {
-                            "Function Name": "create-master-pki",
-                            "Structural Impact": 55.5,
-                            "Lines of Code (LOC)": 111,
-                            "Control Flow Branches": 49,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 704,
-                            "End Line": 814
+                            "Control Flow Ratio": "92.8%",
+                            "Start Line": 418,
+                            "End Line": 501
                         },
                         {
-                            "Function Name": "ensure-local-ssds",
-                            "Structural Impact": 51.8,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 48,
+                            "Function Name": "dump_nodes_with_logexporter",
+                            "Structural Impact": 95.3,
+                            "Lines of Code (LOC)": 126,
+                            "Control Flow Branches": 88,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "67.6%",
-                            "Start Line": 414,
-                            "End Line": 468
+                            "Control Flow Ratio": "83.8%",
+                            "Start Line": 528,
+                            "End Line": 653
                         },
                         {
-                            "Function Name": "setup-containerd",
-                            "Structural Impact": 46.9,
-                            "Lines of Code (LOC)": 118,
+                            "Function Name": "dump_masters",
+                            "Structural Impact": 43.1,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 40,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3228,
-                            "End Line": 3345
-                        },
-                        {
-                            "Function Name": "ensure-local-ssds-ephemeral-storage",
-                            "Structural Impact": 37.6,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 34,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "73.9%",
-                            "Start Line": 473,
-                            "End Line": 524
+                            "Control Flow Ratio": "87.0%",
+                            "Start Line": 371,
+                            "End Line": 412
                         },
                         {
-                            "Function Name": "copy-manifests",
-                            "Structural Impact": 37.3,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 20,
+                            "Function Name": "copy-logs-from-node",
+                            "Structural Impact": 41.5,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 22,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "69.0%",
-                            "Start Line": 2598,
-                            "End Line": 2616
-                        },
-                        {
-                            "Function Name": "start-kube-scheduler",
-                            "Structural Impact": 32.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 29,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "82.9%",
-                            "Start Line": 2435,
-                            "End Line": 2488
-                        },
-                        {
-                            "Function Name": "get-or-generate-uuid",
-                            "Structural Impact": 28.5,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.0%",
-                            "Start Line": 266,
-                            "End Line": 297
-                        },
-                        {
-                            "Function Name": "config-ip-firewall",
-                            "Structural Impact": 28.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 150,
-                            "End Line": 214
-                        },
-                        {
-                            "Function Name": "start-etcd-servers",
-                            "Structural Impact": 28.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 1994,
-                            "End Line": 2016
-                        },
-                        {
-                            "Function Name": "assemble-docker-flags",
-                            "Structural Impact": 27.5,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 23,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "92.0%",
-                            "Start Line": 1565,
-                            "End Line": 1634
+                            "Control Flow Ratio": "81.5%",
+                            "Start Line": 124,
+                            "End Line": 156
                         },
                         {
-                            "Function Name": "get-local-disk-num",
-                            "Structural Impact": 26.9,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "save-windows-logs-via-ssh",
+                            "Structural Impact": 27.4,
+                            "Lines of Code (LOC)": 29,
                             "Control Flow Branches": 14,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 227,
-                            "End Line": 245
+                            "Control Flow Ratio": "73.7%",
+                            "Start Line": 309,
+                            "End Line": 337
                         },
                         {
-                            "Function Name": "wait-for-apiserver-and-update-fluentd",
-                            "Structural Impact": 25.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.0%",
-                            "Start Line": 2620,
-                            "End Line": 2663
+                            "Function Name": "save-windows-logs-via-diagnostics-tool",
+                            "Structural Impact": 25.3,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "61.9%",
+                            "Start Line": 285,
+                            "End Line": 306
                         },
                         {
-                            "Function Name": "create-kubelet-kubeconfig",
-                            "Structural Impact": 24.4,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "78.9%",
-                            "Start Line": 1352,
-                            "End Line": 1387
+                            "Function Name": "save-logs-windows",
+                            "Structural Impact": 25.2,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 342,
+                            "End Line": 360
                         },
                         {
-                            "Function Name": "start-kubelet",
+                            "Function Name": "detect_node_failures",
                             "Structural Impact": 23.6,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "69.0%",
-                            "Start Line": 1638,
-                            "End Line": 1689
-                        },
-                        {
-                            "Function Name": "addockeropt",
-                            "Structural Impact": 23.4,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 1522,
-                            "End Line": 1537
-                        },
-                        {
-                            "Function Name": "compute-master-manifest-variables",
-                            "Structural Impact": 22.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 2122,
-                            "End Line": 2151
-                        },
-                        {
-                            "Function Name": "wait-for-volumesnapshot-crd-and-controller",
-                            "Structural Impact": 21.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.5%",
-                            "Start Line": 2673,
-                            "End Line": 2702
-                        },
-                        {
-                            "Function Name": "start-cluster-autoscaler",
-                            "Structural Impact": 18.9,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 16,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 21,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "76.2%",
-                            "Start Line": 2495,
-                            "End Line": 2533
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 655,
+                            "End Line": 687
                         },
                         {
-                            "Function Name": "create-node-pki",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 16,
+                            "Function Name": "setup",
+                            "Structural Impact": 20.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 672,
-                            "End Line": 702
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 84,
+                            "End Line": 107
                         },
                         {
-                            "Function Name": "start-lb-controller",
-                            "Structural Impact": 18.3,
+                            "Function Name": "main",
+                            "Structural Impact": 19.3,
                             "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 16,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 3054,
-                            "End Line": 3079
-                        },
-                        {
-                            "Function Name": "append-param-if-not-present",
-                            "Structural Impact": 16.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 52,
-                            "End Line": 62
+                            "Control Flow Ratio": "89.5%",
+                            "Start Line": 689,
+                            "End Line": 714
                         },
                         {
-                            "Function Name": "create-master-audit-policy",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 161,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 1131,
-                            "End Line": 1291
+                            "Function Name": "export-windows-docker-event-log",
+                            "Structural Impact": 13.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 248,
+                            "End Line": 263
                         },
                         {
-                            "Function Name": "get-metadata-value",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 17,
+                            "Function Name": "export-windows-docker-images-list",
+                            "Structural Impact": 13.5,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 2575,
-                            "End Line": 2591
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 267,
+                            "End Line": 282
                         },
                         {
-                            "Function Name": "override-pv-recycler",
-                            "Structural Impact": 15.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 13,
+                            "Function Name": "find_non_logexported_nodes",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 3174,
-                            "End Line": 3211
+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 513,
+                            "End Line": 524
                         },
                         {
-                            "Function Name": "log-proto",
-                            "Structural Impact": 15.6,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 12.1,
+                            "Lines of Code (LOC)": 122,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 3498,
-                            "End Line": 3528
+                            "Control Flow Ratio": "8.0%",
+                            "Start Line": 1,
+                            "End Line": 716
                         },
                         {
-                            "Function Name": "create-kubeconfig",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 7,
+                            "Function Name": "log-dump-ssh",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 1319,
-                            "End Line": 1349
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 109,
+                            "End Line": 119
                         },
                         {
-                            "Function Name": "prepare-log-file",
-                            "Structural Impact": 14.5,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1747,
-                            "End Line": 1756
-                        },
-                        {
-                            "Function Name": "update-node-label",
-                            "Structural Impact": 14.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 2182,
-                            "End Line": 2193
-                        },
-                        {
-                            "Function Name": "set_docker_options_non_ubuntu",
-                            "Structural Impact": 13.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 1546,
-                            "End Line": 1563
-                        },
-                        {
-                            "Function Name": "setup-addon-custom-yaml",
-                            "Structural Impact": 13.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2861,
-                            "End Line": 2870
-                        },
-                        {
-                            "Function Name": "convert-manifest-params",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "88.9%",
+                            "Control Flow Ratio": "75.0%",
                             "Start Line": 34,
-                            "End Line": 50
+                            "End Line": 38
                         },
                         {
-                            "Function Name": "unique-uuid-bind-mount",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
+                            "Function Name": "run-in-docker-container",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 321,
-                            "End Line": 345
-                        },
-                        {
-                            "Function Name": "setup-logrotate",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 541,
-                            "End Line": 588
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 364,
+                            "End Line": 369
                         },
                         {
-                            "Function Name": "start-node-problem-detector",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 10,
+                            "Function Name": "print-deprecation-note",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "52.6%",
-                            "Start Line": 1693,
-                            "End Line": 1739
-                        },
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 74,
+                            "End Line": 81
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 425,
+                        "Sequential Logic Declarations": 126,
+                        "Function Parameters": 27,
+                        "Function/Method Declarations": 17,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 231,
+                        "Type/Safety Bypasses": 41,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 142,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 178,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 63,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 6,
+                        "Scientific & Mathematical Operations": 9,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 3,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 1,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 59,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 6,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 4,
+                        "Immutable Data Declarations": 25,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 48,
+                        "Event Listeners & Subscribers": 12,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 1,
+                        "Structural Space Indentations": 455,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 25,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 9,
+                        "Regex Execution": 16,
+                        "Time Date Logic": 10,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 125,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 110,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 14,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 8,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 2,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 10,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/cluster/gce/util.sh",
+                        "$KUBE_ROOT/cluster/kube-util.sh",
+                        "$KUBE_ROOT/hack/lib/util.sh"
+                    ]
+                },
+                "shell/kubernetes/node-helper.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "node-helper.sh",
+                        "Path": "shell/kubernetes/node-helper.sh",
+                        "Language": "Shell",
+                        "Architect": "2019 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4018.96,
+                        "Y": 150.94,
+                        "Z": -3186.54
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 59,
+                        "Coding LOC": 29,
+                        "Documentation LOC": 24,
+                        "Structural Magnitude": 22.68,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "64.57%",
+                        "Tech Debt Exposure": "99.33%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "write-pki-data",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
+                            "Function Name": "create-windows-node-instance-template",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 658,
-                            "End Line": 670
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 54,
+                            "End Line": 58
                         },
                         {
-                            "Function Name": "setup-kube-dns-manifest",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 10,
+                            "Function Name": "get-windows-node-instance-metadata-from-file",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 2808,
-                            "End Line": 2829
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 19,
+                            "End Line": 35
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 10,
+                            "Function Name": "get-windows-node-instance-metadata",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3693,
-                            "End Line": 3701
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 50
                         },
                         {
-                            "Function Name": "create-master-etcd-apiserver-auth",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "47.4%",
-                            "Start Line": 1485,
-                            "End Line": 1510
-                        },
-                        {
-                            "Function Name": "setup-fluentd",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 2780,
-                            "End Line": 2805
-                        },
-                        {
-                            "Function Name": "secure_random",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 98,
-                            "End Line": 121
-                        },
-                        {
-                            "Function Name": "setup-konnectivity-agent-manifest",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "36.0%",
-                            "Start Line": 3034,
-                            "End Line": 3046
-                        },
-                        {
-                            "Function Name": "gke-master-start",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "64.3%",
-                            "Start Line": 3099,
-                            "End Line": 3109
-                        },
-                        {
-                            "Function Name": "update-prometheus-to-sd-parameters",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2733,
-                            "End Line": 2741
-                        },
-                        {
-                            "Function Name": "update-daemon-set-prometheus-to-sd-parameters",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2745,
-                            "End Line": 2752
-                        },
-                        {
-                            "Function Name": "create-node-problem-detector-kubeconfig",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1441,
-                            "End Line": 1468
-                        },
-                        {
-                            "Function Name": "reset-motd",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3111,
-                            "End Line": 3146
-                        },
-                        {
-                            "Function Name": "create-master-audit-webhook-config",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1294,
-                            "End Line": 1317
-                        },
-                        {
-                            "Function Name": "update-node-journal",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2723,
-                            "End Line": 2729
-                        },
-                        {
-                            "Function Name": "create-master-kubelet-auth",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1393,
-                            "End Line": 1400
-                        },
-                        {
-                            "Function Name": "create-master-etcd-auth",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 1476,
-                            "End Line": 1483
-                        },
-                        {
-                            "Function Name": "setup-os-params",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 64,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "safe-format-and-mount",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 301,
-                            "End Line": 317
-                        },
-                        {
-                            "Function Name": "mount-master-pd",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 605,
-                            "End Line": 639
-                        },
-                        {
-                            "Function Name": "log-trap-pop",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 3419,
-                            "End Line": 3432
-                        },
-                        {
-                            "Function Name": "gce-metadata-fw-helper",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 129,
-                            "End Line": 145
-                        },
-                        {
-                            "Function Name": "override-kubectl",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 3148,
-                            "End Line": 3167
-                        },
-                        {
-                            "Function Name": "download-extra-addons",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 2549,
-                            "End Line": 2566
-                        },
-                        {
-                            "Function Name": "setup-coredns-manifest",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 2762,
-                            "End Line": 2777
-                        },
-                        {
-                            "Function Name": "setup-journald",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 527,
-                            "End Line": 538
-                        },
-                        {
-                            "Function Name": "find-master-pd",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 591,
-                            "End Line": 599
-                        },
-                        {
-                            "Function Name": "setup-netd-manifest",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 2843,
-                            "End Line": 2853
-                        },
-                        {
-                            "Function Name": "detect_host_info",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 3353,
-                            "End Line": 3381
-                        },
-                        {
-                            "Function Name": "create-dirs",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 216,
-                            "End Line": 223
-                        },
-                        {
-                            "Function Name": "ensure-master-bootstrap-kubectl-auth",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3219,
-                            "End Line": 3226
-                        },
-                        {
-                            "Function Name": "docker-installed",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1512,
-                            "End Line": 1518
-                        },
-                        {
-                            "Function Name": "update-legacy-addon-node-labels",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2167,
-                            "End Line": 2174
-                        },
-                        {
-                            "Function Name": "disable_aufs",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1539,
-                            "End Line": 1544
-                        },
-                        {
-                            "Function Name": "safe-block-symlink",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 248,
-                            "End Line": 262
-                        },
-                        {
-                            "Function Name": "wait-till-apiserver-ready",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3213,
-                            "End Line": 3217
-                        },
-                        {
-                            "Function Name": "setup-kubelet-dir",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3082,
-                            "End Line": 3096
-                        },
-                        {
-                            "Function Name": "append_or_replace_prefixed_line",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 645,
-                            "End Line": 656
-                        },
-                        {
-                            "Function Name": "log-init",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3389,
-                            "End Line": 3400
-                        },
-                        {
-                            "Function Name": "safe-bind-mount",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 348,
-                            "End Line": 357
-                        },
-                        {
-                            "Function Name": "start-fluentd-resource-update",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2667,
-                            "End Line": 2669
-                        },
-                        {
-                            "Function Name": "start-volumesnapshot-crd-and-controller",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2706,
-                            "End Line": 2708
-                        },
-                        {
-                            "Function Name": "create-kubeproxy-user-kubeconfig",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1402,
-                            "End Line": 1422
-                        },
-                        {
-                            "Function Name": "setup-addon-manifests",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2540,
-                            "End Line": 2545
-                        },
-                        {
-                            "Function Name": "log-wrap",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3453,
-                            "End Line": 3462
-                        },
-                        {
-                            "Function Name": "update-container-runtime",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2713,
-                            "End Line": 2720
-                        },
-                        {
-                            "Function Name": "update-event-exporter",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2755,
-                            "End Line": 2759
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-                        {
-                            "Function Name": "log-error",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3440,
-                            "End Line": 3444
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-                        {
-                            "Function Name": "log-start",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3470,
-                            "End Line": 3475
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-                        {
-                            "Function Name": "log-end",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3483,
-                            "End Line": 3488
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-                        {
-                            "Function Name": "prepare-mounter-rootfs",
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2154,
-                            "End Line": 2164
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-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 382,
-                            "Control Flow Branches": 0,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.5,
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 3701
-                        },
-                        {
-                            "Function Name": "create-kube-scheduler-config",
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-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1424,
-                            "End Line": 1430
-                        },
-                        {
-                            "Function Name": "create-kubescheduler-policy-config",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1433,
-                            "End Line": 1439
-                        },
-                        {
-                            "Function Name": "start-kube-proxy",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1849,
-                            "End Line": 1856
-                        },
-                        {
-                            "Function Name": "setup-nodelocaldns-manifest",
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-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2832,
-                            "End Line": 2840
-                        },
-                        {
-                            "Function Name": "log-trap-push",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3408,
-                            "End Line": 3413
-                        },
-                        {
-                            "Function Name": "create-node-problem-detector-kubeconfig-from-kubelet",
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-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1470,
-                            "End Line": 1474
-                        },
-                        {
-                            "Function Name": "start-konnectivity-server",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2107,
-                            "End Line": 2111
-                        },
-                        {
-                            "Function Name": "setup-cloud-pvl-admission-manifest",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3048,
-                            "End Line": 3051
-                        },
-                        {
-                            "Function Name": "detect-cgroup-config",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3169,
-                            "End Line": 3172
+                            "End Line": 58
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1620,
-                        "Sequential Logic Declarations": 462,
-                        "Function Parameters": 95,
-                        "Function/Method Declarations": 101,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 907,
-                        "Type/Safety Bypasses": 50,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 451,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 880,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 11,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 15,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 21,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 8,
-                        "Metaprogramming & Reflection": 15,
-                        "Module Dependencies (Imports)": 7,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 9,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 2,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 178,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 26,
-                        "Thread Sleeps & Blocking Waits": 11,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 35,
-                        "Immutable Data Declarations": 4,
-                        "Resource Deallocation & Cleanup": 34,
-                        "Private / Encapsulated Scopes": 241,
-                        "Event Listeners & Subscribers": 7,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 4,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 11,
-                        "Structural Space Indentations": 2374,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 22,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 176,
-                        "Regex Execution": 193,
-                        "Time Date Logic": 14,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -440261,63 +441967,51 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 452,
-                        "Design Camel Case": 2,
-                        "Design Snake Case": 315,
-                        "Design Pascal Case": 22,
-                        "Design Upper Case": 113,
-                        "Design Short Vars": 7,
-                        "Design Long Vars": 70,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 4,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 94,
+                        "Orphaned Logic": 3,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 2,
+                        "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 9,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 13,
-                        "Sec Tainted Injection": 4,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 11,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_BIN/configure-kubeapiserver.sh",
-                        "$KUBE_HOME/bin/gke-internal-configure-helper.sh",
-                        "$KUBE_HOME/kube-env",
-                        "$KUBE_HOME/kube-master-certs",
-                        "/etc/profile.d/kube_env.sh",
-                        "at:",
-                        "dir",
-                        "for",
-                        "or",
-                        "path",
-                        "the"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/e2e-cluster-size.sh": {
+                "shell/kubernetes/pre-existing__config-default.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "e2e-cluster-size.sh",
-                        "Path": "shell/kubernetes/e2e-cluster-size.sh",
+                        "Filename": "pre-existing__config-default.sh",
+                        "Path": "shell/kubernetes/pre-existing__config-default.sh",
                         "Language": "Shell",
-                        "Architect": "2015 The Kubernetes Authors",
+                        "Architect": "2017 The Kubernetes Authors",
                         "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -440325,9 +442019,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3228.22,
-                        "Y": 398.27,
-                        "Z": -2162.01
+                        "X": 3837.08,
+                        "Y": 123.37,
+                        "Z": -3772.13
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -440336,10 +442030,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 34,
-                        "Coding LOC": 11,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 4.92,
+                        "Total LOC": 38,
+                        "Coding LOC": 8,
+                        "Documentation LOC": 24,
+                        "Structural Magnitude": 8.66,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -440350,43 +442044,43 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "47.86%",
-                        "Tech Debt Exposure": "73.11%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "3.53%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "16.8%",
+                        "State Flux Exposure": "96.08%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.3%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 33,
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 33
+                            "End Line": 37
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 4,
+                        "Defensive Programming Constructs": 7,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 7,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -440398,10 +442092,10 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 2,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -440441,11 +442135,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 7,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 7,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -440473,21 +442167,19 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/cluster/kube-util.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/etcd.sh": {
+                "shell/kubernetes/pre-existing__util.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "etcd.sh",
-                        "Path": "shell/kubernetes/etcd.sh",
+                        "Filename": "pre-existing__util.sh",
+                        "Path": "shell/kubernetes/pre-existing__util.sh",
                         "Language": "Shell",
-                        "Architect": "2014 The Kubernetes Authors",
+                        "Architect": "2017 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -440495,9 +442187,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3683.49,
-                        "Y": 157.35,
-                        "Z": -3411.74
+                        "X": 2629.04,
+                        "Y": 267.69,
+                        "Z": -2832.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -440506,167 +442198,97 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 193,
-                        "Coding LOC": 143,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 197.56,
-                        "Control Flow Ratio": "70.7%",
+                        "Total LOC": 46,
+                        "Coding LOC": 21,
+                        "Documentation LOC": 16,
+                        "Structural Magnitude": 43.62,
+                        "Control Flow Ratio": "75.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.544
+                        "Raw Cognitive Density": 0.78
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "89.28%",
-                        "Error & Exception Exposure": "80.0%",
+                        "Cognitive Load Exposure": "53.0%",
+                        "Error & Exception Exposure": "91.01%",
                         "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.61%",
-                        "API Exposure": "3.49%",
-                        "Concurrency Exposure": "98.12%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "7.35%",
+                        "Testing Exposure": "2.74%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "96.08%",
+                        "Commented Logic Exposure": "23.15%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.75%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "kube::etcd::validate",
-                            "Structural Impact": 30.1,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 28,
-                            "End Line": 70
-                        },
-                        {
-                            "Function Name": "kube::etcd::stop",
-                            "Structural Impact": 22.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "91.3%",
-                            "Start Line": 117,
-                            "End Line": 133
-                        },
-                        {
-                            "Function Name": "kube::etcd::install",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 146,
-                            "End Line": 192
-                        },
-                        {
-                            "Function Name": "kube::etcd::start_scraping",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 96,
-                            "End Line": 110
-                        },
-                        {
-                            "Function Name": "kube::etcd::start",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 76,
-                            "End Line": 94
-                        },
-                        {
-                            "Function Name": "kube::etcd::clean_etcd_dir",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 135,
-                            "End Line": 139
-                        },
-                        {
-                            "Function Name": "kube::etcd::version",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "detect-project",
+                            "Structural Impact": 32.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 72,
-                            "End Line": 74
-                        },
-                        {
-                            "Function Name": "kube::etcd::scrape",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 112,
-                            "End Line": 114
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 26,
+                            "End Line": 41
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 36,
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 26,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 192
+                            "End Line": 45
                         },
                         {
-                            "Function Name": "kube::etcd::cleanup",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "create-certs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 141,
-                            "End Line": 144
+                            "Start Line": 43,
+                            "End Line": 45
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 87,
-                        "Sequential Logic Declarations": 36,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 5,
                         "Function Parameters": 3,
-                        "Function/Method Declarations": 9,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 44,
-                        "Type/Safety Bypasses": 16,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 56,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 70,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 6,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 7,
                         "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 14,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 3,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
@@ -440674,25 +442296,25 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 4,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 8,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 3,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 118,
+                        "Structural Space Indentations": 13,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 1,
-                        "Regex Execution": 9,
-                        "Time Date Logic": 3,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -440701,15 +442323,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 29,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 11,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 18,
-                        "Design Short Vars": 4,
-                        "Design Long Vars": 1,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -440719,43 +442341,46 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 2,
-                        "Sec Tainted Injection": 3,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/cluster/common.sh",
+                        "$KUBE_ROOT/hack/lib/util.sh"
+                    ]
                 },
-                "shell/kubernetes/gencerts.sh": {
+                "shell/kubernetes/release.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "gencerts.sh",
-                        "Path": "shell/kubernetes/gencerts.sh",
+                        "Filename": "release.sh",
+                        "Path": "shell/kubernetes/release.sh",
                         "Language": "Shell",
                         "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Mixed (25.0% Spaces / 75.0% Tabs)",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2779.23,
-                        "Y": 314.56,
-                        "Z": -2609.07
+                        "X": 2700.77,
+                        "Y": 240.48,
+                        "Z": -3373.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -440764,73 +442389,233 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 105,
-                        "Coding LOC": 64,
-                        "Documentation LOC": 21,
-                        "Structural Magnitude": 21.48,
-                        "Control Flow Ratio": "71.4%",
+                        "Total LOC": 551,
+                        "Coding LOC": 360,
+                        "Documentation LOC": 101,
+                        "Structural Magnitude": 306.2,
+                        "Control Flow Ratio": "45.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.281
+                        "Raw Cognitive Density": 0.947
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.3%",
-                        "Error & Exception Exposure": "83.79%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.46%",
+                        "Cognitive Load Exposure": "68.76%",
+                        "Error & Exception Exposure": "9.47%",
+                        "Tech Debt Exposure": "99.92%",
+                        "Testing Exposure": "2.45%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "52.5%",
+                        "State Flux Exposure": "99.16%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "kube::release::create_docker_images_for_server",
+                            "Structural Impact": 70.6,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 37,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "61.7%",
+                            "Start Line": 288,
+                            "End Line": 383
+                        },
+                        {
+                            "Function Name": "kube::release::build_conformance_image",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 266,
+                            "End Line": 282
+                        },
+                        {
+                            "Function Name": "kube::release::package_client_tarballs",
+                            "Structural Impact": 18.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "57.7%",
+                            "Start Line": 83,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "kube::release::package_node_tarballs",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 125,
+                            "End Line": 172
+                        },
+                        {
+                            "Function Name": "kube::release::package_test_platform_tarballs",
+                            "Structural Impact": 16.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 425,
+                            "End Line": 464
+                        },
+                        {
+                            "Function Name": "kube::release::package_kube_manifests_tarball",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 386,
+                            "End Line": 422
+                        },
+                        {
+                            "Function Name": "kube::release::package_server_tarballs",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "42.1%",
+                            "Start Line": 204,
+                            "End Line": 248
+                        },
+                        {
+                            "Function Name": "kube::release::package_tarballs",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 43,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "kube::release::package_src_tarball",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 63,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "kube::release::md5",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 250,
+                            "End Line": 256
+                        },
+                        {
+                            "Function Name": "kube::release::sha1",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 258,
+                            "End Line": 264
+                        },
+                        {
+                            "Function Name": "kube::release::build_server_images",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 175,
+                            "End Line": 201
+                        },
+                        {
+                            "Function Name": "kube::release::package_final_tarball",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 497,
+                            "End Line": 538
+                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 16.2,
-                            "Lines of Code (LOC)": 104,
-                            "Control Flow Branches": 10,
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 104
+                            "End Line": 550
+                        },
+                        {
+                            "Function Name": "kube::release::create_tarball",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 543,
+                            "End Line": 550
+                        },
+                        {
+                            "Function Name": "kube::release::package_test_tarballs",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 468,
+                            "End Line": 487
+                        },
+                        {
+                            "Function Name": "kube::release::clean_cruft",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 36,
+                            "End Line": 41
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 125,
+                        "Sequential Logic Declarations": 149,
+                        "Function Parameters": 15,
+                        "Function/Method Declarations": 16,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 5,
+                        "Defensive Programming Constructs": 142,
+                        "Type/Safety Bypasses": 23,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 17,
+                        "I/O and Network Boundaries": 65,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 4,
+                        "State Mutations / Variable Reassignments": 66,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 23,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 3,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 4,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -440840,26 +442625,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 8,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 8,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Thread Synchronization Locks": 16,
+                        "Immutable Data Declarations": 3,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 61,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 3,
-                        "Structural Space Indentations": 1,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 316,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 3,
+                        "Regex Execution": 5,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -440869,15 +442654,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 7,
-                        "Design Snake Case": 6,
+                        "Core Var Decl": 74,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 64,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 10,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 16,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -440893,37 +442678,39 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Entropy": 3,
+                        "Sec Tainted Injection": 3,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "code"
+                    ]
                 },
-                "shell/kubernetes/generate.sh": {
+                "shell/kubernetes/skeleton__util.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "generate.sh",
-                        "Path": "shell/kubernetes/generate.sh",
+                        "Filename": "skeleton__util.sh",
+                        "Path": "shell/kubernetes/skeleton__util.sh",
                         "Language": "Shell",
                         "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4081.85,
-                        "Y": 236.41,
-                        "Z": -3222.4
+                        "X": 3841.73,
+                        "Y": 294.39,
+                        "Z": -2743.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -440932,10 +442719,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 25,
-                        "Coding LOC": 6,
-                        "Documentation LOC": 13,
-                        "Structural Magnitude": 2.32,
+                        "Total LOC": 80,
+                        "Coding LOC": 38,
+                        "Documentation LOC": 27,
+                        "Structural Magnitude": 15.66,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -440946,13 +442733,13 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.33%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.48%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
@@ -440961,26 +442748,146 @@
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 24,
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 40,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "detect-master",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 21,
                             "End Line": 24
+                        },
+                        {
+                            "Function Name": "validate-cluster",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 42,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "detect-node-names",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 27,
+                            "End Line": 29
+                        },
+                        {
+                            "Function Name": "detect-nodes",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 32,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "verify-prereqs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 39
+                        },
+                        {
+                            "Function Name": "kube-up",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 49,
+                            "End Line": 51
+                        },
+                        {
+                            "Function Name": "kube-down",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 54,
+                            "End Line": 56
+                        },
+                        {
+                            "Function Name": "test-build-release",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 61
+                        },
+                        {
+                            "Function Name": "test-setup",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 66
+                        },
+                        {
+                            "Function Name": "test-teardown",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 69,
+                            "End Line": 71
+                        },
+                        {
+                            "Function Name": "prepare-e2e",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 73,
+                            "End Line": 75
+                        },
+                        {
+                            "Function Name": "detect-project",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 77,
+                            "End Line": 79
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 5,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function/Method Declarations": 12,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Defensive Programming Constructs": 2,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
+                        "I/O and Network Boundaries": 12,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -440997,7 +442904,7 @@
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -441008,7 +442915,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 12,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -441019,7 +442926,7 @@
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
+                        "Structural Tab Indentations": 13,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
@@ -441045,7 +442952,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 12,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -441076,22 +442983,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/iks__config-default.sh": {
+                "shell/kubernetes/stage-upload.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "iks__config-default.sh",
-                        "Path": "shell/kubernetes/iks__config-default.sh",
+                        "Filename": "stage-upload.sh",
+                        "Path": "shell/kubernetes/stage-upload.sh",
                         "Language": "Shell",
-                        "Architect": "2018 The Kubernetes Authors",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Architect": "2016 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3440.67,
-                        "Y": 344.61,
-                        "Z": -2389.46
+                        "X": 3175.48,
+                        "Y": 73.15,
+                        "Z": -4060.76
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -441100,27 +443007,27 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 45,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 26.58,
-                        "Control Flow Ratio": "20.0%",
+                        "Total LOC": 69,
+                        "Coding LOC": 33,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 18.76,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.87
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "49.42%",
-                        "Error & Exception Exposure": "53.85%",
-                        "Tech Debt Exposure": "50.0%",
-                        "Testing Exposure": "2.35%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "73.66%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "99.93%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
@@ -441129,43 +443036,53 @@
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 44
+                            "End Line": 68
+                        },
+                        {
+                            "Function Name": "cleanup",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 42,
+                            "End Line": 46
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 16,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 9,
+                        "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 6,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 22,
+                        "State Mutations / Variable Reassignments": 12,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -441176,26 +443093,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 3,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -441205,13 +443122,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 18,
+                        "Core Var Decl": 12,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 18,
+                        "Design Upper Case": 12,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 1,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -441230,7 +443147,7 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 1,
-                        "Sec Tainted Injection": 2,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
@@ -441244,22 +443161,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/kube-addons-main.sh": {
+                "shell/kubernetes/testcerts__gencerts.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "kube-addons-main.sh",
-                        "Path": "shell/kubernetes/kube-addons-main.sh",
+                        "Filename": "testcerts__gencerts.sh",
+                        "Path": "shell/kubernetes/testcerts__gencerts.sh",
                         "Language": "Shell",
-                        "Architect": "2020 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Architect": "2017 The Kubernetes Authors",
+                        "Indentation Style": "Mixed (25.0% Spaces / 75.0% Tabs)",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2969.81,
-                        "Y": 120.87,
-                        "Z": -3663.05
+                        "X": 2630.28,
+                        "Y": 202.31,
+                        "Z": -3572.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -441268,25 +443185,25 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 35,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 50.0,
-                        "Control Flow Ratio": "87.5%",
+                        "Total LOC": 110,
+                        "Coding LOC": 68,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 22.76,
+                        "Control Flow Ratio": "69.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.1
+                        "Raw Cognitive Density": 0.279
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "40.11%",
-                        "Error & Exception Exposure": "75.92%",
+                        "Cognitive Load Exposure": "13.21%",
+                        "Error & Exception Exposure": "83.7%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.76%",
+                        "Testing Exposure": "2.46%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "53.33%",
-                        "State Flux Exposure": "99.93%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "63.21%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
@@ -441296,82 +443213,52 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 13.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 59,
-                            "End Line": 74
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 10,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 104,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 20,
-                            "End Line": 30
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1,
+                            "End Line": 109
                         },
                         {
                             "Function Name": "Anonymous_Block",
                             "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 40,
-                            "End Line": 43
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 50,
-                            "End Line": 53
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 74
+                            "Start Line": 99,
+                            "End Line": 103
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 28,
+                        "Control Flow Branches": 9,
                         "Sequential Logic Declarations": 4,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
+                        "I/O and Network Boundaries": 17,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 12,
+                        "State Mutations / Variable Reassignments": 5,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 2,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -441384,19 +443271,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 3,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 21,
+                        "Structural Tab Indentations": 3,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -441404,7 +443291,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 8,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -441413,9 +443300,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Core Var Decl": 15,
+                        "Design Camel Case": 8,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
                         "Design Short Vars": 0,
@@ -441445,33 +443332,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "/opt/kube-addons.sh",
-                        "is",
-                        "kube-addons.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/log-dump.sh": {
+                "shell/kubernetes/testdata__generate.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "log-dump.sh",
-                        "Path": "shell/kubernetes/log-dump.sh",
+                        "Filename": "testdata__generate.sh",
+                        "Path": "shell/kubernetes/testdata__generate.sh",
                         "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Mixed (99.8% Spaces / 0.2% Tabs)",
+                        "Architect": "2016 The Kubernetes Authors",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2948.83,
-                        "Y": 260.77,
-                        "Z": -2860.73
+                        "X": 2506.23,
+                        "Y": 309.41,
+                        "Z": -2835.56
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -441480,283 +443363,103 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 717,
-                        "Coding LOC": 525,
-                        "Documentation LOC": 116,
-                        "Structural Magnitude": 918.5,
-                        "Control Flow Ratio": "77.1%",
+                        "Total LOC": 25,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 13,
+                        "Structural Magnitude": 2.32,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.567
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "96.33%",
-                        "Error & Exception Exposure": "15.36%",
-                        "Tech Debt Exposure": "86.5%",
-                        "Testing Exposure": "2.9%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.33%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "99.81%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.34%",
-                        "Specification Exposure": "100.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "save-logs",
-                            "Structural Impact": 158.4,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 62,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 163,
-                            "End Line": 244
-                        },
-                        {
-                            "Function Name": "dump_nodes",
-                            "Structural Impact": 114.5,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 77,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.8%",
-                            "Start Line": 418,
-                            "End Line": 501
-                        },
-                        {
-                            "Function Name": "dump_nodes_with_logexporter",
-                            "Structural Impact": 95.3,
-                            "Lines of Code (LOC)": 126,
-                            "Control Flow Branches": 88,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.8%",
-                            "Start Line": 528,
-                            "End Line": 653
-                        },
-                        {
-                            "Function Name": "dump_masters",
-                            "Structural Impact": 43.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "87.0%",
-                            "Start Line": 371,
-                            "End Line": 412
-                        },
-                        {
-                            "Function Name": "copy-logs-from-node",
-                            "Structural Impact": 41.5,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.5%",
-                            "Start Line": 124,
-                            "End Line": 156
-                        },
-                        {
-                            "Function Name": "save-windows-logs-via-ssh",
-                            "Structural Impact": 27.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "73.7%",
-                            "Start Line": 309,
-                            "End Line": 337
-                        },
-                        {
-                            "Function Name": "save-windows-logs-via-diagnostics-tool",
-                            "Structural Impact": 25.3,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "61.9%",
-                            "Start Line": 285,
-                            "End Line": 306
-                        },
-                        {
-                            "Function Name": "save-logs-windows",
-                            "Structural Impact": 25.2,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 342,
-                            "End Line": 360
-                        },
-                        {
-                            "Function Name": "detect_node_failures",
-                            "Structural Impact": 23.6,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 655,
-                            "End Line": 687
-                        },
-                        {
-                            "Function Name": "setup",
-                            "Structural Impact": 20.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 84,
-                            "End Line": 107
-                        },
-                        {
-                            "Function Name": "main",
-                            "Structural Impact": 19.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "89.5%",
-                            "Start Line": 689,
-                            "End Line": 714
-                        },
-                        {
-                            "Function Name": "export-windows-docker-event-log",
-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 248,
-                            "End Line": 263
-                        },
-                        {
-                            "Function Name": "export-windows-docker-images-list",
-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 267,
-                            "End Line": 282
-                        },
-                        {
-                            "Function Name": "find_non_logexported_nodes",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 513,
-                            "End Line": 524
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 122,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "8.0%",
-                            "Start Line": 1,
-                            "End Line": 716
-                        },
-                        {
-                            "Function Name": "log-dump-ssh",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 109,
-                            "End Line": 119
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 34,
-                            "End Line": 38
-                        },
-                        {
-                            "Function Name": "run-in-docker-container",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 364,
-                            "End Line": 369
-                        },
-                        {
-                            "Function Name": "print-deprecation-note",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 24,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 74,
-                            "End Line": 81
+                            "Start Line": 1,
+                            "End Line": 24
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 425,
-                        "Sequential Logic Declarations": 126,
-                        "Function Parameters": 27,
-                        "Function/Method Declarations": 17,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 231,
-                        "Type/Safety Bypasses": 41,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 142,
+                        "I/O and Network Boundaries": 5,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 178,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 63,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 6,
-                        "Scientific & Mathematical Operations": 9,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 3,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 3,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 3,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 1,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 59,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 6,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 4,
-                        "Immutable Data Declarations": 25,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 48,
-                        "Event Listeners & Subscribers": 12,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1,
-                        "Structural Space Indentations": 455,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 25,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 9,
-                        "Regex Execution": 16,
-                        "Time Date Logic": 10,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -441765,15 +443468,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 125,
-                        "Design Camel Case": 1,
-                        "Design Snake Case": 110,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 14,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 8,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -441783,37 +443486,33 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 10,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/cluster/gce/util.sh",
-                        "$KUBE_ROOT/cluster/kube-util.sh",
-                        "$KUBE_ROOT/hack/lib/util.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/node-helper.sh": {
+                "shell/kubernetes/update-codegen.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "node-helper.sh",
-                        "Path": "shell/kubernetes/node-helper.sh",
+                        "Filename": "update-codegen.sh",
+                        "Path": "shell/kubernetes/update-codegen.sh",
                         "Language": "Shell",
-                        "Architect": "2019 The Kubernetes Authors",
+                        "Architect": "2017 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -441821,9 +443520,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4018.96,
-                        "Y": 150.94,
-                        "Z": -3186.54
+                        "X": 2407.42,
+                        "Y": 271.04,
+                        "Z": -3034.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -441832,87 +443531,57 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 59,
-                        "Coding LOC": 29,
-                        "Documentation LOC": 24,
-                        "Structural Magnitude": 22.68,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 39,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 13,
+                        "Structural Magnitude": 13.26,
+                        "Control Flow Ratio": "25.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.48
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "64.57%",
+                        "Cognitive Load Exposure": "25.35%",
+                        "Error & Exception Exposure": "73.66%",
                         "Tech Debt Exposure": "99.33%",
-                        "Testing Exposure": "2.32%",
+                        "Testing Exposure": "2.35%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
+                        "State Flux Exposure": "99.18%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "create-windows-node-instance-template",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 54,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "get-windows-node-instance-metadata-from-file",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 19,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "get-windows-node-instance-metadata",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 50
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
+                            "Control Flow Ratio": "25.0%",
                             "Start Line": 1,
-                            "End Line": 58
+                            "End Line": 38
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 1,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
+                        "I/O and Network Boundaries": 3,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 15,
+                        "State Mutations / Variable Reassignments": 9,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -441924,11 +443593,11 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -441938,7 +443607,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -441946,15 +443615,15 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 4,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 22,
+                        "Structural Space Indentations": 8,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -441967,1678 +443636,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/kubernetes/pre-existing__config-default.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "pre-existing__config-default.sh",
-                        "Path": "shell/kubernetes/pre-existing__config-default.sh",
-                        "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 3837.08,
-                        "Y": 123.37,
-                        "Z": -3772.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 38,
-                        "Coding LOC": 8,
-                        "Documentation LOC": 24,
-                        "Structural Magnitude": 8.66,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "47.86%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.08%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 37
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 7,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
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-                    "1. Artifact Identity": {
-                        "Filename": "pre-existing__util.sh",
-                        "Path": "shell/kubernetes/pre-existing__util.sh",
-                        "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
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-                        "File Fingerprint": {},
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-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.78
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-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "53.0%",
-                        "Error & Exception Exposure": "91.01%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.74%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.08%",
-                        "Commented Logic Exposure": "23.15%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "detect-project",
-                            "Structural Impact": 32.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 26,
-                            "End Line": 41
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 45
-                        },
-                        {
-                            "Function Name": "create-certs",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 43,
-                            "End Line": 45
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 6,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 7,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 4,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 13,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
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-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/cluster/common.sh",
-                        "$KUBE_ROOT/hack/lib/util.sh"
-                    ]
-                },
-                "shell/kubernetes/release.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "release.sh",
-                        "Path": "shell/kubernetes/release.sh",
-                        "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2700.77,
-                        "Y": 240.48,
-                        "Z": -3373.39
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 551,
-                        "Coding LOC": 360,
-                        "Documentation LOC": 101,
-                        "Structural Magnitude": 306.2,
-                        "Control Flow Ratio": "45.6%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.947
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "68.76%",
-                        "Error & Exception Exposure": "9.47%",
-                        "Tech Debt Exposure": "99.92%",
-                        "Testing Exposure": "2.45%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.16%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "kube::release::create_docker_images_for_server",
-                            "Structural Impact": 70.6,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "61.7%",
-                            "Start Line": 288,
-                            "End Line": 383
-                        },
-                        {
-                            "Function Name": "kube::release::build_conformance_image",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 266,
-                            "End Line": 282
-                        },
-                        {
-                            "Function Name": "kube::release::package_client_tarballs",
-                            "Structural Impact": 18.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "57.7%",
-                            "Start Line": 83,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "kube::release::package_node_tarballs",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 125,
-                            "End Line": 172
-                        },
-                        {
-                            "Function Name": "kube::release::package_test_platform_tarballs",
-                            "Structural Impact": 16.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 425,
-                            "End Line": 464
-                        },
-                        {
-                            "Function Name": "kube::release::package_kube_manifests_tarball",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 386,
-                            "End Line": 422
-                        },
-                        {
-                            "Function Name": "kube::release::package_server_tarballs",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "42.1%",
-                            "Start Line": 204,
-                            "End Line": 248
-                        },
-                        {
-                            "Function Name": "kube::release::package_tarballs",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 43,
-                            "End Line": 60
-                        },
-                        {
-                            "Function Name": "kube::release::package_src_tarball",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 63,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "kube::release::md5",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 250,
-                            "End Line": 256
-                        },
-                        {
-                            "Function Name": "kube::release::sha1",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 258,
-                            "End Line": 264
-                        },
-                        {
-                            "Function Name": "kube::release::build_server_images",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 175,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "kube::release::package_final_tarball",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 497,
-                            "End Line": 538
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 550
-                        },
-                        {
-                            "Function Name": "kube::release::create_tarball",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 543,
-                            "End Line": 550
-                        },
-                        {
-                            "Function Name": "kube::release::package_test_tarballs",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 468,
-                            "End Line": 487
-                        },
-                        {
-                            "Function Name": "kube::release::clean_cruft",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 36,
-                            "End Line": 41
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 125,
-                        "Sequential Logic Declarations": 149,
-                        "Function Parameters": 15,
-                        "Function/Method Declarations": 16,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 142,
-                        "Type/Safety Bypasses": 23,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 65,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 66,
-                        "Commented-out Code (Dead Logic)": 0,
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-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 23,
-                        "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 0,
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-                        "Collection Iterators / Comprehensions": 0,
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-                        "Module Dependencies (Imports)": 0,
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-                        "Acknowledged Tech Debt (FIXMEs)": 4,
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-                        "Server-Side Rendering Contexts": 0,
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-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
-                        "Explicit Type Casts": 0,
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-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 16,
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-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 61,
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-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 316,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 3,
-                        "Regex Execution": 5,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 74,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 64,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 10,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 1,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 16,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 3,
-                        "Sec Tainted Injection": 3,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "code"
-                    ]
-                },
-                "shell/kubernetes/skeleton__util.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "skeleton__util.sh",
-                        "Path": "shell/kubernetes/skeleton__util.sh",
-                        "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 3841.73,
-                        "Y": 294.39,
-                        "Z": -2743.04
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 80,
-                        "Coding LOC": 38,
-                        "Documentation LOC": 27,
-                        "Structural Magnitude": 15.66,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.48%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "detect-master",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 21,
-                            "End Line": 24
-                        },
-                        {
-                            "Function Name": "validate-cluster",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 42,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "detect-node-names",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 27,
-                            "End Line": 29
-                        },
-                        {
-                            "Function Name": "detect-nodes",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 32,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "verify-prereqs",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 39
-                        },
-                        {
-                            "Function Name": "kube-up",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 51
-                        },
-                        {
-                            "Function Name": "kube-down",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 54,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "test-build-release",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 61
-                        },
-                        {
-                            "Function Name": "test-setup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 66
-                        },
-                        {
-                            "Function Name": "test-teardown",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 69,
-                            "End Line": 71
-                        },
-                        {
-                            "Function Name": "prepare-e2e",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 73,
-                            "End Line": 75
-                        },
-                        {
-                            "Function Name": "detect-project",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 77,
-                            "End Line": 79
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 12,
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-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 12,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 12,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 13,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/kubernetes/stage-upload.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "stage-upload.sh",
-                        "Path": "shell/kubernetes/stage-upload.sh",
-                        "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 3175.48,
-                        "Y": 73.15,
-                        "Z": -4060.76
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 69,
-                        "Coding LOC": 33,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 18.76,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "73.66%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.93%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 68
-                        },
-                        {
-                            "Function Name": "cleanup",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 42,
-                            "End Line": 46
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 7,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 9,
-                        "Type/Safety Bypasses": 4,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 12,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
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-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
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-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
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-                        "Filename": "testcerts__gencerts.sh",
-                        "Path": "shell/kubernetes/testcerts__gencerts.sh",
-                        "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Mixed (25.0% Spaces / 75.0% Tabs)",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
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-                        "Y": 202.31,
-                        "Z": -3572.4
-                    },
-                    "3. Architectural Profile": {
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 110,
-                        "Coding LOC": 68,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 22.76,
-                        "Control Flow Ratio": "69.2%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.279
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.21%",
-                        "Error & Exception Exposure": "83.7%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.46%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "63.21%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 12.2,
-                            "Lines of Code (LOC)": 104,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 99,
-                            "End Line": 103
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 0,
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-                        "Class/Entity Declarations": 0,
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-                        "State Mutations / Variable Reassignments": 5,
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-                        "Collection Iterators / Comprehensions": 0,
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-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
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-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 3,
-                        "Structural Space Indentations": 1,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 15,
-                        "Design Camel Case": 8,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/kubernetes/testdata__generate.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "testdata__generate.sh",
-                        "Path": "shell/kubernetes/testdata__generate.sh",
-                        "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2506.23,
-                        "Y": 309.41,
-                        "Z": -2835.56
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 25,
-                        "Coding LOC": 6,
-                        "Documentation LOC": 13,
-                        "Structural Magnitude": 2.32,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 24
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
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-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
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-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
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-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
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-                        "Design Camel Case": 0,
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-                        "Design Short Vars": 0,
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-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
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-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
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-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
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-                        "Filename": "update-codegen.sh",
-                        "Path": "shell/kubernetes/update-codegen.sh",
-                        "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
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-                        "X": 2407.42,
-                        "Y": 271.04,
-                        "Z": -3034.2
-                    },
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-                        "Repository Fingerprint": {},
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-                        "File Fingerprint": {},
-                        "Total LOC": 39,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 13,
-                        "Structural Magnitude": 13.26,
-                        "Control Flow Ratio": "25.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.48
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.35%",
-                        "Error & Exception Exposure": "73.66%",
-                        "Tech Debt Exposure": "99.33%",
-                        "Testing Exposure": "2.35%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.18%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1,
-                            "End Line": 38
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
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-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 9,
-                        "Commented-out Code (Dead Logic)": 0,
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-                        "Asynchronous/Concurrent Execution": 0,
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-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
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-                        "Collection Iterators / Comprehensions": 0,
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-                        "Authorship Metadata": 1,
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-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
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-                        "Immutable Data Declarations": 0,
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-                        "Structural Tab Indentations": 0,
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-                        "Cryptography": 0,
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-                        "Cloud LLM API Integrations": 0,
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-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
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@@ -447956,7 +447956,7 @@
             }
         },
         "php/laravel_core": {
-            "Directory Group Magnitude": 5050.5,
+            "Directory Group Magnitude": 5047.5,
             "File Count": 8,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "87.5%",
@@ -447967,7 +447967,7 @@
                 "Error & Exception Exposure": "69.59%",
                 "Tech Debt Exposure": "81.27%",
                 "Testing Exposure": "60.3%",
-                "API Exposure": "6.81%",
+                "API Exposure": "6.8%",
                 "Concurrency Exposure": "1.62%",
                 "State Flux Exposure": "87.48%",
                 "Commented Logic Exposure": "0.62%",
@@ -448148,9 +448148,9 @@
                         "Identity Proof": "Single Indicator (Ext: .php)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3527.22,
+                        "X": 3527.29,
                         "Y": -76.36,
-                        "Z": -9338.09
+                        "Z": -9338.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -448162,7 +448162,7 @@
                         "Total LOC": 1736,
                         "Coding LOC": 763,
                         "Documentation LOC": 748,
-                        "Structural Magnitude": 566.76,
+                        "Structural Magnitude": 563.76,
                         "Control Flow Ratio": "20.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -448175,7 +448175,7 @@
                         "Error & Exception Exposure": "73.69%",
                         "Tech Debt Exposure": "98.18%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.17%",
+                        "API Exposure": "9.04%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.93%",
                         "Commented Logic Exposure": "0.0%",
@@ -449238,7 +449238,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 97,
+                        "Exposed API / Public Exports": 94,
                         "State Mutations / Variable Reassignments": 186,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 128,
@@ -455751,7 +455751,7 @@
             }
         },
         "matlab/eeglab": {
-            "Directory Group Magnitude": 4928.24,
+            "Directory Group Magnitude": 4951.24,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "85.7%",
@@ -455762,14 +455762,14 @@
                 "Error & Exception Exposure": "79.69%",
                 "Tech Debt Exposure": "4.31%",
                 "Testing Exposure": "46.43%",
-                "API Exposure": "0.0%",
+                "API Exposure": "3.64%",
                 "Concurrency Exposure": "11.52%",
                 "State Flux Exposure": "84.53%",
                 "Commented Logic Exposure": "9.02%",
                 "Specification Exposure": "78.57%",
                 "Instability Exposure": "42.86%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "1.7%",
+                "Documentation Exposure": "10.22%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -455786,9 +455786,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6579.33,
-                        "Y": 172.08,
-                        "Z": -5075.23
+                        "X": -6579.43,
+                        "Y": 172.1,
+                        "Z": -5075.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -455943,9 +455943,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6955.49,
-                        "Y": 31.77,
-                        "Z": -5530.17
+                        "X": -6955.77,
+                        "Y": 31.74,
+                        "Z": -5530.27
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -455957,7 +455957,7 @@
                         "Total LOC": 193,
                         "Coding LOC": 115,
                         "Documentation LOC": 61,
-                        "Structural Magnitude": 208.7,
+                        "Structural Magnitude": 210.7,
                         "Control Flow Ratio": "58.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -455970,14 +455970,14 @@
                         "Error & Exception Exposure": "99.58%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "4.17%",
                         "Concurrency Exposure": "80.67%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -456013,7 +456013,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 124,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -456121,9 +456121,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6470.31,
+                        "X": -6470.39,
                         "Y": 134.89,
-                        "Z": -5518.91
+                        "Z": -5518.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -456135,7 +456135,7 @@
                         "Total LOC": 2293,
                         "Coding LOC": 1724,
                         "Documentation LOC": 356,
-                        "Structural Magnitude": 2012.98,
+                        "Structural Magnitude": 2025.98,
                         "Control Flow Ratio": "57.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -456148,7 +456148,7 @@
                         "Error & Exception Exposure": "96.68%",
                         "Tech Debt Exposure": "10.41%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "6.82%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.62%",
@@ -456911,7 +456911,7 @@
                         "Type/Safety Bypasses": 39,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 13,
                         "State Mutations / Variable Reassignments": 1177,
                         "Commented-out Code (Dead Logic)": 9,
                         "Structured Documentation Blocks": 0,
@@ -457019,9 +457019,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5991.76,
-                        "Y": 121.13,
-                        "Z": -5729.72
+                        "X": -5991.24,
+                        "Y": 121.11,
+                        "Z": -5730.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -457033,7 +457033,7 @@
                         "Total LOC": 15,
                         "Coding LOC": 13,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 14.06,
+                        "Structural Magnitude": 15.06,
                         "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -457046,14 +457046,14 @@
                         "Error & Exception Exposure": "66.5%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.38%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "91.68%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -457079,7 +457079,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -457187,9 +457187,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6178.65,
-                        "Y": 256.79,
-                        "Z": -5044.19
+                        "X": -6178.64,
+                        "Y": 256.83,
+                        "Z": -5044.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -457201,7 +457201,7 @@
                         "Total LOC": 432,
                         "Coding LOC": 293,
                         "Documentation LOC": 102,
-                        "Structural Magnitude": 450.06,
+                        "Structural Magnitude": 452.06,
                         "Control Flow Ratio": "54.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -457214,14 +457214,14 @@
                         "Error & Exception Exposure": "96.81%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.6%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "3.62%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.02%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -457377,7 +457377,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 260,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -457485,9 +457485,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6793.57,
-                        "Y": 143.19,
-                        "Z": -5267.91
+                        "X": -6793.74,
+                        "Y": 143.2,
+                        "Z": -5267.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -457499,7 +457499,7 @@
                         "Total LOC": 1582,
                         "Coding LOC": 1142,
                         "Documentation LOC": 354,
-                        "Structural Magnitude": 1694.74,
+                        "Structural Magnitude": 1696.74,
                         "Control Flow Ratio": "61.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -457512,14 +457512,14 @@
                         "Error & Exception Exposure": "99.46%",
                         "Tech Debt Exposure": "8.91%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "2.98%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "32.64%",
                         "Specification Exposure": "50.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -457735,7 +457735,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 1088,
                         "Commented-out Code (Dead Logic)": 40,
                         "Structured Documentation Blocks": 5,
@@ -457843,9 +457843,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6462.0,
-                        "Y": -12.94,
-                        "Z": -5894.72
+                        "X": -6462.06,
+                        "Y": -12.98,
+                        "Z": -5894.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -457857,7 +457857,7 @@
                         "Total LOC": 606,
                         "Coding LOC": 382,
                         "Documentation LOC": 175,
-                        "Structural Magnitude": 546.64,
+                        "Structural Magnitude": 549.64,
                         "Control Flow Ratio": "61.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -457870,14 +457870,14 @@
                         "Error & Exception Exposure": "98.77%",
                         "Tech Debt Exposure": "10.84%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "4.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "9.47%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -458163,7 +458163,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 3,
                         "State Mutations / Variable Reassignments": 357,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
@@ -460436,9 +460436,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 8095.24,
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                         "Y": 139.99,
-                        "Z": 6976.33
+                        "Z": 6976.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -460648,9 +460648,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7848.06,
+                        "X": 7847.78,
                         "Y": 123.16,
-                        "Z": 5836.67
+                        "Z": 5836.44
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -461340,9 +461340,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7464.98,
+                        "X": 7464.7,
                         "Y": 229.78,
-                        "Z": 6895.3
+                        "Z": 6895.07
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -462085,9 +462085,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7779.91,
+                        "X": 7779.62,
                         "Y": 160.25,
-                        "Z": 6576.19
+                        "Z": 6575.96
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -472843,7 +472843,7 @@
             }
         },
         "go/kubernetes": {
-            "Directory Group Magnitude": 4354.76,
+            "Directory Group Magnitude": 4190.76,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -472853,14 +472853,14 @@
                 "Error & Exception Exposure": "86.68%",
                 "Tech Debt Exposure": "37.33%",
                 "Testing Exposure": "57.83%",
-                "API Exposure": "2.55%",
+                "API Exposure": "1.25%",
                 "Concurrency Exposure": "39.22%",
                 "State Flux Exposure": "91.45%",
                 "Commented Logic Exposure": "4.41%",
                 "Specification Exposure": "85.37%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "37.23%",
+                "Documentation Exposure": "15.9%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -472877,9 +472877,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6143.18,
-                        "Y": -66.18,
-                        "Z": -6690.24
+                        "X": -6140.13,
+                        "Y": -66.42,
+                        "Z": -6688.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -472891,7 +472891,7 @@
                         "Total LOC": 1000,
                         "Coding LOC": 754,
                         "Documentation LOC": 100,
-                        "Structural Magnitude": 814.18,
+                        "Structural Magnitude": 789.18,
                         "Control Flow Ratio": "49.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -472904,14 +472904,14 @@
                         "Error & Exception Exposure": "87.07%",
                         "Tech Debt Exposure": "79.08%",
                         "Testing Exposure": "2.48%",
-                        "API Exposure": "2.07%",
+                        "API Exposure": "1.03%",
                         "Concurrency Exposure": "74.67%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.12%",
                         "Specification Exposure": "97.56%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "46.2%",
+                        "Documentation Exposure": "19.09%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -473317,7 +473317,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 54,
+                        "Exposed API / Public Exports": 29,
                         "State Mutations / Variable Reassignments": 392,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 40,
@@ -473454,9 +473454,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5526.26,
-                        "Y": -114.19,
-                        "Z": -6746.14
+                        "X": -5524.39,
+                        "Y": -114.2,
+                        "Z": -6743.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -473888,9 +473888,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5354.97,
-                        "Y": -282.71,
-                        "Z": -7406.03
+                        "X": -5355.01,
+                        "Y": -282.1,
+                        "Z": -7401.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -473902,7 +473902,7 @@
                         "Total LOC": 323,
                         "Coding LOC": 254,
                         "Documentation LOC": 38,
-                        "Structural Magnitude": 235.58,
+                        "Structural Magnitude": 194.58,
                         "Control Flow Ratio": "51.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -473915,14 +473915,14 @@
                         "Error & Exception Exposure": "83.49%",
                         "Tech Debt Exposure": "91.47%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "6.03%",
+                        "API Exposure": "0.88%",
                         "Concurrency Exposure": "73.32%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.17%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "98.45%",
+                        "Documentation Exposure": "13.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -474038,7 +474038,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 49,
+                        "Exposed API / Public Exports": 8,
                         "State Mutations / Variable Reassignments": 90,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 15,
@@ -474173,9 +474173,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5982.0,
-                        "Y": -62.78,
-                        "Z": -6520.82
+                        "X": -5979.56,
+                        "Y": -62.9,
+                        "Z": -6518.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -474334,9 +474334,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5883.19,
+                        "X": -5880.91,
                         "Y": -181.22,
-                        "Z": -6934.69
+                        "Z": -6931.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -474348,7 +474348,7 @@
                         "Total LOC": 1791,
                         "Coding LOC": 1305,
                         "Documentation LOC": 312,
-                        "Structural Magnitude": 1369.4,
+                        "Structural Magnitude": 1308.4,
                         "Control Flow Ratio": "80.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -474361,14 +474361,14 @@
                         "Error & Exception Exposure": "93.18%",
                         "Tech Debt Exposure": "17.35%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.48%",
+                        "API Exposure": "0.21%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.12%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -474664,7 +474664,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 76,
+                        "Exposed API / Public Exports": 15,
                         "State Mutations / Variable Reassignments": 688,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 138,
@@ -474812,9 +474812,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5819.18,
-                        "Y": -178.55,
-                        "Z": -7589.88
+                        "X": -5816.98,
+                        "Y": -178.39,
+                        "Z": -7586.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -474826,7 +474826,7 @@
                         "Total LOC": 997,
                         "Coding LOC": 705,
                         "Documentation LOC": 193,
-                        "Structural Magnitude": 806.0,
+                        "Structural Magnitude": 785.0,
                         "Control Flow Ratio": "54.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -474839,7 +474839,7 @@
                         "Error & Exception Exposure": "92.87%",
                         "Tech Debt Exposure": "12.84%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.9%",
+                        "API Exposure": "0.17%",
                         "Concurrency Exposure": "78.38%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.13%",
@@ -475122,7 +475122,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 29,
+                        "Exposed API / Public Exports": 8,
                         "State Mutations / Variable Reassignments": 398,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 69,
@@ -475270,9 +475270,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6339.43,
-                        "Y": -39.73,
-                        "Z": -7209.78
+                        "X": -6336.14,
+                        "Y": -39.87,
+                        "Z": -7206.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -475284,7 +475284,7 @@
                         "Total LOC": 676,
                         "Coding LOC": 473,
                         "Documentation LOC": 113,
-                        "Structural Magnitude": 538.26,
+                        "Structural Magnitude": 522.26,
                         "Control Flow Ratio": "51.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -475297,14 +475297,14 @@
                         "Error & Exception Exposure": "93.94%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.65%",
+                        "API Exposure": "1.75%",
                         "Concurrency Exposure": "48.19%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "52.59%",
+                        "Documentation Exposure": "23.25%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -475530,7 +475530,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 50,
+                        "Exposed API / Public Exports": 34,
                         "State Mutations / Variable Reassignments": 271,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 59,
@@ -475669,7 +475669,7 @@
             }
         },
         "dockerfile/moby/builder/dockerfile": {
-            "Directory Group Magnitude": 4177.19,
+            "Directory Group Magnitude": 4119.19,
             "File Count": 18,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -475679,14 +475679,14 @@
                 "Error & Exception Exposure": "76.83%",
                 "Tech Debt Exposure": "64.84%",
                 "Testing Exposure": "36.91%",
-                "API Exposure": "1.02%",
+                "API Exposure": "0.53%",
                 "Concurrency Exposure": "10.58%",
                 "State Flux Exposure": "88.89%",
                 "Commented Logic Exposure": "4.08%",
                 "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "23.28%",
+                "Documentation Exposure": "11.79%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -476016,9 +476016,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 355.52,
-                        "Y": 47.69,
-                        "Z": -4582.0
+                        "X": 355.34,
+                        "Y": 47.64,
+                        "Z": -4582.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -476030,7 +476030,7 @@
                         "Total LOC": 390,
                         "Coding LOC": 315,
                         "Documentation LOC": 28,
-                        "Structural Magnitude": 418.2,
+                        "Structural Magnitude": 408.2,
                         "Control Flow Ratio": "51.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -476043,14 +476043,14 @@
                         "Error & Exception Exposure": "96.68%",
                         "Tech Debt Exposure": "44.08%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.21%",
+                        "API Exposure": "1.19%",
                         "Concurrency Exposure": "69.5%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "54.29%",
+                        "Documentation Exposure": "26.46%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -476186,7 +476186,7 @@
                         "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 24,
+                        "Exposed API / Public Exports": 14,
                         "State Mutations / Variable Reassignments": 226,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 14,
@@ -476678,9 +476678,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -42.37,
-                        "Y": 36.9,
-                        "Z": -4201.08
+                        "X": -42.34,
+                        "Y": 36.88,
+                        "Z": -4201.19
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -476692,7 +476692,7 @@
                         "Total LOC": 137,
                         "Coding LOC": 113,
                         "Documentation LOC": 5,
-                        "Structural Magnitude": 201.26,
+                        "Structural Magnitude": 199.26,
                         "Control Flow Ratio": "37.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -476705,14 +476705,14 @@
                         "Error & Exception Exposure": "97.15%",
                         "Tech Debt Exposure": "97.82%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.91%",
+                        "API Exposure": "1.25%",
                         "Concurrency Exposure": "100.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "42.08%",
+                        "Documentation Exposure": "28.47%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -476798,7 +476798,7 @@
                         "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 7,
+                        "Exposed API / Public Exports": 5,
                         "State Mutations / Variable Reassignments": 86,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 4,
@@ -476918,8 +476918,8 @@
                     },
                     "2. Topological Coordinates": {
                         "X": 155.29,
-                        "Y": -139.31,
-                        "Z": -5122.52
+                        "Y": -139.3,
+                        "Z": -5122.47
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -476931,7 +476931,7 @@
                         "Total LOC": 553,
                         "Coding LOC": 436,
                         "Documentation LOC": 52,
-                        "Structural Magnitude": 491.82,
+                        "Structural Magnitude": 489.82,
                         "Control Flow Ratio": "49.5%",
                         "Popularity Rank": 6,
                         "Raw Churn Frequency": 0.0,
@@ -476944,14 +476944,14 @@
                         "Error & Exception Exposure": "88.38%",
                         "Tech Debt Exposure": "23.48%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.7%",
+                        "API Exposure": "0.54%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.5%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.85%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -477177,7 +477177,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 11,
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                         "State Mutations / Variable Reassignments": 240,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 19,
@@ -477681,9 +477681,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -226.2,
+                        "X": -226.17,
                         "Y": 12.06,
-                        "Z": -4458.12
+                        "Z": -4458.15
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -477695,7 +477695,7 @@
                         "Total LOC": 762,
                         "Coding LOC": 541,
                         "Documentation LOC": 139,
-                        "Structural Magnitude": 812.82,
+                        "Structural Magnitude": 810.82,
                         "Control Flow Ratio": "57.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -477708,14 +477708,14 @@
                         "Error & Exception Exposure": "97.24%",
                         "Tech Debt Exposure": "95.15%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.04%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -478021,7 +478021,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 467,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 64,
@@ -478845,9 +478845,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 666.32,
-                        "Y": 64.99,
-                        "Z": -4683.12
+                        "X": 665.69,
+                        "Y": 64.93,
+                        "Z": -4683.35
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -478859,7 +478859,7 @@
                         "Total LOC": 133,
                         "Coding LOC": 109,
                         "Documentation LOC": 5,
-                        "Structural Magnitude": 113.18,
+                        "Structural Magnitude": 106.18,
                         "Control Flow Ratio": "39.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -478872,14 +478872,14 @@
                         "Error & Exception Exposure": "90.55%",
                         "Tech Debt Exposure": "78.32%",
                         "Testing Exposure": "2.47%",
-                        "API Exposure": "3.34%",
+                        "API Exposure": "1.36%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "85.17%",
+                        "Documentation Exposure": "39.59%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -478985,7 +478985,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 13,
+                        "Exposed API / Public Exports": 6,
                         "State Mutations / Variable Reassignments": 59,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 2,
@@ -479317,9 +479317,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -392.06,
-                        "Y": -84.98,
-                        "Z": -4761.64
+                        "X": -391.06,
+                        "Y": -84.92,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -479331,7 +479331,7 @@
                         "Total LOC": 391,
                         "Coding LOC": 288,
                         "Documentation LOC": 48,
-                        "Structural Magnitude": 340.06,
+                        "Structural Magnitude": 312.06,
                         "Control Flow Ratio": "44.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -479344,14 +479344,14 @@
                         "Error & Exception Exposure": "94.23%",
                         "Tech Debt Exposure": "82.29%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.77%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "70.31%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -479587,7 +479587,7 @@
                         "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 28,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 176,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 8,
@@ -479913,9 +479913,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -539.25,
-                        "Y": -9.17,
-                        "Z": -4549.84
+                        "X": -538.54,
+                        "Y": -9.21,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -479927,7 +479927,7 @@
                         "Total LOC": 121,
                         "Coding LOC": 84,
                         "Documentation LOC": 13,
-                        "Structural Magnitude": 96.98,
+                        "Structural Magnitude": 89.98,
                         "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -479940,14 +479940,14 @@
                         "Error & Exception Exposure": "85.81%",
                         "Tech Debt Exposure": "26.66%",
                         "Testing Exposure": "2.56%",
-                        "API Exposure": "2.24%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.77%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -479993,7 +479993,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 43,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 9,
@@ -480274,7 +480274,7 @@
             }
         },
         "powershell/roslyn": {
-            "Directory Group Magnitude": 4041.56,
+            "Directory Group Magnitude": 4040.56,
             "File Count": 21,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "95.2%",
@@ -480285,14 +480285,14 @@
                 "Error & Exception Exposure": "77.58%",
                 "Tech Debt Exposure": "10.02%",
                 "Testing Exposure": "13.31%",
-                "API Exposure": "1.32%",
+                "API Exposure": "1.23%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "90.04%",
                 "Commented Logic Exposure": "1.33%",
                 "Specification Exposure": "33.33%",
                 "Instability Exposure": "47.62%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "4.33%",
+                "Documentation Exposure": "3.76%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -481389,9 +481389,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4800.39,
+                        "X": 4800.4,
                         "Y": -130.4,
-                        "Z": -1975.05
+                        "Z": -1975.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -481403,7 +481403,7 @@
                         "Total LOC": 1477,
                         "Coding LOC": 1173,
                         "Documentation LOC": 135,
-                        "Structural Magnitude": 1166.76,
+                        "Structural Magnitude": 1165.76,
                         "Control Flow Ratio": "94.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -481416,14 +481416,14 @@
                         "Error & Exception Exposure": "99.14%",
                         "Tech Debt Exposure": "12.5%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.9%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.32%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -481499,7 +481499,7 @@
                         "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 989,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 12,
@@ -488363,9 +488363,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6455.79,
+                        "X": 6455.12,
                         "Y": 204.5,
-                        "Z": -5316.63
+                        "Z": -5316.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -488834,9 +488834,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5830.28,
+                        "X": 5829.61,
                         "Y": 205.86,
-                        "Z": -5418.13
+                        "Z": -5417.5
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -489138,9 +489138,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6131.79,
+                        "X": 6131.12,
                         "Y": 54.48,
-                        "Z": -6129.56
+                        "Z": -6128.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -489529,9 +489529,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6148.56,
+                        "X": 6147.88,
                         "Y": 177.39,
-                        "Z": -5903.73
+                        "Z": -5903.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -509833,45 +509833,44 @@
                 }
             }
         },
-        "c/doom": {
-            "Directory Group Magnitude": 3453.0,
-            "File Count": 13,
+        "python/fastapi/fastapi": {
+            "Directory Group Magnitude": 3292.3,
+            "File Count": 23,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "84.6%",
-                "Static: Literature & Documentation": "15.4%"
+                "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "32.13%",
-                "Error & Exception Exposure": "60.76%",
-                "Tech Debt Exposure": "14.87%",
-                "Testing Exposure": "31.86%",
-                "API Exposure": "10.04%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "63.06%",
-                "Commented Logic Exposure": "8.0%",
-                "Specification Exposure": "76.92%",
-                "Instability Exposure": "42.31%",
+                "Cognitive Load Exposure": "6.12%",
+                "Error & Exception Exposure": "39.91%",
+                "Tech Debt Exposure": "6.79%",
+                "Testing Exposure": "15.76%",
+                "API Exposure": "2.42%",
+                "Concurrency Exposure": "15.17%",
+                "State Flux Exposure": "15.13%",
+                "Commented Logic Exposure": "0.21%",
+                "Specification Exposure": "60.87%",
+                "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "69.97%",
+                "Documentation Exposure": "14.88%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "c/doom/d_main.c": {
+                "python/fastapi/fastapi/__init__.py": {
                     "1. Artifact Identity": {
-                        "Filename": "d_main.c",
-                        "Path": "c/doom/d_main.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (58.4% Spaces / 41.6% Tabs)",
+                        "Filename": "__init__.py",
+                        "Path": "python/fastapi/fastapi/__init__.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5831.89,
-                        "Y": -150.43,
-                        "Z": -5658.82
+                        "X": 3127.42,
+                        "Y": -258.21,
+                        "Z": 2664.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -509880,215 +509879,84 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1172,
-                        "Coding LOC": 788,
-                        "Documentation LOC": 175,
-                        "Structural Magnitude": 876.16,
-                        "Control Flow Ratio": "72.8%",
+                        "Total LOC": 26,
+                        "Coding LOC": 21,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 15.42,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.367
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "92.18%",
-                        "Error & Exception Exposure": "98.61%",
-                        "Tech Debt Exposure": "18.47%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "12.62%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.34%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "95.68%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "D_DoomMain",
-                            "Structural Impact": 107.8,
-                            "Lines of Code (LOC)": 376,
-                            "Control Flow Branches": 88,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.0%",
-                            "Start Line": 796,
-                            "End Line": 1171
-                        },
-                        {
-                            "Function Name": "D_Display",
-                            "Structural Impact": 55.6,
-                            "Lines of Code (LOC)": 153,
-                            "Control Flow Branches": 47,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "77.0%",
-                            "Start Line": 193,
-                            "End Line": 345
-                        },
-                        {
-                            "Function Name": "D_DoAdvanceDemo",
-                            "Structural Impact": 29.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 454,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "IdentifyVersion",
-                            "Structural Impact": 23.8,
-                            "Lines of Code (LOC)": 155,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 563,
-                            "End Line": 717
-                        },
-                        {
-                            "Function Name": "FindResponseFile",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 722,
-                            "End Line": 790
-                        },
-                        {
-                            "Function Name": "D_DoomLoop",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 354,
-                            "End Line": 407
-                        },
-                        {
-                            "Function Name": "D_ProcessEvents",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 161,
-                            "End Line": 177
-                        },
-                        {
-                            "Function Name": "D_AddFile",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 543,
-                            "End Line": 555
-                        },
-                        {
-                            "Function Name": "D_PageTicker",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 423,
-                            "End Line": 427
-                        },
-                        {
-                            "Function Name": "D_PostEvent",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 150,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "D_StartTitle",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 525,
-                            "End Line": 530
-                        },
-                        {
-                            "Function Name": "D_PageDrawer",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 434,
-                            "End Line": 437
-                        },
-                        {
-                            "Function Name": "D_AdvanceDemo",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 444,
-                            "End Line": 447
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 203,
-                        "Sequential Logic Declarations": 76,
-                        "Function Parameters": 32,
-                        "Function/Method Declarations": 13,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 60,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 26,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 113,
-                        "State Mutations / Variable Reassignments": 484,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 13,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 30,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 20,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 5,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 7,
-                        "Pointer Arithmetic & Addressing": 15,
-                        "Manual Memory Allocation": 8,
+                        "Dependency Injection Constructs": 2,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 33,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 7,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 219,
-                        "Structural Space Indentations": 308,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510105,12 +509973,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 131,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 131,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 18,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -510137,60 +510005,40 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 30,
+                        "Direct Upstream (Fragility)": 10,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "am_map.h",
-                        "d_main.h",
-                        "doomdef.h",
-                        "doomstat.h",
-                        "dstrings.h",
-                        "f_finale.h",
-                        "f_wipe.h",
-                        "fcntl.h",
-                        "g_game.h",
-                        "hu_stuff.h",
-                        "i_sound.h",
-                        "i_system.h",
-                        "i_video.h",
-                        "m_argv.h",
-                        "m_menu.h",
-                        "m_misc.h",
-                        "p_setup.h",
-                        "r_local.h",
-                        "s_sound.h",
-                        "sounds.h",
-                        "st_stuff.h",
-                        "stdio.h",
-                        "stdlib.h",
-                        "sys/stat.h",
-                        "sys/types.h",
-                        "unistd.h",
-                        "v_video.h",
-                        "w_wad.h",
-                        "wi_stuff.h",
-                        "z_zone.h"
+                        ".applications",
+                        ".background",
+                        ".datastructures",
+                        ".exceptions",
+                        ".param_functions",
+                        ".requests",
+                        ".responses",
+                        ".routing",
+                        ".websockets",
+                        "starlette"
                     ]
                 },
-                "c/doom/doomdef.h": {
+                "python/fastapi/fastapi/__main__.py": {
                     "1. Artifact Identity": {
-                        "Filename": "doomdef.h",
-                        "Path": "c/doom/doomdef.h",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Spaces",
+                        "Filename": "__main__.py",
+                        "Path": "python/fastapi/fastapi/__main__.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4947.41,
-                        "Y": -240.07,
-                        "Z": -5691.39
+                        "X": 2443.89,
+                        "Y": -218.58,
+                        "Z": 3754.92
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -510199,12 +510047,12 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 339,
-                        "Coding LOC": 134,
-                        "Documentation LOC": 120,
-                        "Structural Magnitude": 32.68,
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 11.04,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 6,
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -510212,34 +510060,34 @@
                     },
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "58.68%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "8.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "28.75%",
-                        "Commented Logic Exposure": "7.81%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 21,
+                        "Sequential Logic Declarations": 2,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 11,
+                        "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 10,
-                        "State Mutations / Variable Reassignments": 5,
-                        "Commented-out Code (Dead Logic)": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -510251,15 +510099,15 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 42,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
@@ -510276,7 +510124,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 58,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510293,11 +510141,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -510325,32 +510173,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 6
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "stdio.h",
-                        "string.h"
+                        "fastapi.cli"
                     ]
                 },
-                "c/doom/i_system.c": {
+                "python/fastapi/fastapi/applications.py": {
                     "1. Artifact Identity": {
-                        "Filename": "i_system.c",
-                        "Path": "c/doom/i_system.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (95.2% Spaces / 4.8% Tabs)",
+                        "Filename": "applications.py",
+                        "Path": "python/fastapi/fastapi/applications.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "Starlette",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5821.26,
-                        "Y": 41.27,
-                        "Z": -6522.59
+                        "X": 2549.13,
+                        "Y": -204.67,
+                        "Z": 3293.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -510359,205 +510207,405 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 184,
-                        "Coding LOC": 107,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 70.34,
-                        "Control Flow Ratio": "16.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 4750,
+                        "Coding LOC": 1843,
+                        "Documentation LOC": 2240,
+                        "Structural Magnitude": 493.96,
+                        "Control Flow Ratio": "18.9%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.47
+                        "Raw Cognitive Density": 0.104
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.57%",
-                        "Error & Exception Exposure": "77.35%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "11.89%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.75%",
-                        "Commented Logic Exposure": "7.51%",
+                        "Cognitive Load Exposure": "3.52%",
+                        "Error & Exception Exposure": "62.44%",
+                        "Tech Debt Exposure": "8.59%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "7.55%",
+                        "Concurrency Exposure": "14.89%",
+                        "State Flux Exposure": "17.15%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.58%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "I_WaitVBL",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
+                            "Function Name": "__init__",
+                            "Structural Impact": 110.7,
+                            "Lines of Code (LOC)": 960,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 39,
+                            "Control Flow Ratio": "70.6%",
+                            "Start Line": 61,
+                            "End Line": 1020
+                        },
+                        {
+                            "Function Name": "setup",
+                            "Structural Impact": 19.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "55.0%",
+                            "Start Line": 1105,
+                            "End Line": 1158
+                        },
+                        {
+                            "Function Name": "get",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1567,
+                            "End Line": 1938
+                        },
+                        {
+                            "Function Name": "put",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 377,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1940,
+                            "End Line": 2316
+                        },
+                        {
+                            "Function Name": "post",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 377,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2318,
+                            "End Line": 2694
+                        },
+                        {
+                            "Function Name": "delete",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2696,
+                            "End Line": 3067
+                        },
+                        {
+                            "Function Name": "options",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3069,
+                            "End Line": 3440
+                        },
+                        {
+                            "Function Name": "head",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3442,
+                            "End Line": 3813
+                        },
+                        {
+                            "Function Name": "patch",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 377,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3815,
+                            "End Line": 4191
+                        },
+                        {
+                            "Function Name": "trace",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4193,
+                            "End Line": 4564
+                        },
+                        {
+                            "Function Name": "include_router",
+                            "Structural Impact": 14.4,
+                            "Lines of Code (LOC)": 204,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1362,
+                            "End Line": 1565
+                        },
+                        {
+                            "Function Name": "build_middleware_stack",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 126,
-                            "End Line": 137
+                            "Start Line": 1022,
+                            "End Line": 1070
                         },
                         {
-                            "Function Name": "I_Error",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 22,
+                            "Function Name": "api_route",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1222,
+                            "End Line": 1280
+                        },
+                        {
+                            "Function Name": "add_api_route",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 25,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1165,
+                            "End Line": 1220
+                        },
+                        {
+                            "Function Name": "openapi",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1108,
+                            "End Line": 1118
+                        },
+                        {
+                            "Function Name": "websocket",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1297,
+                            "End Line": 1360
+                        },
+                        {
+                            "Function Name": "__call__",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1160,
+                            "End Line": 1163
+                        },
+                        {
+                            "Function Name": "vibe",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4566,
+                            "End Line": 4618
+                        },
+                        {
+                            "Function Name": "openapi",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 32,
                             "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1072,
+                            "End Line": 1103
+                        },
+                        {
+                            "Function Name": "middleware",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 162,
-                            "End Line": 183
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4658,
+                            "End Line": 4702
                         },
                         {
-                            "Function Name": "I_GetTime",
-                            "Structural Impact": 2.6,
+                            "Function Name": "exception_handler",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4704,
+                            "End Line": 4749
+                        },
+                        {
+                            "Function Name": "swagger_ui_html",
+                            "Structural Impact": 3.5,
                             "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 88,
-                            "End Line": 100
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1123,
+                            "End Line": 1135
                         },
                         {
-                            "Function Name": "I_Tactile",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "add_api_websocket_route",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 54,
-                            "End Line": 62
+                            "Start Line": 1282,
+                            "End Line": 1295
                         },
                         {
-                            "Function Name": "I_AllocLow",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "decorator",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 28,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 147,
-                            "End Line": 154
+                            "Start Line": 1251,
+                            "End Line": 1278
                         },
                         {
-                            "Function Name": "I_ZoneBase",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "on_event",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 76,
-                            "End Line": 80
+                            "Start Line": 4637,
+                            "End Line": 4656
                         },
                         {
-                            "Function Name": "I_Quit",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "websocket_route",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 116,
-                            "End Line": 124
+                            "Start Line": 4620,
+                            "End Line": 4627
                         },
                         {
-                            "Function Name": "I_BaseTiccmd",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "decorator",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 68
+                            "Start Line": 1351,
+                            "End Line": 1358
                         },
                         {
-                            "Function Name": "I_GetHeapSize",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "redoc_html",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 71,
-                            "End Line": 74
+                            "Start Line": 1151,
+                            "End Line": 1156
                         },
                         {
-                            "Function Name": "I_Init",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "decorator",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 107,
-                            "End Line": 111
+                            "Start Line": 4623,
+                            "End Line": 4625
                         },
                         {
-                            "Function Name": "I_BeginRead",
-                            "Structural Impact": 1.1,
+                            "Function Name": "decorator",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 141
+                            "Start Line": 4698,
+                            "End Line": 4700
                         },
                         {
-                            "Function Name": "I_EndRead",
-                            "Structural Impact": 1.1,
+                            "Function Name": "decorator",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 143,
-                            "End Line": 145
+                            "Start Line": 4745,
+                            "End Line": 4747
+                        },
+                        {
+                            "Function Name": "swagger_ui_redirect",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1141,
+                            "End Line": 1142
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 4,
-                        "Sequential Logic Declarations": 21,
-                        "Function Parameters": 12,
-                        "Function/Method Declarations": 12,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 129,
+                        "Function Parameters": 32,
+                        "Function/Method Declarations": 32,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 58,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 27,
-                        "State Mutations / Variable Reassignments": 16,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 32,
+                        "State Mutations / Variable Reassignments": 38,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 261,
+                        "Unit Test Assertions": 2,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 138,
+                        "Collection Iterators / Comprehensions": 2,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 27,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 6,
-                        "Pointer Arithmetic & Addressing": 6,
-                        "Manual Memory Allocation": 2,
+                        "Server-Side Rendering Contexts": 15,
+                        "Event Publishers / Emitters": 2,
+                        "Dependency Injection Constructs": 15,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 2,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
-                        "Event Listeners & Subscribers": 0,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 3,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2,
-                        "Structural Space Indentations": 40,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1811,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510565,7 +510613,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -510573,14 +510621,14 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 6,
+                        "Vectorized Math & Tensor Operations": 1,
+                        "Core Var Decl": 340,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 305,
+                        "Design Pascal Case": 35,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 44,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -510589,7 +510637,7 @@
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 2,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -510606,43 +510654,64 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 13,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 33,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "d_net.h",
-                        "doomdef.h",
-                        "g_game.h",
-                        "i_sound.h",
-                        "i_system.h",
-                        "i_video.h",
-                        "m_misc.h",
-                        "stdarg.h",
-                        "stdio.h",
-                        "stdlib.h",
-                        "string.h",
-                        "sys/time.h",
-                        "unistd.h"
+                        ".dependencies",
+                        ".internal",
+                        ".users",
+                        "annotated_doc",
+                        "collections.abc",
+                        "enum",
+                        "fastapi",
+                        "fastapi.datastructures",
+                        "fastapi.exception_handlers",
+                        "fastapi.exceptions",
+                        "fastapi.logger",
+                        "fastapi.middleware.asyncexitstack",
+                        "fastapi.openapi.docs",
+                        "fastapi.openapi.utils",
+                        "fastapi.params",
+                        "fastapi.responses",
+                        "fastapi.types",
+                        "fastapi.utils",
+                        "pydantic",
+                        "starlette.applications",
+                        "starlette.datastructures",
+                        "starlette.exceptions",
+                        "starlette.middleware",
+                        "starlette.middleware.base",
+                        "starlette.middleware.errors",
+                        "starlette.middleware.exceptions",
+                        "starlette.requests",
+                        "starlette.responses",
+                        "starlette.routing",
+                        "starlette.types",
+                        "time",
+                        "typing",
+                        "typing_extensions"
                     ]
                 },
-                "c/doom/m_fixed.c": {
+                "python/fastapi/fastapi/background.py": {
                     "1. Artifact Identity": {
-                        "Filename": "m_fixed.c",
-                        "Path": "c/doom/m_fixed.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (86.7% Spaces / 13.3% Tabs)",
+                        "Filename": "background.py",
+                        "Path": "python/fastapi/fastapi/background.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "StarletteBackgroundTasks",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6192.61,
-                        "Y": -82.15,
-                        "Z": -5835.49
+                        "X": 3743.55,
+                        "Y": -183.6,
+                        "Z": 3249.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -510651,115 +510720,95 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 88,
-                        "Coding LOC": 41,
-                        "Documentation LOC": 26,
-                        "Structural Magnitude": 32.42,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 62,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 5.66,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.38
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "18.54%",
-                        "Error & Exception Exposure": "71.97%",
-                        "Tech Debt Exposure": "99.85%",
-                        "Testing Exposure": "2.49%",
-                        "API Exposure": "9.23%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "69.12%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "5.3%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "94.27%",
-                        "Commented Logic Exposure": "12.16%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "86.36%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "FixedDiv2",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 69,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "FixedDiv",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 57,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "FixedMul",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "add_task",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 43,
-                            "End Line": 49
+                            "Start Line": 40,
+                            "End Line": 61
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 14,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
+                        "Class/Entity Declarations": 1,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 7,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 3,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 2,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 5,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 4,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2,
-                        "Structural Space Indentations": 13,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 11,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510776,15 +510825,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 2,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -510808,34 +510857,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "doomtype.h",
-                        "i_system.h",
-                        "m_fixed.h",
-                        "stdlib.h"
+                        "annotated_doc",
+                        "collections.abc",
+                        "fastapi",
+                        "starlette.background",
+                        "typing",
+                        "typing_extensions"
                     ]
                 },
-                "c/doom/m_fixed.h": {
+                "python/fastapi/fastapi/cli.py": {
                     "1. Artifact Identity": {
-                        "Filename": "m_fixed.h",
-                        "Path": "c/doom/m_fixed.h",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Filename": "cli.py",
+                        "Path": "python/fastapi/fastapi/cli.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Sibling Anchor (.c)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5251.24,
-                        "Y": 63.42,
-                        "Z": -6600.0
+                        "X": 2114.9,
+                        "Y": -215.57,
+                        "Z": 3529.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -510844,47 +510895,58 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 52,
-                        "Coding LOC": 12,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 19.24,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 3,
+                        "Total LOC": 14,
+                        "Coding LOC": 10,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 3.5,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.52%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "8.11%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "21.94%",
-                        "Specification Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "24.87%",
+                        "Documentation Exposure": "19.33%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "main",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 8,
+                            "End Line": 13
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Defensive Programming Constructs": 2,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -510892,28 +510954,28 @@
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 1,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 6,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
@@ -510921,7 +510983,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510938,9 +511000,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 2,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -510970,29 +511032,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "fastapi_cli.cli"
+                    ]
                 },
-                "c/doom/p_mobj.c": {
+                "python/fastapi/fastapi/concurrency.py": {
                     "1. Artifact Identity": {
-                        "Filename": "p_mobj.c",
-                        "Path": "c/doom/p_mobj.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (63.6% Spaces / 36.4% Tabs)",
+                        "Filename": "concurrency.py",
+                        "Path": "python/fastapi/fastapi/concurrency.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5536.01,
-                        "Y": -102.3,
-                        "Z": -5990.71
+                        "X": 2194.24,
+                        "Y": -234.4,
+                        "Z": 2647.47
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511001,245 +511065,95 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 989,
-                        "Coding LOC": 631,
-                        "Documentation LOC": 158,
-                        "Structural Magnitude": 957.12,
-                        "Control Flow Ratio": "76.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 42,
+                        "Coding LOC": 31,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 12.52,
+                        "Control Flow Ratio": "10.0%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.007
+                        "Raw Cognitive Density": 0.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.63%",
-                        "Error & Exception Exposure": "99.35%",
-                        "Tech Debt Exposure": "46.93%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "13.31%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.14%",
+                        "Cognitive Load Exposure": "14.19%",
+                        "Error & Exception Exposure": "56.39%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "0.39%",
+                        "Concurrency Exposure": "90.61%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "96.95%",
+                        "Documentation Exposure": "15.3%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "P_XYMovement",
-                            "Structural Impact": 68.6,
-                            "Lines of Code (LOC)": 128,
-                            "Control Flow Branches": 43,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.0%",
-                            "Start Line": 114,
-                            "End Line": 241
-                        },
-                        {
-                            "Function Name": "P_ZMovement",
-                            "Structural Impact": 44.8,
-                            "Lines of Code (LOC)": 104,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 246,
-                            "End Line": 349
-                        },
-                        {
-                            "Function Name": "P_SpawnMapThing",
-                            "Structural Impact": 42.7,
-                            "Lines of Code (LOC)": 90,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "78.8%",
-                            "Start Line": 708,
-                            "End Line": 797
-                        },
-                        {
-                            "Function Name": "P_MobjThinker",
-                            "Structural Impact": 27.0,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "64.0%",
-                            "Start Line": 415,
-                            "End Line": 473
-                        },
-                        {
-                            "Function Name": "P_SpawnMobj",
-                            "Structural Impact": 16.2,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 479,
-                            "End Line": 534
-                        },
-                        {
-                            "Function Name": "P_SpawnBlood",
-                            "Structural Impact": 14.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 838,
-                            "End Line": 859
-                        },
-                        {
-                            "Function Name": "P_SpawnPlayer",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 642,
-                            "End Line": 700
-                        },
-                        {
-                            "Function Name": "P_RespawnSpecials",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 578,
-                            "End Line": 631
-                        },
-                        {
-                            "Function Name": "P_SpawnPlayerMissile",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 934,
-                            "End Line": 987
-                        },
-                        {
-                            "Function Name": "P_SetMobjState",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 53,
-                            "End Line": 84
-                        },
-                        {
-                            "Function Name": "P_SpawnMissile",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "contextmanager_in_threadpool",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 24,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 888,
-                            "End Line": 927
-                        },
-                        {
-                            "Function Name": "P_NightmareRespawn",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 356,
-                            "End Line": 409
-                        },
-                        {
-                            "Function Name": "P_RemoveMobj",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 546,
-                            "End Line": 570
-                        },
-                        {
-                            "Function Name": "P_SpawnPuff",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 811,
-                            "End Line": 831
-                        },
-                        {
-                            "Function Name": "P_ExplodeMissile",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 90,
-                            "End Line": 105
-                        },
-                        {
-                            "Function Name": "P_CheckMissileSpawn",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 868,
-                            "End Line": 882
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 18,
+                            "End Line": 41
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 162,
-                        "Sequential Logic Declarations": 50,
-                        "Function Parameters": 18,
-                        "Function/Method Declarations": 16,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 27,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 102,
-                        "State Mutations / Variable Reassignments": 536,
-                        "Commented-out Code (Dead Logic)": 3,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 1,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 10,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 9,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 2,
-                        "Pointer Arithmetic & Addressing": 364,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 33,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 8,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 169,
-                        "Structural Space Indentations": 295,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 17,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -511254,17 +511168,17 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 65,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 3,
+                        "Vectorized Math & Tensor Operations": 1,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 65,
+                        "Design Snake Case": 4,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 35,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -511288,40 +511202,37 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "doomdef.h",
-                        "doomstat.h",
-                        "hu_stuff.h",
-                        "i_system.h",
-                        "m_random.h",
-                        "p_local.h",
-                        "s_sound.h",
-                        "sounds.h",
-                        "st_stuff.h",
-                        "z_zone.h"
+                        "anyio",
+                        "anyio.to_thread",
+                        "collections.abc",
+                        "contextlib",
+                        "starlette.concurrency",
+                        "typing"
                     ]
                 },
-                "c/doom/p_mobj.h": {
+                "python/fastapi/fastapi/datastructures.py": {
                     "1. Artifact Identity": {
-                        "Filename": "p_mobj.h",
-                        "Path": "c/doom/p_mobj.h",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Filename": "datastructures.py",
+                        "Path": "python/fastapi/fastapi/datastructures.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "StarletteUploadFile",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Sibling Anchor (.c)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5738.55,
-                        "Y": -234.62,
-                        "Z": -5432.2
+                        "X": 3436.45,
+                        "Y": -258.48,
+                        "Z": 3249.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511330,84 +511241,195 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 296,
-                        "Coding LOC": 80,
-                        "Documentation LOC": 169,
-                        "Structural Magnitude": 81.6,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 187,
+                        "Coding LOC": 84,
+                        "Documentation LOC": 60,
+                        "Structural Magnitude": 50.88,
+                        "Control Flow Ratio": "3.1%",
+                        "Popularity Rank": 8,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.772
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "87.21%",
+                        "Cognitive Load Exposure": "26.08%",
+                        "Error & Exception Exposure": "88.28%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "12.78%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.32%",
+                        "Testing Exposure": "2.44%",
+                        "API Exposure": "4.7%",
+                        "Concurrency Exposure": "99.01%",
+                        "State Flux Exposure": "12.74%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.92%",
+                        "Documentation Exposure": "58.1%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_validate",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 133,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "__eq__",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 167,
+                            "End Line": 168
+                        },
+                        {
+                            "Function Name": "write",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 66,
+                            "End Line": 84
+                        },
+                        {
+                            "Function Name": "seek",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 104,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "read",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 86,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "__get_pydantic_core_schema__",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 145,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "__get_pydantic_json_schema__",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 139,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "close",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 124,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 161,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "Default",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 174,
+                            "End Line": 181
+                        },
+                        {
+                            "Function Name": "__bool__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 164,
+                            "End Line": 165
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 10,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 63,
+                        "Function Parameters": 11,
+                        "Function/Method Declarations": 11,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 12,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 37,
-                        "State Mutations / Variable Reassignments": 28,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 12,
+                        "State Mutations / Variable Reassignments": 1,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 10,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 9,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 16,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 5,
-                        "Authorship Metadata": 1,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 12,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 4,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 13,
+                        "Event Listeners & Subscribers": 2,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 63,
+                        "Structural Space Indentations": 67,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -511423,12 +511445,12 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 28,
+                        "Vectorized Math & Tensor Operations": 2,
+                        "Core Var Decl": 2,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 28,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -511456,35 +511478,37 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 8,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "d_think.h",
-                        "doomdata.h",
-                        "info.h",
-                        "m_fixed.h",
-                        "tables.h"
+                        "._compat.v2",
+                        "annotated_doc",
+                        "collections.abc",
+                        "fastapi",
+                        "pydantic",
+                        "starlette.datastructures",
+                        "typing"
                     ]
                 },
-                "c/doom/r_bsp.c": {
+                "python/fastapi/fastapi/encoders.py": {
                     "1. Artifact Identity": {
-                        "Filename": "r_bsp.c",
-                        "Path": "c/doom/r_bsp.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (70.7% Spaces / 29.3% Tabs)",
+                        "Filename": "encoders.py",
+                        "Path": "python/fastapi/fastapi/encoders.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5486.03,
-                        "Y": -27.79,
-                        "Z": -6249.42
+                        "X": 2282.54,
+                        "Y": -216.84,
+                        "Z": 2898.79
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511493,165 +511517,125 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 581,
-                        "Coding LOC": 331,
-                        "Documentation LOC": 127,
-                        "Structural Magnitude": 442.72,
-                        "Control Flow Ratio": "61.8%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 348,
+                        "Coding LOC": 257,
+                        "Documentation LOC": 67,
+                        "Structural Magnitude": 152.24,
+                        "Control Flow Ratio": "34.5%",
+                        "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.001
+                        "Raw Cognitive Density": 0.218
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.17%",
-                        "Error & Exception Exposure": "98.45%",
-                        "Tech Debt Exposure": "14.87%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "13.25%",
+                        "Cognitive Load Exposure": "6.08%",
+                        "Error & Exception Exposure": "74.75%",
+                        "Tech Debt Exposure": "17.84%",
+                        "Testing Exposure": "2.53%",
+                        "API Exposure": "3.67%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.36%",
+                        "State Flux Exposure": "23.96%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.4%",
+                        "Documentation Exposure": "12.91%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "R_CheckBBox",
-                            "Structural Impact": 32.2,
-                            "Lines of Code (LOC)": 107,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "56.2%",
-                            "Start Line": 381,
-                            "End Line": 487
-                        },
-                        {
-                            "Function Name": "R_AddLine",
-                            "Structural Impact": 31.8,
-                            "Lines of Code (LOC)": 98,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.0%",
-                            "Start Line": 259,
-                            "End Line": 356
-                        },
-                        {
-                            "Function Name": "R_ClipSolidWallSegment",
-                            "Structural Impact": 23.2,
-                            "Lines of Code (LOC)": 83,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 103,
-                            "End Line": 185
-                        },
-                        {
-                            "Function Name": "R_ClipPassWallSegment",
-                            "Structural Impact": 14.3,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 196,
-                            "End Line": 238
+                            "Function Name": "jsonable_encoder",
+                            "Structural Impact": 122.5,
+                            "Lines of Code (LOC)": 236,
+                            "Control Flow Branches": 34,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "58.6%",
+                            "Start Line": 112,
+                            "End Line": 347
                         },
                         {
-                            "Function Name": "R_Subsector",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 7,
+                            "Function Name": "decimal_encoder",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 497,
-                            "End Line": 542
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 43,
+                            "End Line": 65
                         },
                         {
-                            "Function Name": "R_RenderBSPNode",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 4,
+                            "Function Name": "generate_encoders_by_class_tuples",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 552,
-                            "End Line": 578
-                        },
-                        {
-                            "Function Name": "R_ClearClipSegs",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 245,
-                            "End Line": 252
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 98,
+                            "End Line": 106
                         },
                         {
-                            "Function Name": "R_ClearDrawSegs",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "isoformat",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 68,
-                            "End Line": 71
+                            "Start Line": 37,
+                            "End Line": 38
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 63,
-                        "Sequential Logic Declarations": 39,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 8,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 38,
+                        "Sequential Logic Declarations": 72,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 23,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 71,
-                        "State Mutations / Variable Reassignments": 239,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 9,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 11,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
+                        "Closures and Anonymous Functions": 4,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 13,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
-                        "Module Dependencies (Imports)": 8,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 21,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 2,
-                        "Pointer Arithmetic & Addressing": 74,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 9,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 8,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 72,
-                        "Structural Space Indentations": 174,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 225,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -511659,7 +511643,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 2,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -511668,15 +511652,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 55,
+                        "Core Var Decl": 58,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 55,
+                        "Design Snake Case": 58,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 6,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -511700,38 +511684,51 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 21,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Total Upstream (Absolute Fragility)": 2,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "doomdef.h",
-                        "doomstat.h",
-                        "i_system.h",
-                        "m_bbox.h",
-                        "r_main.h",
-                        "r_plane.h",
-                        "r_state.h",
-                        "r_things.h"
+                        "._compat",
+                        "annotated_doc",
+                        "collections",
+                        "collections.abc",
+                        "dataclasses",
+                        "datetime",
+                        "decimal",
+                        "enum",
+                        "fastapi.exceptions",
+                        "fastapi.types",
+                        "ipaddress",
+                        "pathlib",
+                        "pydantic",
+                        "pydantic.color",
+                        "pydantic.networks",
+                        "pydantic.types",
+                        "pydantic_core",
+                        "re",
+                        "types",
+                        "typing",
+                        "uuid"
                     ]
                 },
-                "c/doom/r_defs.h": {
+                "python/fastapi/fastapi/exception_handlers.py": {
                     "1. Artifact Identity": {
-                        "Filename": "r_defs.h",
-                        "Path": "c/doom/r_defs.h",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Filename": "exception_handlers.py",
+                        "Path": "python/fastapi/fastapi/exception_handlers.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5108.89,
-                        "Y": -23.65,
-                        "Z": -6113.31
+                        "X": 2223.78,
+                        "Y": -224.44,
+                        "Z": 3568.56
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511740,67 +511737,98 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 491,
-                        "Coding LOC": 179,
-                        "Documentation LOC": 171,
-                        "Structural Magnitude": 146.58,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 35,
+                        "Coding LOC": 28,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.46,
+                        "Control Flow Ratio": "4.2%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.36
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "17.36%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "15.68%",
-                        "Concurrency Exposure": "0.0%",
+                        "Testing Exposure": "2.38%",
+                        "API Exposure": "7.05%",
+                        "Concurrency Exposure": "90.61%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "15.23%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "50.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "http_exception_handler",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 11,
+                            "End Line": 17
+                        },
+                        {
+                            "Function Name": "request_validation_exception_handler",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 20,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "websocket_request_validation_exception_handler",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 29,
+                            "End Line": 34
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 40,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 20,
-                        "Defensive Programming Constructs": 0,
+                        "Control Flow Branches": 1,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 1,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 128,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 3,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 7,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 3,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 1,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 4,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 9,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
@@ -511812,12 +511840,12 @@
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 113,
+                        "Structural Space Indentations": 15,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -511834,9 +511862,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 5,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -511866,34 +511894,39 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 3,
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "d_think.h",
-                        "doomdef.h",
-                        "m_fixed.h",
-                        "p_mobj.h"
+                        "fastapi.encoders",
+                        "fastapi.exceptions",
+                        "fastapi.utils",
+                        "fastapi.websockets",
+                        "starlette.exceptions",
+                        "starlette.requests",
+                        "starlette.responses",
+                        "starlette.status"
                     ]
                 },
-                "c/doom/w_wad.c": {
+                "python/fastapi/fastapi/exceptions.py": {
                     "1. Artifact Identity": {
-                        "Filename": "w_wad.c",
-                        "Path": "c/doom/w_wad.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (67.1% Spaces / 32.9% Tabs)",
+                        "Filename": "exceptions.py",
+                        "Path": "python/fastapi/fastapi/exceptions.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "TypedDict, total=False, StarletteHTTPException, StarletteWebSocketException",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5285.8,
-                        "Y": -202.86,
-                        "Z": -5478.18
+                        "X": 3338.85,
+                        "Y": -269.7,
+                        "Z": 2890.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511902,235 +511935,175 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 578,
-                        "Coding LOC": 323,
-                        "Documentation LOC": 116,
-                        "Structural Magnitude": 418.46,
-                        "Control Flow Ratio": "64.6%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 257,
+                        "Coding LOC": 111,
+                        "Documentation LOC": 92,
+                        "Structural Magnitude": 69.82,
+                        "Control Flow Ratio": "18.0%",
+                        "Popularity Rank": 33,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.908
+                        "Raw Cognitive Density": 0.561
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "65.28%",
-                        "Error & Exception Exposure": "98.57%",
-                        "Tech Debt Exposure": "13.23%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "13.39%",
+                        "Cognitive Load Exposure": "15.96%",
+                        "Error & Exception Exposure": "86.63%",
+                        "Tech Debt Exposure": "92.09%",
+                        "Testing Exposure": "2.49%",
+                        "API Exposure": "3.86%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "7.36%",
+                        "State Flux Exposure": "98.35%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.59%",
+                        "Documentation Exposure": "23.37%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "W_AddFile",
-                            "Structural Impact": 19.9,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 10,
+                            "Function Name": "_format_endpoint_context",
+                            "Structural Impact": 9.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 141,
-                            "End Line": 226
-                        },
-                        {
-                            "Function Name": "W_Profile",
-                            "Structural Impact": 15.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 522,
-                            "End Line": 575
-                        },
-                        {
-                            "Function Name": "W_ReadLump",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 431,
-                            "End Line": 467
-                        },
-                        {
-                            "Function Name": "ExtractFileBase",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 85,
-                            "End Line": 114
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 193,
+                            "End Line": 202
                         },
                         {
-                            "Function Name": "W_CacheLumpNum",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 26,
+                            "Function Name": "__str__",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 475,
-                            "End Line": 500
+                            "Start Line": 204,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "W_CheckNumForName",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
+                            "Function Name": "__init__",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 351,
-                            "End Line": 390
-                        },
-                        {
-                            "Function Name": "W_Reload",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 236,
-                            "End Line": 275
+                            "Start Line": 175,
+                            "End Line": 188
                         },
                         {
-                            "Function Name": "W_InitMultipleFiles",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 292,
-                            "End Line": 316
+                            "Function Name": "__init__",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 45,
+                            "End Line": 83
                         },
                         {
-                            "Function Name": "W_GetNumForName",
+                            "Function Name": "__init__",
                             "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 399,
-                            "End Line": 409
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 128,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "filelength",
-                            "Structural Impact": 3.3,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.7,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 74,
-                            "End Line": 82
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-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 416,
-                            "End Line": 422
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-                            "Function Name": "strupr",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 69,
-                            "End Line": 72
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 213,
+                            "End Line": 221
                         },
                         {
-                            "Function Name": "W_CacheLumpName",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 9,
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-                            "Input Parameters": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 507,
-                            "End Line": 513
+                            "Start Line": 235,
+                            "End Line": 243
                         },
                         {
-                            "Function Name": "W_InitFile",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 332
+                            "Start Line": 225,
+                            "End Line": 231
                         },
                         {
-                            "Function Name": "W_NumLumps",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "errors",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 342
+                            "Start Line": 190,
+                            "End Line": 191
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 28,
-                        "Function Parameters": 17,
-                        "Function/Method Declarations": 15,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 5,
+                        "Control Flow Branches": 9,
+                        "Sequential Logic Declarations": 41,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 9,
+                        "Class/Entity Declarations": 11,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 74,
-                        "State Mutations / Variable Reassignments": 227,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 13,
+                        "State Mutations / Variable Reassignments": 18,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 11,
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                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 12,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 6,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
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                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 5,
-                        "Pointer Arithmetic & Addressing": 38,
-                        "Manual Memory Allocation": 4,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 5,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
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                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 72,
-                        "Structural Space Indentations": 147,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 92,
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                         "Cryptography": 0,
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                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 33,
+                        "Core Var Decl": 13,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 33,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 7,
+                        "Design Pascal Case": 6,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 9,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
+                        "Duplicate Logic": 2,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
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                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
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                     },
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-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 33,
                         "Total Upstream (Absolute Fragility)": 0,
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-                        "doomtype.h",
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-                        "sys/stat.h",
-                        "sys/types.h",
-                        "unistd.h",
-                        "w_wad.h",
-                        "z_zone.h"
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+                        "collections.abc",
+                        "fastapi",
+                        "pydantic",
+                        "starlette.exceptions",
+                        "typing"
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-                        "Path": "c/doom/z_zone.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (61.0% Spaces / 39.0% Tabs)",
+                        "Filename": "logger.py",
+                        "Path": "python/fastapi/fastapi/logger.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
+                        "Folder Dominant Lang": "python",
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-                        "Y": 1.57,
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+                        "Y": -235.8,
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                         "File Fingerprint": {},
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-                        "Coding LOC": 256,
-                        "Documentation LOC": 99,
-                        "Structural Magnitude": 367.22,
-                        "Control Flow Ratio": "67.9%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 11.04,
+                        "Control Flow Ratio": "0.0%",
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                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.965
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-                        "Error & Exception Exposure": "99.63%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
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-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "12.03%",
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                         "Concurrency Exposure": "0.0%",
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-                        "Commented Logic Exposure": "6.82%",
-                        "Specification Exposure": "100.0%",
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+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "95.39%",
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-                            "Control Flow Branches": 14,
-                            "Input Parameters": 3,
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-                            "Start Line": 183,
-                            "End Line": 289
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-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 326,
-                            "End Line": 360
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-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 366,
-                            "End Line": 392
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-                            "Function Name": "Z_Free",
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-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 122,
-                            "End Line": 172
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-                            "Function Name": "Z_FreeTags",
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-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 296,
-                            "End Line": 318
-                        },
-                        {
-                            "Function Name": "Z_ChangeTag2",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 428,
-                            "End Line": 444
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-                        {
-                            "Function Name": "Z_CheckHeap",
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-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 399,
-                            "End Line": 420
-                        },
-                        {
-                            "Function Name": "Z_FreeMemory",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 451,
-                            "End Line": 466
-                        },
-                        {
-                            "Function Name": "Z_ClearZone",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 86
-                        },
-                        {
-                            "Function Name": "Z_Init",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 93,
-                            "End Line": 116
-                        }
-                    ],
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 26,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 1,
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+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 18,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 43,
-                        "State Mutations / Variable Reassignments": 200,
-                        "Commented-out Code (Dead Logic)": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
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                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 2,
-                        "Pointer Arithmetic & Addressing": 147,
-                        "Manual Memory Allocation": 7,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 11,
-                        "Explicit Type Casts": 4,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 67,
-                        "Structural Space Indentations": 105,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -512419,9 +512284,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 24,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 24,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -512451,101 +512316,190 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "doomdef.h",
-                        "i_system.h",
-                        "z_zone.h"
+                        "logging"
                     ]
                 },
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                         "Architect": "Unknown Architect",
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                         "Doc Umbrella": 0.0,
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+                        "annotated_doc",
+                        "collections.abc",
+                        "fastapi",
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+                        "fastapi.datastructures",
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                         "Architect": "Unknown Architect",
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-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
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-                "Hardcoded Payload Artifacts": "0.0%"
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-            "Files": {
-                "python/fastapi/fastapi/__init__.py": {
+                    "9. Extracted Dependencies": [
+                        "._compat",
+                        ".datastructures",
+                        "collections.abc",
+                        "dataclasses",
+                        "enum",
+                        "fastapi.exceptions",
+                        "fastapi.openapi.models",
+                        "pydantic",
+                        "pydantic.fields",
+                        "typing",
+                        "typing_extensions",
+                        "warnings"
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                     "1. Artifact Identity": {
-                        "Filename": "__init__.py",
-                        "Path": "python/fastapi/fastapi/__init__.py",
+                        "Filename": "requests.py",
+                        "Path": "python/fastapi/fastapi/requests.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Neutral / No Indentation",
@@ -512813,9 +512870,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
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                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 21,
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+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 11.04,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Popularity Rank": 5,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -512854,18 +512911,18 @@
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 60,
+                        "Sequential Logic Declarations": 6,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
+                        "I/O and Network Boundaries": 2,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
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                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -512876,14 +512933,14 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 20,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 2,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
@@ -512897,7 +512954,7 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
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@@ -512918,9 +512975,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
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                         "Design Pascal Case": 0,
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@@ -512950,40 +513007,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 5,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
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-                        ".applications",
-                        ".background",
-                        ".datastructures",
-                        ".exceptions",
-                        ".param_functions",
-                        ".requests",
-                        ".responses",
-                        ".routing",
-                        ".websockets",
-                        "starlette"
+                        "starlette.requests"
                     ]
                 },
-                "python/fastapi/fastapi/__main__.py": {
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                     "1. Artifact Identity": {
-                        "Filename": "__main__.py",
-                        "Path": "python/fastapi/fastapi/__main__.py",
+                        "Filename": "responses.py",
+                        "Path": "python/fastapi/fastapi/responses.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "JSONResponse",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
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-                        "X": 2443.89,
-                        "Y": -218.58,
-                        "Z": 3754.92
+                        "X": 2269.7,
+                        "Y": -250.69,
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@@ -512992,64 +513041,85 @@
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                         "File Fingerprint": {},
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-                        "Coding LOC": 2,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 11.04,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 86,
+                        "Coding LOC": 47,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 8.84,
+                        "Control Flow Ratio": "17.9%",
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                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
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                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.99%",
+                        "Error & Exception Exposure": "60.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Testing Exposure": "2.32%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "render",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 81,
+                            "End Line": 85
+                        },
+                        {
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 53
+                        }
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-                        "Sequential Logic Declarations": 2,
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-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 10,
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+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 6,
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                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
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                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
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-                        "UI / View Layer Components": 0,
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                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 2,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
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                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
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@@ -513069,7 +513139,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
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                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
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                         "Design Camel Case": 0,
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@@ -513118,32 +513188,38 @@
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                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
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                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "fastapi.cli"
+                        "fastapi.exceptions",
+                        "fastapi.sse",
+                        "orjson",
+                        "starlette.responses",
+                        "typing",
+                        "typing_extensions",
+                        "ujson"
                     ]
                 },
-                "python/fastapi/fastapi/applications.py": {
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-                        "Filename": "applications.py",
-                        "Path": "python/fastapi/fastapi/applications.py",
+                        "Filename": "routing.py",
+                        "Path": "python/fastapi/fastapi/routing.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Starlette",
+                        "Parent Entity": "AbstractAsyncContextManager[_T], routing.WebSocketRoute, routing.Route",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2549.13,
-                        "Y": -204.67,
-                        "Z": 3293.85
+                        "X": 2823.59,
+                        "Y": -207.95,
+                        "Z": 3200.55
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -513152,26 +513228,26 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 1843,
-                        "Documentation LOC": 2240,
-                        "Structural Magnitude": 493.96,
-                        "Control Flow Ratio": "18.9%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 4957,
+                        "Coding LOC": 2505,
+                        "Documentation LOC": 1869,
+                        "Structural Magnitude": 1725.8,
+                        "Control Flow Ratio": "45.3%",
+                        "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.104
+                        "Raw Cognitive Density": 0.503
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "3.52%",
-                        "Error & Exception Exposure": "62.44%",
-                        "Tech Debt Exposure": "8.59%",
+                        "Cognitive Load Exposure": "13.57%",
+                        "Error & Exception Exposure": "71.33%",
+                        "Tech Debt Exposure": "11.4%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.55%",
-                        "Concurrency Exposure": "14.89%",
-                        "State Flux Exposure": "17.15%",
-                        "Commented Logic Exposure": "0.0%",
+                        "API Exposure": "2.83%",
+                        "Concurrency Exposure": "53.75%",
+                        "State Flux Exposure": "74.67%",
+                        "Commented Logic Exposure": "4.91%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -513179,285 +513255,585 @@
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "get_request_handler",
+                            "Structural Impact": 282.8,
+                            "Lines of Code (LOC)": 379,
+                            "Control Flow Branches": 63,
+                            "Input Parameters": 16,
+                            "Control Flow Ratio": "55.8%",
+                            "Start Line": 351,
+                            "End Line": 729
+                        },
                         {
                             "Function Name": "__init__",
-                            "Structural Impact": 110.7,
-                            "Lines of Code (LOC)": 960,
+                            "Structural Impact": 191.3,
+                            "Lines of Code (LOC)": 165,
+                            "Control Flow Branches": 33,
+                            "Input Parameters": 28,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 812,
+                            "End Line": 976
+                        },
+                        {
+                            "Function Name": "include_router",
+                            "Structural Impact": 123.5,
+                            "Lines of Code (LOC)": 252,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "81.6%",
+                            "Start Line": 1578,
+                            "End Line": 1829
+                        },
+                        {
+                            "Function Name": "app",
+                            "Structural Impact": 100.7,
+                            "Lines of Code (LOC)": 346,
+                            "Control Flow Branches": 58,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "56.3%",
+                            "Start Line": 382,
+                            "End Line": 727
+                        },
+                        {
+                            "Function Name": "__init__",
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+                            "Lines of Code (LOC)": 284,
+                            "Control Flow Branches": 17,
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+                            "Control Flow Ratio": "73.9%",
+                            "Start Line": 1032,
+                            "End Line": 1315
+                        },
+                        {
+                            "Function Name": "add_api_route",
+                            "Structural Impact": 47.2,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 28,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1336,
+                            "End Line": 1417
+                        },
+                        {
+                            "Function Name": "serialize_response",
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+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 277,
+                            "End Line": 317
+                        },
+                        {
+                            "Function Name": "app",
+                            "Structural Impact": 27.2,
+                            "Lines of Code (LOC)": 25,
                             "Control Flow Branches": 12,
-                            "Input Parameters": 39,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 110,
+                            "End Line": 134
+                        },
+                        {
+                            "Function Name": "app",
+                            "Structural Impact": 26.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 12,
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                             "Control Flow Ratio": "70.6%",
-                            "Start Line": 61,
-                            "End Line": 1020
+                            "Start Line": 113,
+                            "End Line": 131
                         },
                         {
-                            "Function Name": "setup",
-                            "Structural Impact": 19.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 11,
+                            "Function Name": "request_response",
+                            "Structural Impact": 23.2,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "55.0%",
-                            "Start Line": 1105,
-                            "End Line": 1158
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                         },
                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 24,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1567,
-                            "End Line": 1938
+                            "Start Line": 1831,
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                         },
                         {
                             "Function Name": "put",
                             "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 377,
+                            "Lines of Code (LOC)": 381,
                             "Control Flow Branches": 0,
                             "Input Parameters": 24,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1940,
-                            "End Line": 2316
+                            "Start Line": 2208,
+                            "End Line": 2588
                         },
                         {
                             "Function Name": "post",
                             "Structural Impact": 19.0,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 24,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2318,
-                            "End Line": 2694
+                            "Start Line": 2590,
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                         },
                         {
                             "Function Name": "delete",
                             "Structural Impact": 19.0,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 24,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2696,
-                            "End Line": 3067
+                            "Start Line": 2972,
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                         },
                         {
                             "Function Name": "options",
                             "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 372,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 24,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3069,
-                            "End Line": 3440
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                         },
                         {
                             "Function Name": "head",
                             "Structural Impact": 19.0,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 24,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3442,
-                            "End Line": 3813
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                         },
                         {
                             "Function Name": "patch",
                             "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 377,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 24,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3815,
-                            "End Line": 4191
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                         },
                         {
                             "Function Name": "trace",
                             "Structural Impact": 19.0,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 24,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4193,
-                            "End Line": 4564
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1362,
-                            "End Line": 1565
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 770,
+                            "End Line": 802
                         },
                         {
-                            "Function Name": "build_middleware_stack",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 49,
+                            "Function Name": "_merge_lifespan_context",
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+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 209,
+                            "End Line": 223
+                        },
+                        {
+                            "Function Name": "_serialize_sse_item",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 500,
+                            "End Line": 527
+                        },
+                        {
+                            "Function Name": "merged_lifespan",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 213,
+                            "End Line": 221
+                        },
+                        {
+                            "Function Name": "get_websocket_app",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 35,
                             "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 732,
+                            "End Line": 766
+                        },
+                        {
+                            "Function Name": "_extract_endpoint_context",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 254,
+                            "End Line": 274
+                        },
+                        {
+                            "Function Name": "_build_response_args",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 1022,
-                            "End Line": 1070
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                         },
                         {
-                            "Function Name": "api_route",
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-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1222,
-                            "End Line": 1280
+                            "Function Name": "matches",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 804,
+                            "End Line": 808
                         },
                         {
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+                            "Control Flow Ratio": "66.7%",
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+                            "End Line": 1002
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 471,
+                            "End Line": 494
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                             "Control Flow Branches": 0,
                             "Input Parameters": 25,
                             "Control Flow Ratio": "0.0%",
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                         {
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+                            "Control Flow Ratio": "50.0%",
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 149,
+                            "End Line": 160
+                        },
+                        {
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                             "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 320,
+                            "End Line": 330
+                        },
+                        {
+                            "Function Name": "_startup",
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+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1108,
-                            "End Line": 1118
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 4873,
+                            "End Line": 4886
+                        },
+                        {
+                            "Function Name": "_shutdown",
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+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 4889,
+                            "End Line": 4902
+                        },
+                        {
+                            "Function Name": "app",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 152,
+                            "End Line": 157
+                        },
+                        {
+                            "Function Name": "add_api_websocket_route",
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+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1481,
+                            "End Line": 1500
                         },
                         {
                             "Function Name": "websocket",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 64,
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 66,
                             "Control Flow Branches": 0,
                             "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1297,
-                            "End Line": 1360
+                            "Start Line": 1502,
+                            "End Line": 1567
                         },
                         {
-                            "Function Name": "__call__",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "websocket_session",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 141,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "_sse_with_checkpoints",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 1160,
-                            "End Line": 1163
+                            "Start Line": 597,
+                            "End Line": 605
                         },
                         {
-                            "Function Name": "vibe",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 53,
+                            "Function Name": "route",
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+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4566,
-                            "End Line": 4618
+                            "Start Line": 1317,
+                            "End Line": 1334
                         },
                         {
-                            "Function Name": "openapi",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 32,
+                            "Function Name": "_producer",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 556,
+                            "End Line": 559
+                        },
+                        {
+                            "Function Name": "_async_stream_raw",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 1072,
-                            "End Line": 1103
+                            "Start Line": 658,
+                            "End Line": 665
                         },
                         {
-                            "Function Name": "middleware",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 45,
+                            "Function Name": "on_event",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4658,
-                            "End Line": 4702
+                            "Start Line": 4932,
+                            "End Line": 4956
                         },
                         {
-                            "Function Name": "exception_handler",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 46,
+                            "Function Name": "decorator",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 29,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4704,
-                            "End Line": 4749
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+                            "End Line": 1477
                         },
                         {
-                            "Function Name": "swagger_ui_html",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
+                            "Function Name": "__aexit__",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 182,
+                            "End Line": 188
+                        },
+                        {
+                            "Function Name": "get_route_handler",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 978,
+                            "End Line": 996
+                        },
+                        {
+                            "Function Name": "websocket_route",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1569,
+                            "End Line": 1576
+                        },
+                        {
+                            "Function Name": "_async_stream_jsonl",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 1123,
-                            "End Line": 1135
+                            "Start Line": 629,
+                            "End Line": 634
                         },
                         {
-                            "Function Name": "add_api_websocket_route",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "_wrap_gen_lifespan_context",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 5,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1282,
-                            "End Line": 1295
+                            "Start Line": 192,
+                            "End Line": 206
+                        },
+                        {
+                            "Function Name": "_sync_stream_jsonl",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 641,
+                            "End Line": 643
                         },
                         {
                             "Function Name": "decorator",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 28,
+                            "Structural Impact": 1.9,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1251,
-                            "End Line": 1278
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+                            "End Line": 1332
                         },
                         {
-                            "Function Name": "on_event",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 20,
+                            "Function Name": "__init__",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4637,
-                            "End Line": 4656
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+                            "End Line": 177
                         },
                         {
-                            "Function Name": "websocket_route",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "__init__",
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+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4620,
-                            "End Line": 4627
+                            "Start Line": 237,
+                            "End Line": 238
                         },
                         {
-                            "Function Name": "decorator",
+                            "Function Name": "__aexit__",
                             "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1351,
-                            "End Line": 1358
+                            "Start Line": 243,
+                            "End Line": 244
                         },
                         {
-                            "Function Name": "redoc_html",
+                            "Function Name": "__call__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 246,
+                            "End Line": 247
+                        },
+                        {
+                            "Function Name": "decorator",
                             "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1151,
-                            "End Line": 1156
+                            "Start Line": 1561,
+                            "End Line": 1565
                         },
                         {
                             "Function Name": "decorator",
@@ -513466,8 +513842,8 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4623,
-                            "End Line": 4625
+                            "Start Line": 1572,
+                            "End Line": 1574
                         },
                         {
                             "Function Name": "decorator",
@@ -513476,81 +513852,111 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4698,
-                            "End Line": 4700
+                            "Start Line": 4952,
+                            "End Line": 4954
                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__aenter__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4745,
-                            "End Line": 4747
+                            "Start Line": 179,
+                            "End Line": 180
                         },
                         {
-                            "Function Name": "swagger_ui_redirect",
+                            "Function Name": "wrapper",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1141,
-                            "End Line": 1142
+                            "Start Line": 203,
+                            "End Line": 204
+                        },
+                        {
+                            "Function Name": "__aenter__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 240,
+                            "End Line": 241
+                        },
+                        {
+                            "Function Name": "_serialize_item",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 624,
+                            "End Line": 625
+                        },
+                        {
+                            "Function Name": "_sse_producer_cm",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 535,
+                            "End Line": 536
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 129,
-                        "Function Parameters": 32,
-                        "Function/Method Declarations": 32,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 58,
+                        "Control Flow Branches": 218,
+                        "Sequential Logic Declarations": 263,
+                        "Function Parameters": 65,
+                        "Function/Method Declarations": 65,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 54,
+                        "Type/Safety Bypasses": 106,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 32,
-                        "State Mutations / Variable Reassignments": 38,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 261,
-                        "Unit Test Assertions": 2,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Exposed API / Public Exports": 43,
+                        "State Mutations / Variable Reassignments": 218,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 237,
+                        "Unit Test Assertions": 1,
+                        "Asynchronous/Concurrent Execution": 68,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 138,
-                        "Collection Iterators / Comprehensions": 2,
+                        "Decorators and Annotations": 4,
+                        "Generic Type Abstractions": 196,
+                        "Collection Iterators / Comprehensions": 3,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 27,
+                        "Metaprogramming & Reflection": 9,
+                        "Module Dependencies (Imports)": 36,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 15,
-                        "Event Publishers / Emitters": 2,
-                        "Dependency Injection Constructs": 15,
+                        "Event Publishers / Emitters": 13,
+                        "Dependency Injection Constructs": 17,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
+                        "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Explicit Type Casts": 8,
+                        "Fatal Aborts & Exceptions": 9,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 3,
-                        "Event Listeners & Subscribers": 3,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 92,
+                        "Event Listeners & Subscribers": 13,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1811,
+                        "Structural Space Indentations": 2434,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -513565,16 +513971,16 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 1,
-                        "Core Var Decl": 340,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 26,
+                        "Vectorized Math & Tensor Operations": 3,
+                        "Core Var Decl": 604,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 305,
-                        "Design Pascal Case": 35,
+                        "Design Snake Case": 521,
+                        "Design Pascal Case": 82,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 44,
-                        "Duplicate Logic": 0,
+                        "Design Short Vars": 2,
+                        "Design Long Vars": 57,
+                        "Duplicate Logic": 2,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -513582,10 +513988,10 @@
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 2,
+                        "External Network & I/O Hooks": 3,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -513599,64 +514005,66 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 33,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Direct Upstream (Fragility)": 35,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        ".dependencies",
-                        ".internal",
-                        ".users",
                         "annotated_doc",
+                        "anyio",
+                        "anyio.abc",
                         "collections.abc",
+                        "contextlib",
+                        "email.message",
                         "enum",
                         "fastapi",
+                        "fastapi._compat",
                         "fastapi.datastructures",
-                        "fastapi.exception_handlers",
+                        "fastapi.dependencies.models",
+                        "fastapi.dependencies.utils",
+                        "fastapi.encoders",
                         "fastapi.exceptions",
-                        "fastapi.logger",
-                        "fastapi.middleware.asyncexitstack",
-                        "fastapi.openapi.docs",
-                        "fastapi.openapi.utils",
-                        "fastapi.params",
-                        "fastapi.responses",
+                        "fastapi.sse",
                         "fastapi.types",
                         "fastapi.utils",
+                        "functools",
+                        "inspect",
+                        "json",
                         "pydantic",
-                        "starlette.applications",
+                        "starlette",
+                        "starlette._exception_handler",
+                        "starlette._utils",
+                        "starlette.concurrency",
                         "starlette.datastructures",
                         "starlette.exceptions",
-                        "starlette.middleware",
-                        "starlette.middleware.base",
-                        "starlette.middleware.errors",
-                        "starlette.middleware.exceptions",
                         "starlette.requests",
                         "starlette.responses",
                         "starlette.routing",
                         "starlette.types",
-                        "time",
+                        "starlette.websockets",
+                        "types",
                         "typing",
                         "typing_extensions"
                     ]
                 },
-                "python/fastapi/fastapi/background.py": {
+                "python/fastapi/fastapi/sse.py": {
                     "1. Artifact Identity": {
-                        "Filename": "background.py",
-                        "Path": "python/fastapi/fastapi/background.py",
+                        "Filename": "sse.py",
+                        "Path": "python/fastapi/fastapi/sse.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "StarletteBackgroundTasks",
+                        "Parent Entity": "StreamingResponse, BaseModel",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3743.55,
-                        "Y": -183.6,
-                        "Z": 3249.89
+                        "X": 2718.27,
+                        "Y": -206.74,
+                        "Z": 3637.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -513665,25 +514073,25 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 62,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 5.66,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 223,
+                        "Coding LOC": 107,
+                        "Documentation LOC": 77,
+                        "Structural Magnitude": 64.84,
+                        "Control Flow Ratio": "41.7%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.533
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "69.12%",
+                        "Cognitive Load Exposure": "14.77%",
+                        "Error & Exception Exposure": "77.52%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "5.3%",
+                        "Testing Exposure": "2.51%",
+                        "API Exposure": "2.64%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "99.57%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
@@ -513693,42 +514101,62 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "add_task",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 40,
-                            "End Line": 61
+                            "Function Name": "format_sse_event",
+                            "Structural Impact": 23.0,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 146,
+                            "End Line": 214
+                        },
+                        {
+                            "Function Name": "_check_data_exclusive",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 136,
+                            "End Line": 143
+                        },
+                        {
+                            "Function Name": "_check_id_no_null",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 36,
+                            "End Line": 39
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 14,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 21,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 21,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
+                        "Structured Documentation Blocks": 14,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 2,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 5,
+                        "Collection Iterators / Comprehensions": 1,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 5,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -513743,17 +514171,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 5,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 11,
+                        "Structural Space Indentations": 94,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -513769,13 +514197,13 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Vectorized Math & Tensor Operations": 1,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
-                        "Design Short Vars": 1,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -513802,36 +514230,34 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
                         "annotated_doc",
-                        "collections.abc",
-                        "fastapi",
-                        "starlette.background",
-                        "typing",
-                        "typing_extensions"
+                        "pydantic",
+                        "starlette.responses",
+                        "typing"
                     ]
                 },
-                "python/fastapi/fastapi/cli.py": {
+                "python/fastapi/fastapi/staticfiles.py": {
                     "1. Artifact Identity": {
-                        "Filename": "cli.py",
-                        "Path": "python/fastapi/fastapi/cli.py",
+                        "Filename": "staticfiles.py",
+                        "Path": "python/fastapi/fastapi/staticfiles.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2114.9,
-                        "Y": -215.57,
-                        "Z": 3529.34
+                        "X": 2002.24,
+                        "Y": -261.44,
+                        "Z": 3018.46
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -513840,56 +514266,45 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 14,
-                        "Coding LOC": 10,
+                        "Total LOC": 2,
+                        "Coding LOC": 1,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 3.5,
-                        "Control Flow Ratio": "33.3%",
-                        "Popularity Rank": 2,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "3.53%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.33%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "main",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 8,
-                            "End Line": 13
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -513899,7 +514314,7 @@
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 1,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
@@ -513916,9 +514331,9 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -513928,7 +514343,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -513945,9 +514360,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 2,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -513978,30 +514393,30 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "fastapi_cli.cli"
+                        "starlette.staticfiles"
                     ]
                 },
-                "python/fastapi/fastapi/concurrency.py": {
+                "python/fastapi/fastapi/templating.py": {
                     "1. Artifact Identity": {
-                        "Filename": "concurrency.py",
-                        "Path": "python/fastapi/fastapi/concurrency.py",
+                        "Filename": "templating.py",
+                        "Path": "python/fastapi/fastapi/templating.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2194.24,
-                        "Y": -234.4,
-                        "Z": 2647.47
+                        "X": 3414.82,
+                        "Y": -180.13,
+                        "Z": 2449.03
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -514010,70 +514425,59 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 42,
-                        "Coding LOC": 31,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 12.52,
-                        "Control Flow Ratio": "10.0%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 2,
+                        "Coding LOC": 1,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.3
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.19%",
-                        "Error & Exception Exposure": "56.39%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "0.39%",
-                        "Concurrency Exposure": "90.61%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.3%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "contextmanager_in_threadpool",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 18,
-                            "End Line": 41
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 27,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 9,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -514087,18 +514491,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 8,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 17,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -514113,14 +514517,14 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 3,
-                        "Vectorized Math & Tensor Operations": 1,
-                        "Core Var Decl": 5,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 2,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -514147,313 +514551,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "anyio",
-                        "anyio.to_thread",
-                        "collections.abc",
-                        "contextlib",
-                        "starlette.concurrency",
-                        "typing"
+                        "starlette.templating"
                     ]
                 },
-                "python/fastapi/fastapi/datastructures.py": {
+                "python/fastapi/fastapi/testclient.py": {
                     "1. Artifact Identity": {
-                        "Filename": "datastructures.py",
-                        "Path": "python/fastapi/fastapi/datastructures.py",
+                        "Filename": "testclient.py",
+                        "Path": "python/fastapi/fastapi/testclient.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "StarletteUploadFile",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3436.45,
-                        "Y": -258.48,
-                        "Z": 3249.77
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 187,
-                        "Coding LOC": 84,
-                        "Documentation LOC": 60,
-                        "Structural Magnitude": 50.88,
-                        "Control Flow Ratio": "3.1%",
-                        "Popularity Rank": 8,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.772
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "26.08%",
-                        "Error & Exception Exposure": "88.28%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "4.7%",
-                        "Concurrency Exposure": "99.01%",
-                        "State Flux Exposure": "12.74%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "58.1%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "_validate",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 133,
-                            "End Line": 136
-                        },
-                        {
-                            "Function Name": "__eq__",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 167,
-                            "End Line": 168
-                        },
-                        {
-                            "Function Name": "write",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 66,
-                            "End Line": 84
-                        },
-                        {
-                            "Function Name": "seek",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "0.0%",
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-                            "Lines of Code (LOC)": 6,
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-                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "0.0%",
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-                        "Sequential Logic Declarations": 63,
-                        "Function Parameters": 11,
-                        "Function/Method Declarations": 11,
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-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 12,
-                        "State Mutations / Variable Reassignments": 1,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 10,
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-                        "Asynchronous/Concurrent Execution": 9,
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-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 3,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 12,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 13,
-                        "Event Listeners & Subscribers": 2,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 67,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 2,
-                        "Core Var Decl": 2,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 8,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "._compat.v2",
-                        "annotated_doc",
-                        "collections.abc",
-                        "fastapi",
-                        "pydantic",
-                        "starlette.datastructures",
-                        "typing"
-                    ]
-                },
-                "python/fastapi/fastapi/encoders.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "encoders.py",
-                        "Path": "python/fastapi/fastapi/encoders.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2282.54,
-                        "Y": -216.84,
-                        "Z": 2898.79
+                        "X": 2799.83,
+                        "Y": -228.99,
+                        "Z": 4153.64
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -514462,103 +514584,62 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 257,
-                        "Documentation LOC": 67,
-                        "Structural Magnitude": 152.24,
-                        "Control Flow Ratio": "34.5%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 2,
+                        "Coding LOC": 1,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 185,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.218
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.08%",
-                        "Error & Exception Exposure": "74.75%",
-                        "Tech Debt Exposure": "17.84%",
-                        "Testing Exposure": "2.53%",
-                        "API Exposure": "3.67%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "23.96%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.91%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "jsonable_encoder",
-                            "Structural Impact": 122.5,
-                            "Lines of Code (LOC)": 236,
-                            "Control Flow Branches": 34,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "58.6%",
-                            "Start Line": 112,
-                            "End Line": 347
-                        },
-                        {
-                            "Function Name": "decimal_encoder",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 43,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "generate_encoders_by_class_tuples",
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-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
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-                            "End Line": 106
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-                        {
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 38
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+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 38,
-                        "Sequential Logic Declarations": 72,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 4,
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+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 23,
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+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 9,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 11,
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                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 4,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 13,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 21,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
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                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 9,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 225,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -514588,7 +514669,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -514597,9 +514678,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 58,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 58,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -514629,51 +514710,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 21,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
-                        "Total Upstream (Absolute Fragility)": 2,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 185,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "._compat",
-                        "annotated_doc",
-                        "collections",
-                        "collections.abc",
-                        "dataclasses",
-                        "datetime",
-                        "decimal",
-                        "enum",
-                        "fastapi.exceptions",
-                        "fastapi.types",
-                        "ipaddress",
-                        "pathlib",
-                        "pydantic",
-                        "pydantic.color",
-                        "pydantic.networks",
-                        "pydantic.types",
-                        "pydantic_core",
-                        "re",
-                        "types",
-                        "typing",
-                        "uuid"
+                        "starlette.testclient"
                     ]
                 },
-                "python/fastapi/fastapi/exception_handlers.py": {
+                "python/fastapi/fastapi/types.py": {
                     "1. Artifact Identity": {
-                        "Filename": "exception_handlers.py",
-                        "Path": "python/fastapi/fastapi/exception_handlers.py",
+                        "Filename": "types.py",
+                        "Path": "python/fastapi/fastapi/types.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2223.78,
-                        "Y": -224.44,
-                        "Z": 3568.56
+                        "X": 3083.51,
+                        "Y": -263.69,
+                        "Z": 3769.08
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -514682,95 +514743,64 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 35,
-                        "Coding LOC": 28,
+                        "Total LOC": 13,
+                        "Coding LOC": 10,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 15.46,
-                        "Control Flow Ratio": "4.2%",
-                        "Popularity Rank": 1,
+                        "Structural Magnitude": 15.2,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 25,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.36
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.36%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "64.57%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.38%",
-                        "API Exposure": "7.05%",
-                        "Concurrency Exposure": "90.61%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "50.0%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "http_exception_handler",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 11,
-                            "End Line": 17
-                        },
-                        {
-                            "Function Name": "request_validation_exception_handler",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 20,
-                            "End Line": 26
-                        },
-                        {
-                            "Function Name": "websocket_request_validation_exception_handler",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 29,
-                            "End Line": 34
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 14,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 3,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 3,
+                        "Generic Type Abstractions": 5,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 8,
+                        "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 4,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
@@ -514785,12 +514815,12 @@
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 15,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -514807,10 +514837,10 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 4,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
@@ -514839,39 +514869,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 25,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 9
                     },
                     "9. Extracted Dependencies": [
-                        "fastapi.encoders",
-                        "fastapi.exceptions",
-                        "fastapi.utils",
-                        "fastapi.websockets",
-                        "starlette.exceptions",
-                        "starlette.requests",
-                        "starlette.responses",
-                        "starlette.status"
+                        "collections.abc",
+                        "enum",
+                        "pydantic",
+                        "pydantic.main",
+                        "types",
+                        "typing"
                     ]
                 },
-                "python/fastapi/fastapi/exceptions.py": {
+                "python/fastapi/fastapi/utils.py": {
                     "1. Artifact Identity": {
-                        "Filename": "exceptions.py",
-                        "Path": "python/fastapi/fastapi/exceptions.py",
+                        "Filename": "utils.py",
+                        "Path": "python/fastapi/fastapi/utils.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "TypedDict, total=False, StarletteHTTPException, StarletteWebSocketException",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3338.85,
-                        "Y": -269.7,
-                        "Z": 2890.29
+                        "X": 2573.57,
+                        "Y": -255.48,
+                        "Z": 2455.63
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -514880,150 +514907,130 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 257,
-                        "Coding LOC": 111,
-                        "Documentation LOC": 92,
-                        "Structural Magnitude": 69.82,
-                        "Control Flow Ratio": "18.0%",
-                        "Popularity Rank": 33,
+                        "Total LOC": 137,
+                        "Coding LOC": 109,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 57.48,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.561
+                        "Raw Cognitive Density": 0.183
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.96%",
-                        "Error & Exception Exposure": "86.63%",
-                        "Tech Debt Exposure": "92.09%",
-                        "Testing Exposure": "2.49%",
-                        "API Exposure": "3.86%",
+                        "Cognitive Load Exposure": "8.54%",
+                        "Error & Exception Exposure": "62.11%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "0.0%",
+                        "API Exposure": "5.37%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.35%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "23.37%",
+                        "Documentation Exposure": "48.49%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_format_endpoint_context",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 193,
-                            "End Line": 202
+                            "Function Name": "deep_dict_update",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 103,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "__str__",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "create_model_field",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 204,
-                            "End Line": 209
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 175,
-                            "End Line": 188
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 45,
-                            "End Line": 83
+                            "Start Line": 58,
+                            "End Line": 77
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 154
+                            "Function Name": "is_body_allowed_for_status_code",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 26,
+                            "End Line": 40
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 213,
-                            "End Line": 221
+                            "Function Name": "get_value_or_default",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 121,
+                            "End Line": 136
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 235,
-                            "End Line": 243
+                            "Function Name": "generate_operation_id_for_path",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 80,
+                            "End Line": 92
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "generate_unique_id",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 225,
-                            "End Line": 231
+                            "Start Line": 95,
+                            "End Line": 100
                         },
                         {
-                            "Function Name": "errors",
+                            "Function Name": "get_path_param_names",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 190,
-                            "End Line": 191
+                            "Start Line": 43,
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 41,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
-                        "Class/Entity Declarations": 11,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 9,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 40,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 13,
-                        "State Mutations / Variable Reassignments": 18,
+                        "Exposed API / Public Exports": 7,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 11,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 12,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Generic Type Abstractions": 11,
+                        "Collection Iterators / Comprehensions": 1,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 6,
+                        "Module Dependencies (Imports)": 10,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -515037,25 +515044,25 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 19,
+                        "Private / Encapsulated Scopes": 4,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 92,
+                        "Structural Space Indentations": 85,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Regex Execution": 3,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -515065,14 +515072,14 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
+                        "Core Var Decl": 17,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 7,
-                        "Design Pascal Case": 6,
+                        "Design Snake Case": 14,
+                        "Design Pascal Case": 3,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
-                        "Duplicate Logic": 2,
+                        "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -515080,7 +515087,7 @@
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
+                        "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -515097,24 +515104,28 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 33,
+                        "Direct Upstream (Fragility)": 10,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "annotated_doc",
-                        "collections.abc",
+                        "._compat",
+                        ".routing",
                         "fastapi",
-                        "pydantic",
-                        "starlette.exceptions",
-                        "typing"
+                        "fastapi._compat",
+                        "fastapi.datastructures",
+                        "fastapi.exceptions",
+                        "pydantic.fields",
+                        "re",
+                        "typing",
+                        "warnings"
                     ]
                 },
-                "python/fastapi/fastapi/logger.py": {
+                "python/fastapi/fastapi/websockets.py": {
                     "1. Artifact Identity": {
-                        "Filename": "logger.py",
-                        "Path": "python/fastapi/fastapi/logger.py",
+                        "Filename": "websockets.py",
+                        "Path": "python/fastapi/fastapi/websockets.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Neutral / No Indentation",
@@ -515124,9 +515135,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2695.8,
-                        "Y": -235.8,
-                        "Z": 2501.53
+                        "X": 3533.76,
+                        "Y": -238.75,
+                        "Z": 3133.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -515136,11 +515147,11 @@
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
                         "Total LOC": 4,
-                        "Coding LOC": 2,
+                        "Coding LOC": 3,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 11.04,
+                        "Structural Magnitude": 11.56,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
+                        "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -515165,7 +515176,7 @@
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 1,
+                        "Sequential Logic Declarations": 9,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
@@ -515187,7 +515198,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -515229,9 +515240,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -515262,30 +515273,55 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "logging"
+                        "starlette.websockets"
                     ]
-                },
-                "python/fastapi/fastapi/param_functions.py": {
+                }
+            }
+        },
+        "python/twisted": {
+            "Directory Group Magnitude": 3283.48,
+            "File Count": 4,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "23.38%",
+                "Error & Exception Exposure": "69.47%",
+                "Tech Debt Exposure": "22.93%",
+                "Testing Exposure": "80.0%",
+                "API Exposure": "2.69%",
+                "Concurrency Exposure": "3.16%",
+                "State Flux Exposure": "84.37%",
+                "Commented Logic Exposure": "4.05%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "18.92%",
+                "Hardcoded Payload Artifacts": "6.14%"
+            },
+            "Files": {
+                "python/twisted/defer.py": {
                     "1. Artifact Identity": {
-                        "Filename": "param_functions.py",
-                        "Path": "python/fastapi/fastapi/param_functions.py",
+                        "Filename": "defer.py",
+                        "Path": "python/twisted/defer.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "Exception, TypeError, Enum",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3161.72,
-                        "Y": -189.11,
-                        "Z": 3463.71
+                        "X": -7863.31,
+                        "Y": -60.8,
+                        "Z": 4268.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -515294,26 +515330,26 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2461,
-                        "Coding LOC": 1379,
-                        "Documentation LOC": 944,
-                        "Structural Magnitude": 235.88,
-                        "Control Flow Ratio": "16.3%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 2565,
+                        "Coding LOC": 1151,
+                        "Documentation LOC": 956,
+                        "Structural Magnitude": 881.12,
+                        "Control Flow Ratio": "35.5%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.005
+                        "Raw Cognitive Density": 0.594
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "2.42%",
-                        "Error & Exception Exposure": "62.85%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "17.42%",
+                        "Error & Exception Exposure": "79.34%",
+                        "Tech Debt Exposure": "55.89%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.79%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "API Exposure": "1.79%",
+                        "Concurrency Exposure": "12.65%",
+                        "State Flux Exposure": "93.55%",
+                        "Commented Logic Exposure": "5.6%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -515322,147 +515358,1217 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Body",
-                            "Structural Impact": 27.7,
-                            "Lines of Code (LOC)": 328,
+                            "Function Name": "_runCallbacks",
+                            "Structural Impact": 44.4,
+                            "Lines of Code (LOC)": 153,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "78.1%",
+                            "Start Line": 1005,
+                            "End Line": 1157
+                        },
+                        {
+                            "Function Name": "_inlineCallbacks",
+                            "Structural Impact": 42.0,
+                            "Lines of Code (LOC)": 169,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "46.7%",
+                            "Start Line": 1805,
+                            "End Line": 1973
+                        },
+                        {
+                            "Function Name": "deferUntilLocked",
+                            "Structural Impact": 24.1,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 2475,
+                            "End Line": 2541
+                        },
+                        {
+                            "Function Name": "addCallbacks",
+                            "Structural Impact": 23.1,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 480,
+                            "End Line": 545
+                        },
+                        {
+                            "Function Name": "_cbDeferred",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1554,
+                            "End Line": 1578
+                        },
+                        {
+                            "Function Name": "race",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 1650,
+                            "End Line": 1726
+                        },
+                        {
+                            "Function Name": "maybeDeferred",
+                            "Structural Impact": 15.1,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 183,
+                            "End Line": 243
+                        },
+                        {
+                            "Function Name": "_startRunCallbacks",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 974,
+                            "End Line": 996
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 1484,
+                            "End Line": 1552
+                        },
+                        {
+                            "Function Name": "addTimeout",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 768,
+                            "End Line": 837
+                        },
+                        {
+                            "Function Name": "cancel",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 946,
+                            "End Line": 972
+                        },
+                        {
+                            "Function Name": "__iter__",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1176,
+                            "End Line": 1195
+                        },
+                        {
+                            "Function Name": "put",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2402,
+                            "End Line": 2413
+                        },
+                        {
+                            "Function Name": "asFuture",
+                            "Structural Impact": 8.6,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 1199,
+                            "End Line": 1231
+                        },
+                        {
+                            "Function Name": "_gotResultInlineCallbacks",
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                         {
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-                            "Start Line": 1018,
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+                            "End Line": 123
+                        },
+                        {
+                            "Function Name": "_cancellableInlineCallbacks",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2017,
+                            "End Line": 2037
+                        },
+                        {
+                            "Function Name": "_addCancelCallbackToDeferred",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1976,
+                            "End Line": 1989
+                        },
+                        {
+                            "Function Name": "run",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2162,
+                            "End Line": 2165
+                        },
+                        {
+                            "Function Name": "_cancelAcquire",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2234,
+                            "End Line": 2246
+                        },
+                        {
+                            "Function Name": "_cancelAcquire",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2306,
+                            "End Line": 2318
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2283,
-                            "End Line": 2369
+                            "Start Line": 2380,
+                            "End Line": 2386
                         },
                         {
-                            "Function Name": "Security",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 89,
+                            "Function Name": "_cancelGet",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2388,
+                            "End Line": 2400
+                        },
+                        {
+                            "Function Name": "maybeDeferred",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2372,
-                            "End Line": 2460
+                            "Start Line": 168,
+                            "End Line": 173
+                        },
+                        {
+                            "Function Name": "maybeDeferred",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 161,
+                            "End Line": 164
+                        },
+                        {
+                            "Function Name": "maybeDeferred",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 177,
+                            "End Line": 180
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1380,
+                            "End Line": 1383
+                        },
+                        {
+                            "Function Name": "fail",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 126,
+                            "End Line": 139
+                        },
+                        {
+                            "Function Name": "returnValue",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1746,
+                            "End Line": 1759
+                        },
+                        {
+                            "Function Name": "logError",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 89,
+                            "End Line": 99
+                        },
+                        {
+                            "Function Name": "__init_subclass__",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1333,
+                            "End Line": 1336
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1645,
+                            "End Line": 1647
+                        },
+                        {
+                            "Function Name": "_releaseAndReturn",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2137,
+                            "End Line": 2139
+                        },
+                        {
+                            "Function Name": "setDebugging",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 262,
+                            "End Line": 269
+                        },
+                        {
+                            "Function Name": "__str__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1392,
+                            "End Line": 1398
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1738,
+                            "End Line": 1739
+                        },
+                        {
+                            "Function Name": "pause",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 930,
+                            "End Line": 934
+                        },
+                        {
+                            "Function Name": "_continuation",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 998,
+                            "End Line": 1003
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1385,
+                            "End Line": 1390
+                        },
+                        {
+                            "Function Name": "execute",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2188,
+                            "End Line": 2193
+                        },
+                        {
+                            "Function Name": "__aenter__",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2197,
+                            "End Line": 2201
+                        },
+                        {
+                            "Function Name": "cancel",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1262,
+                            "End Line": 1264
+                        },
+                        {
+                            "Function Name": "timeout",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 250,
+                            "End Line": 251
+                        },
+                        {
+                            "Function Name": "passthru",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 254,
+                            "End Line": 255
+                        },
+                        {
+                            "Function Name": "_failthru",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 258,
+                            "End Line": 259
+                        },
+                        {
+                            "Function Name": "callbacks",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 477,
+                            "End Line": 478
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2134,
+                            "End Line": 2135
+                        },
+                        {
+                            "Function Name": "acquire",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2215,
+                            "End Line": 2216
+                        },
+                        {
+                            "Function Name": "release",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2219,
+                            "End Line": 2220
+                        },
+                        {
+                            "Function Name": "getDebugging",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 272,
+                            "End Line": 276
+                        },
+                        {
+                            "Function Name": "timeItOut",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 809,
+                            "End Line": 811
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 7,
-                        "Sequential Logic Declarations": 36,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 54,
+                        "Control Flow Branches": 156,
+                        "Sequential Logic Declarations": 283,
+                        "Function Parameters": 119,
+                        "Function/Method Declarations": 116,
+                        "Class/Entity Declarations": 21,
+                        "Defensive Programming Constructs": 53,
+                        "Type/Safety Bypasses": 78,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 217,
+                        "Exposed API / Public Exports": 93,
+                        "State Mutations / Variable Reassignments": 146,
+                        "Commented-out Code (Dead Logic)": 5,
+                        "Structured Documentation Blocks": 77,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 1,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 3,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 39,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 35,
+                        "Generic Type Abstractions": 220,
+                        "Collection Iterators / Comprehensions": 2,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 9,
+                        "Metaprogramming & Reflection": 9,
+                        "Module Dependencies (Imports)": 22,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 2,
+                        "Event Publishers / Emitters": 1,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 13,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 58,
-                        "Event Listeners & Subscribers": 0,
+                        "Private / Encapsulated Scopes": 508,
+                        "Event Listeners & Subscribers": 41,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1352,
+                        "Structural Space Indentations": 1035,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -515477,17 +516583,17 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 201,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 201,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 28,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 10,
+                        "Vectorized Math & Tensor Operations": 15,
+                        "Core Var Decl": 133,
+                        "Design Camel Case": 30,
+                        "Design Snake Case": 75,
+                        "Design Pascal Case": 5,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 6,
+                        "Design Long Vars": 6,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 14,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -515495,7 +516601,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 3,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -515511,42 +516617,56 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 11,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Direct Upstream (Fragility)": 25,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        ".db",
-                        ".security",
-                        "annotated_doc",
-                        "collections.abc",
-                        "fastapi",
-                        "fastapi._compat",
-                        "fastapi.datastructures",
-                        "fastapi.openapi.models",
-                        "pydantic",
+                        "__future__",
+                        "abc",
+                        "asyncio",
+                        "attr",
+                        "contextvars",
+                        "enum",
+                        "functools",
+                        "incremental",
+                        "inspect",
+                        "sys",
+                        "traceback",
+                        "treq",
+                        "twisted.internet",
+                        "twisted.internet.defer",
+                        "twisted.internet.interfaces",
+                        "twisted.internet.task",
+                        "twisted.logger",
+                        "twisted.python",
+                        "twisted.python.compat",
+                        "twisted.python.deprecate",
+                        "twisted.python.failure",
+                        "types",
                         "typing",
-                        "typing_extensions"
+                        "typing_extensions",
+                        "warnings"
                     ]
                 },
-                "python/fastapi/fastapi/params.py": {
+                "python/twisted/http.py": {
                     "1. Artifact Identity": {
-                        "Filename": "params.py",
-                        "Path": "python/fastapi/fastapi/params.py",
+                        "Filename": "http.py",
+                        "Path": "python/twisted/http.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Enum, FieldInfo, Param",
+                        "Parent Entity": "Exception, Interface, basic.LineReceiver",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2849.54,
-                        "Y": -211.02,
-                        "Z": 2625.67
+                        "X": -7548.14,
+                        "Y": -58.65,
+                        "Z": 4266.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -515555,333 +516675,1593 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 755,
-                        "Coding LOC": 718,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 288.56,
-                        "Control Flow Ratio": "37.3%",
-                        "Popularity Rank": 3,
+                        "Total LOC": 3481,
+                        "Coding LOC": 1513,
+                        "Documentation LOC": 1339,
+                        "Structural Magnitude": 1376.06,
+                        "Control Flow Ratio": "44.2%",
+                        "Popularity Rank": 9,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.095
+                        "Raw Cognitive Density": 0.923
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.78%",
-                        "Error & Exception Exposure": "81.94%",
-                        "Tech Debt Exposure": "26.16%",
+                        "Cognitive Load Exposure": "33.31%",
+                        "Error & Exception Exposure": "75.23%",
+                        "Tech Debt Exposure": "11.53%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.77%",
+                        "API Exposure": "2.89%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "21.66%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "99.82%",
+                        "Commented Logic Exposure": "5.23%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.93%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 75.3,
-                            "Lines of Code (LOC)": 106,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 33,
-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 470,
-                            "End Line": 575
+                            "Function Name": "addCookie",
+                            "Structural Impact": 64.6,
+                            "Lines of Code (LOC)": 115,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "69.6%",
+                            "Start Line": 1322,
+                            "End Line": 1436
+                        },
+                        {
+                            "Function Name": "write",
+                            "Structural Impact": 36.5,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 1249,
+                            "End Line": 1320
+                        },
+                        {
+                            "Function Name": "lineReceived",
+                            "Structural Impact": 32.7,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 2361,
+                            "End Line": 2425
+                        },
+                        {
+                            "Function Name": "requestReceived",
+                            "Structural Impact": 27.5,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1038,
+                            "End Line": 1096
+                        },
+                        {
+                            "Function Name": "_maybeChooseTransferDecoder",
+                            "Structural Impact": 21.9,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "56.2%",
+                            "Start Line": 2439,
+                            "End Line": 2475
+                        },
+                        {
+                            "Function Name": "parse_qs",
+                            "Structural Impact": 21.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 366,
+                            "End Line": 391
+                        },
+                        {
+                            "Function Name": "stringToDatetime",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 455,
+                            "End Line": 507
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+                        {
+                            "Function Name": "_dataReceived_CHUNK_LENGTH",
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+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1999,
+                            "End Line": 2050
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+                            "Control Flow Branches": 7,
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+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 2626,
+                            "End Line": 2667
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+                        {
+                            "Function Name": "lineReceived",
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+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 728,
+                            "End Line": 767
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 435,
+                            "End Line": 452
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2743,
+                            "End Line": 2777
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+                        {
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+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 245,
+                            "End Line": 294
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+                            "Control Flow Branches": 6,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1518,
+                            "End Line": 1549
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+                        {
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1591,
+                            "End Line": 1623
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+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 3242,
+                            "End Line": 3289
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+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 1220,
+                            "End Line": 1247
+                        },
+                        {
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+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 2477,
+                            "End Line": 2517
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+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 1481,
+                            "End Line": 1516
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+                        {
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+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2072,
+                            "End Line": 2115
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+                        {
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2995,
+                            "End Line": 3025
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                         {
                             "Function Name": "__init__",
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-                            "Lines of Code (LOC)": 103,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 31,
-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 29,
-                            "End Line": 131
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3350,
+                            "End Line": 3389
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+                        {
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2669,
+                            "End Line": 2693
+                        },
+                        {
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+                            "Control Flow Branches": 6,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1564,
+                            "End Line": 1579
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+                        {
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2570,
+                            "End Line": 2609
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+                        {
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1831,
+                            "End Line": 1861
+                        },
+                        {
+                            "Function Name": "registerProducer",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2828,
+                            "End Line": 2868
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+                        {
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 958,
+                            "End Line": 979
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+                        {
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+                            "Structural Impact": 9.5,
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 1009,
+                            "End Line": 1028
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+                        {
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 2970,
+                            "End Line": 2991
+                        },
+                        {
+                            "Function Name": "_getMultiPartArgs",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 314,
+                            "End Line": 335
+                        },
+                        {
+                            "Function Name": "stopFactory",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3455,
+                            "End Line": 3463
+                        },
+                        {
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+                            "Structural Impact": 7.4,
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 809,
+                            "End Line": 818
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+                        {
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+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 521,
+                            "End Line": 541
+                        },
+                        {
+                            "Function Name": "setResponseCode",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1438,
+                            "End Line": 1449
+                        },
+                        {
+                            "Function Name": "_dataReceived_CRLF",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 2052,
+                            "End Line": 2070
+                        },
+                        {
+                            "Function Name": "parseContentRange",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 544,
+                            "End Line": 559
+                        },
+                        {
+                            "Function Name": "_ensureBytes",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1380,
+                            "End Line": 1396
+                        },
+                        {
+                            "Function Name": "_authorize",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1677,
+                            "End Line": 1693
+                        },
+                        {
+                            "Function Name": "allHeadersReceived",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2611,
+                            "End Line": 2624
                         },
                         {
                             "Function Name": "__init__",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 79,
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 34,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 32,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 306,
-                            "End Line": 384
+                            "Start Line": 923,
+                            "End Line": 956
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 79,
+                            "Function Name": "startFactory",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3446,
+                            "End Line": 3453
+                        },
+                        {
+                            "Function Name": "pauseProducing",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2897,
+                            "End Line": 2930
+                        },
+                        {
+                            "Function Name": "connectionLost",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1727,
+                            "End Line": 1738
+                        },
+                        {
+                            "Function Name": "dataReceived",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2147,
+                            "End Line": 2155
+                        },
+                        {
+                            "Function Name": "connectionLost",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2719,
+                            "End Line": 2727
+                        },
+                        {
+                            "Function Name": "urlparse",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 338,
+                            "End Line": 363
+                        },
+                        {
+                            "Function Name": "isSecure",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1656,
+                            "End Line": 1675
+                        },
+                        {
+                            "Function Name": "datetimeToString",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 394,
+                            "End Line": 411
+                        },
+                        {
+                            "Function Name": "noMoreData",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1863,
+                            "End Line": 1880
+                        },
+                        {
+                            "Function Name": "_dataReceived_BODY",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2117,
+                            "End Line": 2134
+                        },
+                        {
+                            "Function Name": "resumeProducing",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2932,
+                            "End Line": 2949
+                        },
+                        {
+                            "Function Name": "getClientIP",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 1626,
+                            "End Line": 1638
+                        },
+                        {
+                            "Function Name": "unregisterProducer",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2870,
+                            "End Line": 2883
+                        },
+                        {
+                            "Function Name": "registerProducer",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 32,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 582,
-                            "End Line": 660
+                            "Start Line": 1124,
+                            "End Line": 1136
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 79,
+                            "Function Name": "_getContentFile",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 837,
+                            "End Line": 843
+                        },
+                        {
+                            "Function Name": "__eq__",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 32,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1747,
+                            "End Line": 1765
+                        },
+                        {
+                            "Function Name": "sendHeader",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 664,
-                            "End Line": 742
+                            "Start Line": 702,
+                            "End Line": 708
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 15.3,
-                            "Lines of Code (LOC)": 79,
+                            "Function Name": "getHeader",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 31,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1147,
+                            "End Line": 1162
+                        },
+                        {
+                            "Function Name": "extractHeader",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 713,
+                            "End Line": 726
+                        },
+                        {
+                            "Function Name": "allContentReceived",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 140,
-                            "End Line": 218
+                            "Start Line": 2519,
+                            "End Line": 2545
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 77,
+                            "Function Name": "log",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 31,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 224,
-                            "End Line": 300
+                            "Start Line": 3471,
+                            "End Line": 3480
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 77,
+                            "Function Name": "_set_logFile",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 31,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 390,
-                            "End Line": 466
+                            "Start Line": 3410,
+                            "End Line": 3418
+                        },
+                        {
+                            "Function Name": "datetimeToLogString",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 414,
+                            "End Line": 432
+                        },
+                        {
+                            "Function Name": "getUser",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1695,
+                            "End Line": 1709
+                        },
+                        {
+                            "Function Name": "getPassword",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1711,
+                            "End Line": 1725
+                        },
+                        {
+                            "Function Name": "isSecure",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2729,
+                            "End Line": 2741
+                        },
+                        {
+                            "Function Name": "notifyFinish",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1177,
+                            "End Line": 1218
+                        },
+                        {
+                            "Function Name": "getAllHeaders",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1551,
+                            "End Line": 1562
+                        },
+                        {
+                            "Function Name": "stopProducing",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2885,
+                            "End Line": 2895
+                        },
+                        {
+                            "Function Name": "handleResponseEnd",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 772,
+                            "End Line": 781
+                        },
+                        {
+                            "Function Name": "noMoreData",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2157,
+                            "End Line": 2166
+                        },
+                        {
+                            "Function Name": "connectionMade",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2348,
+                            "End Line": 2355
+                        },
+                        {
+                            "Function Name": "timeoutConnection",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2695,
+                            "End Line": 2702
+                        },
+                        {
+                            "Function Name": "loseConnection",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1740,
+                            "End Line": 1745
+                        },
+                        {
+                            "Function Name": "_get_logFile",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3404,
+                            "End Line": 3407
+                        },
+                        {
+                            "Function Name": "_protocolUpgradeForWebsockets",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2547,
+                            "End Line": 2568
+                        },
+                        {
+                            "Function Name": "setHeader",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1451,
+                            "End Line": 1464
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1986,
+                            "End Line": 1997
+                        },
+                        {
+                            "Function Name": "buildProtocol",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3429,
+                            "End Line": 3444
+                        },
+                        {
+                            "Function Name": "redirect",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1466,
+                            "End Line": 1479
+                        },
+                        {
+                            "Function Name": "__init__",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1826,
+                            "End Line": 1829
+                        },
+                        {
+                            "Function Name": "handleStatus",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 789,
+                            "End Line": 789
+                        },
+                        {
+                            "Function Name": "gotLength",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 997,
+                            "End Line": 1007
+                        },
+                        {
+                            "Function Name": "getCookie",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1164,
+                            "End Line": 1175
+                        },
+                        {
+                            "Function Name": "requestFactory",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3165,
+                            "End Line": 3176
+                        },
+                        {
+                            "Function Name": "site",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3188,
+                            "End Line": 3199
+                        },
+                        {
+                            "Function Name": "timeOut",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3209,
+                            "End Line": 3220
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                         {
                             "Function Name": "__repr__",
-                            "Structural Impact": 1.5,
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1098,
+                            "End Line": 1112
+                        },
+                        {
+                            "Function Name": "getClientAddress",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1640,
+                            "End Line": 1654
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+                        {
+                            "Function Name": "write",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2779,
+                            "End Line": 2788
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+                        {
+                            "Function Name": "writeSequence",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2790,
+                            "End Line": 2799
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+                        {
+                            "Function Name": "getClientAddress",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3050,
+                            "End Line": 3064
+                        },
+                        {
+                            "Function Name": "proxiedLogFormatter",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3093,
+                            "End Line": 3101
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3231,
+                            "End Line": 3240
+                        },
+                        {
+                            "Function Name": "sendCommand",
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                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 699,
+                            "End Line": 700
+                        },
+                        {
+                            "Function Name": "handleContentChunk",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1030,
+                            "End Line": 1036
+                        },
+                        {
+                            "Function Name": "forceAbortClient",
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+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 134
+                            "Start Line": 2704,
+                            "End Line": 2717
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 1.5,
+                            "Function Name": "requestReceived",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 610,
+                            "End Line": 610
+                        },
+                        {
+                            "Function Name": "handleHeader",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 799,
+                            "End Line": 799
+                        },
+                        {
+                            "Function Name": "noLongerQueued",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 984,
+                            "End Line": 995
+                        },
+                        {
+                            "Function Name": "registerProducer",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2193,
+                            "End Line": 2193
+                        },
+                        {
+                            "Function Name": "_openLogFile",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3465,
+                            "End Line": 3469
+                        },
+                        {
+                            "Function Name": "_parseContentType",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 297,
+                            "End Line": 305
+                        },
+                        {
+                            "Function Name": "toChunk",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 510,
+                            "End Line": 518
+                        },
+                        {
+                            "Function Name": "_sanitize",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1398,
+                            "End Line": 1406
+                        },
+                        {
+                            "Function Name": "getHost",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1581,
+                            "End Line": 1589
+                        },
+                        {
+                            "Function Name": "_dataReceived_FINISHED",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2136,
+                            "End Line": 2145
+                        },
+                        {
+                            "Function Name": "dataReceived",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2357,
+                            "End Line": 2359
+                        },
+                        {
+                            "Function Name": "_finishRequestBody",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2427,
+                            "End Line": 2429
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+                        {
+                            "Function Name": "loseConnection",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2817,
+                            "End Line": 2826
+                        },
+                        {
+                            "Function Name": "_respondToBadRequestAndDisconnect",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2958,
+                            "End Line": 2967
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+                        {
+                            "Function Name": "factory",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3151,
+                            "End Line": 3153
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+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 666,
+                            "End Line": 667
+                        },
+                        {
+                            "Function Name": "__getattr__",
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+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 669,
+                            "End Line": 670
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+                        {
+                            "Function Name": "connectionLost",
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+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 769,
+                            "End Line": 770
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+                        {
+                            "Function Name": "handleResponsePart",
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+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 783,
+                            "End Line": 784
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1114,
+                            "End Line": 1120
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1767,
+                            "End Line": 1773
+                        },
+                        {
+                            "Function Name": "_failChooseTransferDecoder",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2431,
+                            "End Line": 2437
+                        },
+                        {
+                            "Function Name": "getPeer",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2801,
+                            "End Line": 2807
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+                        {
+                            "Function Name": "getHost",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2809,
+                            "End Line": 2815
+                        },
+                        {
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                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3040,
+                            "End Line": 3041
+                        },
+                        {
+                            "Function Name": "requestFactory",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3156,
+                            "End Line": 3162
+                        },
+                        {
+                            "Function Name": "site",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3179,
+                            "End Line": 3185
+                        },
+                        {
+                            "Function Name": "_genericHTTPChannelProtocolFactory",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3292,
+                            "End Line": 3298
+                        },
+                        {
+                            "Function Name": "write",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3302,
+                            "End Line": 3302
+                        },
+                        {
+                            "Function Name": "unregisterProducer",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1138,
+                            "End Line": 1143
+                        },
+                        {
+                            "Function Name": "__init__",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2341,
+                            "End Line": 2346
+                        },
+                        {
+                            "Function Name": "_send100Continue",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2951,
+                            "End Line": 2956
+                        },
+                        {
+                            "Function Name": "clientproto",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3068,
+                            "End Line": 3073
+                        },
+                        {
+                            "Function Name": "code",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3076,
+                            "End Line": 3081
+                        },
+                        {
+                            "Function Name": "sentLength",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3084,
+                            "End Line": 3089
+                        },
+                        {
+                            "Function Name": "factory",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3144,
+                            "End Line": 3148
+                        },
+                        {
+                            "Function Name": "timeOut",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3202,
+                            "End Line": 3206
+                        },
+                        {
+                            "Function Name": "callLater",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3223,
+                            "End Line": 3228
+                        },
+                        {
+                            "Function Name": "_updateLogDateTime",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3422,
+                            "End Line": 3427
+                        },
+                        {
+                            "Function Name": "connectionLost",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 577,
-                            "End Line": 578
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 47,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 11,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 58,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 11,
-                        "State Mutations / Variable Reassignments": 20,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 35,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 12,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
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-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 96,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 692,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 2,
-                        "Core Var Decl": 459,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 247,
-                        "Design Pascal Case": 212,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 32,
-                        "Design Long Vars": 2,
-                        "Duplicate Logic": 4,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 12,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "._compat",
-                        ".datastructures",
-                        "collections.abc",
-                        "dataclasses",
-                        "enum",
-                        "fastapi.exceptions",
-                        "fastapi.openapi.models",
-                        "pydantic",
-                        "pydantic.fields",
-                        "typing",
-                        "typing_extensions",
-                        "warnings"
-                    ]
-                },
-                "python/fastapi/fastapi/requests.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "requests.py",
-                        "Path": "python/fastapi/fastapi/requests.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 3424.66,
-                        "Y": -174.92,
-                        "Z": 3740.92
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 3,
-                        "Coding LOC": 2,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 11.04,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 5,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
+                            "End Line": 577
+                        },
+                        {
+                            "Function Name": "gotLength",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 586,
+                            "End Line": 586
+                        },
+                        {
+                            "Function Name": "handleContentChunk",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 596,
+                            "End Line": 596
+                        },
+                        {
+                            "Function Name": "__eq__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 626,
+                            "End Line": 626
+                        },
+                        {
+                            "Function Name": "__ne__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 637,
+                            "End Line": 637
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 663,
+                            "End Line": 664
+                        },
+                        {
+                            "Function Name": "endHeaders",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 710,
+                            "End Line": 711
+                        },
+                        {
+                            "Function Name": "connectionMade",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 786,
+                            "End Line": 787
+                        },
+                        {
+                            "Function Name": "handleEndHeaders",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 804,
+                            "End Line": 804
+                        },
+                        {
+                            "Function Name": "pauseProducing",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2177,
+                            "End Line": 2177
+                        },
+                        {
+                            "Function Name": "resumeProducing",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2185,
+                            "End Line": 2185
+                        },
+                        {
+                            "Function Name": "unregisterProducer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2201,
+                            "End Line": 2201
+                        },
+                        {
+                            "Function Name": "stopProducing",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2206,
+                            "End Line": 2206
+                        },
+                        {
+                            "Function Name": "close",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3307,
+                            "End Line": 3307
+                        },
+                        {
+                            "Function Name": "parseCookies",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 605,
+                            "End Line": 605
+                        },
+                        {
+                            "Function Name": "__hash__",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 648,
+                            "End Line": 648
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 295,
+                        "Sequential Logic Declarations": 372,
+                        "Function Parameters": 156,
+                        "Function/Method Declarations": 153,
+                        "Class/Entity Declarations": 17,
+                        "Defensive Programming Constructs": 52,
+                        "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 130,
+                        "State Mutations / Variable Reassignments": 329,
+                        "Commented-out Code (Dead Logic)": 4,
+                        "Structured Documentation Blocks": 146,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 3,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 23,
+                        "Generic Type Abstractions": 44,
+                        "Collection Iterators / Comprehensions": 9,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Metaprogramming & Reflection": 14,
+                        "Module Dependencies (Imports)": 35,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -515892,26 +518272,26 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 14,
+                        "Fatal Aborts & Exceptions": 33,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 3,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 408,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 1410,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 4,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -515919,26 +518299,26 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Vectorized Math & Tensor Operations": 22,
+                        "Core Var Decl": 292,
+                        "Design Camel Case": 55,
+                        "Design Snake Case": 199,
+                        "Design Pascal Case": 13,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 20,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 129,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 8,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -515952,32 +518332,65 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 5,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 34,
+                        "Direct Downstream (Dependency Blast Radius)": 9,
+                        "Total Upstream (Absolute Fragility)": 3,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.requests"
+                        "__future__",
+                        "base64",
+                        "binascii",
+                        "calendar",
+                        "collections",
+                        "email",
+                        "email.message",
+                        "incremental",
+                        "io",
+                        "math",
+                        "os",
+                        "re",
+                        "tempfile",
+                        "time",
+                        "twisted.internet",
+                        "twisted.internet._producer_helpers",
+                        "twisted.internet.defer",
+                        "twisted.internet.interfaces",
+                        "twisted.logger",
+                        "twisted.protocols",
+                        "twisted.python",
+                        "twisted.python.compat",
+                        "twisted.python.components",
+                        "twisted.python.deprecate",
+                        "twisted.python.failure",
+                        "twisted.web._abnf",
+                        "twisted.web._http2",
+                        "twisted.web._responses",
+                        "twisted.web.http_headers",
+                        "twisted.web.iweb",
+                        "typing",
+                        "urllib.parse",
+                        "warnings",
+                        "zope.interface"
                     ]
                 },
-                "python/fastapi/fastapi/responses.py": {
+                "python/twisted/reflect.py": {
                     "1. Artifact Identity": {
-                        "Filename": "responses.py",
-                        "Path": "python/fastapi/fastapi/responses.py",
+                        "Filename": "reflect.py",
+                        "Path": "python/twisted/reflect.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "JSONResponse",
+                        "Parent Entity": "Exception, ValueError, InvalidName",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2269.7,
-                        "Y": -250.69,
-                        "Z": 2507.74
+                        "X": -7268.7,
+                        "Y": -135.81,
+                        "Z": 4700.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -515986,85 +518399,345 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 86,
-                        "Coding LOC": 47,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 8.84,
-                        "Control Flow Ratio": "17.9%",
-                        "Popularity Rank": 26,
+                        "Total LOC": 687,
+                        "Coding LOC": 295,
+                        "Documentation LOC": 249,
+                        "Structural Magnitude": 264.9,
+                        "Control Flow Ratio": "40.6%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.2
+                        "Raw Cognitive Density": 0.753
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.99%",
-                        "Error & Exception Exposure": "60.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "7.21%",
+                        "Cognitive Load Exposure": "25.16%",
+                        "Error & Exception Exposure": "45.82%",
+                        "Tech Debt Exposure": "13.92%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.52%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "44.26%",
+                        "Commented Logic Exposure": "5.37%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "26.17%",
+                        "Documentation Exposure": "39.94%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "render",
-                            "Structural Impact": 2.0,
+                            "Function Name": "objgrep",
+                            "Structural Impact": 62.9,
+                            "Lines of Code (LOC)": 117,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 534,
+                            "End Line": 650
+                        },
+                        {
+                            "Function Name": "addMethodNamesToDict",
+                            "Structural Impact": 19.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 48,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "accumulateMethods",
+                            "Structural Impact": 19.9,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 109,
+                            "End Line": 149
+                        },
+                        {
+                            "Function Name": "namedAny",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 249,
+                            "End Line": 310
+                        },
+                        {
+                            "Function Name": "filenameToModuleName",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 313,
+                            "End Line": 348
+                        },
+                        {
+                            "Function Name": "accumulateClassDict",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 465,
+                            "End Line": 499
+                        },
+                        {
+                            "Function Name": "accumulateClassList",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 502,
+                            "End Line": 511
+                        },
+                        {
+                            "Function Name": "_importAndCheckStack",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 221,
+                            "End Line": 246
+                        },
+                        {
+                            "Function Name": "safe_str",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 418,
+                            "End Line": 435
+                        },
+                        {
+                            "Function Name": "_determineClassName",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 365,
+                            "End Line": 373
+                        },
+                        {
+                            "Function Name": "_safeFormat",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 376,
+                            "End Line": 400
+                        },
+                        {
+                            "Function Name": "requireModule",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 176,
+                            "End Line": 192
+                        },
+                        {
+                            "Function Name": "safe_repr",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 403,
+                            "End Line": 415
+                        },
+                        {
+                            "Function Name": "namedModule",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 152,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "_determineClass",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 358,
+                            "End Line": 362
+                        },
+                        {
+                            "Function Name": "fullFuncName",
+                            "Structural Impact": 3.1,
                             "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 451,
+                            "End Line": 455
+                        },
+                        {
+                            "Function Name": "prefixedMethodNames",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 85
+                            "Start Line": 28,
+                            "End Line": 45
                         },
                         {
-                            "Function Name": "render",
-                            "Structural Impact": 1.9,
+                            "Function Name": "prefixedMethods",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 90,
+                            "End Line": 106
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 443,
+                            "End Line": 445
+                        },
+                        {
+                            "Function Name": "namedObject",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 164,
+                            "End Line": 170
+                        },
+                        {
+                            "Function Name": "__call__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 51,
-                            "End Line": 53
+                            "Start Line": 447,
+                            "End Line": 448
+                        },
+                        {
+                            "Function Name": "isSame",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 514,
+                            "End Line": 515
+                        },
+                        {
+                            "Function Name": "isLike",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 518,
+                            "End Line": 519
+                        },
+                        {
+                            "Function Name": "isOfType",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 526,
+                            "End Line": 527
+                        },
+                        {
+                            "Function Name": "findInstances",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 530,
+                            "End Line": 531
+                        },
+                        {
+                            "Function Name": "qual",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 351,
+                            "End Line": 355
+                        },
+                        {
+                            "Function Name": "getClass",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 458,
+                            "End Line": 462
+                        },
+                        {
+                            "Function Name": "modgrep",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 522,
+                            "End Line": 523
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 46,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 3,
+                        "Control Flow Branches": 67,
+                        "Sequential Logic Declarations": 98,
+                        "Function Parameters": 28,
+                        "Function/Method Declarations": 28,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 30,
+                        "Type/Safety Bypasses": 12,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 2,
+                        "I/O and Network Boundaries": 11,
+                        "Exposed API / Public Exports": 28,
+                        "State Mutations / Variable Reassignments": 16,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 24,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 2,
+                        "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 7,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
+                        "Metaprogramming & Reflection": 13,
+                        "Module Dependencies (Imports)": 14,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 4,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
@@ -516072,26 +518745,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 7,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 54,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 26,
+                        "Structural Space Indentations": 246,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -516100,13 +518773,13 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 2,
-                        "Core Var Decl": 8,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 8,
-                        "Design Pascal Case": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 52,
+                        "Design Camel Case": 26,
+                        "Design Snake Case": 25,
+                        "Design Pascal Case": 1,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 5,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -516133,38 +518806,45 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 26,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 14,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 3,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "fastapi.exceptions",
-                        "fastapi.sse",
-                        "orjson",
-                        "starlette.responses",
-                        "typing",
-                        "typing_extensions",
-                        "ujson"
+                        "__future__",
+                        "a",
+                        "collections",
+                        "io",
+                        "os",
+                        "path",
+                        "pickle",
+                        "re",
+                        "sys",
+                        "traceback",
+                        "twisted.python.compat",
+                        "twisted.python.deprecate",
+                        "types",
+                        "weakref"
                     ]
                 },
-                "python/fastapi/fastapi/routing.py": {
+                "python/twisted/transport.py": {
                     "1. Artifact Identity": {
-                        "Filename": "routing.py",
-                        "Path": "python/fastapi/fastapi/routing.py",
+                        "Filename": "transport.py",
+                        "Path": "python/twisted/transport.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "AbstractAsyncContextManager[_T], routing.WebSocketRoute, routing.Route",
+                        "Parent Entity": "Tuple[_DigestMod, bytes, bytes, int], protocol.Protocol, SSHTransportBase",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2823.59,
-                        "Y": -207.95,
-                        "Z": 3200.55
+                        "X": -7537.55,
+                        "Y": -69.45,
+                        "Z": 3729.02
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -516173,1103 +518853,836 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4957,
-                        "Coding LOC": 2505,
-                        "Documentation LOC": 1869,
-                        "Structural Magnitude": 1725.8,
-                        "Control Flow Ratio": "45.3%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 2264,
+                        "Coding LOC": 1015,
+                        "Documentation LOC": 886,
+                        "Structural Magnitude": 761.4,
+                        "Control Flow Ratio": "41.5%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.503
+                        "Raw Cognitive Density": 0.598
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.57%",
-                        "Error & Exception Exposure": "71.33%",
-                        "Tech Debt Exposure": "11.4%",
+                        "Cognitive Load Exposure": "17.63%",
+                        "Error & Exception Exposure": "77.49%",
+                        "Tech Debt Exposure": "10.38%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.83%",
-                        "Concurrency Exposure": "53.75%",
-                        "State Flux Exposure": "74.67%",
-                        "Commented Logic Exposure": "4.91%",
+                        "API Exposure": "2.55%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.84%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
+                        "Hardcoded Payload Artifacts": "24.56%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "get_request_handler",
-                            "Structural Impact": 282.8,
-                            "Lines of Code (LOC)": 379,
-                            "Control Flow Branches": 63,
-                            "Input Parameters": 16,
-                            "Control Flow Ratio": "55.8%",
-                            "Start Line": 351,
-                            "End Line": 729
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 191.3,
-                            "Lines of Code (LOC)": 165,
-                            "Control Flow Branches": 33,
-                            "Input Parameters": 28,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 812,
-                            "End Line": 976
-                        },
-                        {
-                            "Function Name": "include_router",
-                            "Structural Impact": 123.5,
-                            "Lines of Code (LOC)": 252,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "81.6%",
-                            "Start Line": 1578,
-                            "End Line": 1829
+                            "Function Name": "ssh_KEXINIT",
+                            "Structural Impact": 28.6,
+                            "Lines of Code (LOC)": 121,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 864,
+                            "End Line": 984
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 100.7,
-                            "Lines of Code (LOC)": 346,
-                            "Control Flow Branches": 58,
+                            "Function Name": "getPacket",
+                            "Structural Impact": 20.0,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "56.3%",
-                            "Start Line": 382,
-                            "End Line": 727
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 94.7,
-                            "Lines of Code (LOC)": 284,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 19,
-                            "Control Flow Ratio": "73.9%",
-                            "Start Line": 1032,
-                            "End Line": 1315
+                            "Control Flow Ratio": "52.4%",
+                            "Start Line": 662,
+                            "End Line": 722
                         },
                         {
-                            "Function Name": "add_api_route",
-                            "Structural Impact": 47.2,
-                            "Lines of Code (LOC)": 82,
+                            "Function Name": "dataReceived",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 44,
                             "Control Flow Branches": 7,
-                            "Input Parameters": 28,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1336,
-                            "End Line": 1417
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 737,
+                            "End Line": 780
                         },
                         {
-                            "Function Name": "serialize_response",
-                            "Structural Impact": 33.2,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 277,
-                            "End Line": 317
+                            "Function Name": "dispatchMessage",
+                            "Structural Impact": 15.6,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 782,
+                            "End Line": 812
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 27.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 12,
+                            "Function Name": "_generateECSharedSecret",
+                            "Structural Impact": 13.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 110,
-                            "End Line": 134
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1394,
+                            "End Line": 1428
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 26.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "70.6%",
-                            "Start Line": 113,
-                            "End Line": 131
+                            "Function Name": "isEncrypted",
+                            "Structural Impact": 13.0,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1252,
+                            "End Line": 1269
                         },
                         {
-                            "Function Name": "request_response",
-                            "Structural Impact": 23.2,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.9%",
-                            "Start Line": 97,
-                            "End Line": 136
+                            "Function Name": "isVerified",
+                            "Structural Impact": 13.0,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1271,
+                            "End Line": 1288
                         },
                         {
-                            "Function Name": "get",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 376,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1831,
-                            "End Line": 2206
+                            "Function Name": "sendPacket",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 623,
+                            "End Line": 660
                         },
                         {
-                            "Function Name": "put",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2208,
-                            "End Line": 2588
+                            "Function Name": "ssh_KEXINIT",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1478,
+                            "End Line": 1496
                         },
                         {
-                            "Function Name": "post",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2590,
-                            "End Line": 2970
+                            "Function Name": "ssh_KEXINIT",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1805,
+                            "End Line": 1850
                         },
                         {
-                            "Function Name": "delete",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 376,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2972,
-                            "End Line": 3347
+                            "Function Name": "ssh_KEX_DH_GEX_REQUEST_OLD",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1596,
+                            "End Line": 1631
                         },
                         {
-                            "Function Name": "options",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 376,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3349,
-                            "End Line": 3724
+                            "Function Name": "_ssh_KEX_ECDH_REPLY",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1852,
+                            "End Line": 1917
                         },
                         {
-                            "Function Name": "head",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3726,
-                            "End Line": 4106
+                            "Function Name": "_encodeECPublicKey",
+                            "Structural Impact": 10.0,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1367,
+                            "End Line": 1392
                         },
                         {
-                            "Function Name": "patch",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4108,
-                            "End Line": 4488
+                            "Function Name": "_generateECPrivateKey",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 1342,
+                            "End Line": 1365
                         },
                         {
-                            "Function Name": "trace",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4490,
-                            "End Line": 4870
+                            "Function Name": "ssh_SERVICE_ACCEPT",
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+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2109,
+                            "End Line": 2128
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 33,
+                            "Function Name": "sendKexInit",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 49,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 6,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "80.0%",
-                            "Start Line": 770,
-                            "End Line": 802
+                            "Start Line": 547,
+                            "End Line": 595
                         },
                         {
-                            "Function Name": "_merge_lifespan_context",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 7,
+                            "Function Name": "ssh_KEX_DH_GEX_GROUP",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 209,
-                            "End Line": 223
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1957,
+                            "End Line": 1980
                         },
                         {
-                            "Function Name": "_serialize_sse_item",
-                            "Structural Impact": 12.7,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 500,
-                            "End Line": 527
+                            "Function Name": "_continue_KEX_ECDH_REPLY",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1875,
+                            "End Line": 1896
                         },
                         {
-                            "Function Name": "merged_lifespan",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 213,
-                            "End Line": 221
+                            "Function Name": "sendDebug",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1075,
+                            "End Line": 1089
                         },
                         {
-                            "Function Name": "get_websocket_app",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 4,
+                            "Function Name": "_keySetup",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 732,
-                            "End Line": 766
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1207,
+                            "End Line": 1230
                         },
                         {
-                            "Function Name": "_extract_endpoint_context",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 254,
-                            "End Line": 274
+                            "Function Name": "_continueGEX_REPLY",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2042,
+                            "End Line": 2081
                         },
                         {
-                            "Function Name": "_build_response_args",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 333,
-                            "End Line": 348
+                            "Function Name": "setKeys",
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+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 145,
+                            "End Line": 165
                         },
                         {
-                            "Function Name": "matches",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 4,
+                            "Function Name": "_finishEphemeralDH",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 804,
-                            "End Line": 808
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 1157,
+                            "End Line": 1185
                         },
                         {
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-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 998,
-                            "End Line": 1002
+                            "Function Name": "_newKeys",
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+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 1232,
+                            "End Line": 1250
                         },
                         {
-                            "Function Name": "app",
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-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 737,
-                            "End Line": 764
+                            "Function Name": "_allowedKeyExchangeMessageType",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 597,
+                            "End Line": 621
                         },
                         {
-                            "Function Name": "_serialize_data",
-                            "Structural Impact": 8.3,
+                            "Function Name": "_getHostKeys",
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                             "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 471,
-                            "End Line": 494
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1453,
+                            "End Line": 1476
                         },
                         {
-                            "Function Name": "api_route",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 25,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1419,
-                            "End Line": 1479
+                            "Function Name": "_continueKEXDH_REPLY",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1982,
+                            "End Line": 2011
                         },
                         {
-                            "Function Name": "add_event_handler",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "ssh_SERVICE_REQUEST",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 4905,
-                            "End Line": 4922
+                            "Start Line": 1730,
+                            "End Line": 1751
                         },
                         {
-                            "Function Name": "_keepalive_inserter",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 565,
-                            "End Line": 578
+                            "Function Name": "ssh_NEWKEYS",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2091,
+                            "End Line": 2107
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "sendExtInfo",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1128,
+                            "End Line": 1141
+                        },
+                        {
+                            "Function Name": "_getMAC",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "25.0%",
-                            "Start Line": 149,
-                            "End Line": 160
+                            "Start Line": 187,
+                            "End Line": 221
                         },
                         {
-                            "Function Name": "run_endpoint_function",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "connectionLost",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 523,
+                            "End Line": 535
+                        },
+                        {
+                            "Function Name": "verify",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "25.0%",
-                            "Start Line": 320,
-                            "End Line": 330
+                            "Start Line": 266,
+                            "End Line": 286
                         },
                         {
-                            "Function Name": "_startup",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "_getSupportedCiphers",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 31,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 4873,
-                            "End Line": 4886
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 289,
+                            "End Line": 319
                         },
                         {
-                            "Function Name": "_shutdown",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 4889,
-                            "End Line": 4902
+                            "Function Name": "_getCipher",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 167,
+                            "End Line": 185
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
+                            "Function Name": "_ssh_KEXDH_REPLY",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 152,
-                            "End Line": 157
+                            "Start Line": 1919,
+                            "End Line": 1955
                         },
                         {
-                            "Function Name": "add_api_websocket_route",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 20,
+                            "Function Name": "receiveDebug",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 5,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1481,
-                            "End Line": 1500
+                            "Start Line": 1327,
+                            "End Line": 1340
                         },
                         {
-                            "Function Name": "websocket",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1502,
-                            "End Line": 1567
+                            "Function Name": "makeMAC",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 247,
+                            "End Line": 264
                         },
                         {
-                            "Function Name": "websocket_session",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 141,
-                            "End Line": 162
+                            "Function Name": "ssh_KEX_DH_GEX_REPLY",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2013,
+                            "End Line": 2040
                         },
                         {
-                            "Function Name": "_sse_with_checkpoints",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "sendDisconnect",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1110,
+                            "End Line": 1126
+                        },
+                        {
+                            "Function Name": "_keySetup",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1701,
+                            "End Line": 1715
+                        },
+                        {
+                            "Function Name": "ssh_KEX_DH_GEX_REQUEST",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 597,
-                            "End Line": 605
+                            "Start Line": 1633,
+                            "End Line": 1657
                         },
                         {
-                            "Function Name": "route",
-                            "Structural Impact": 3.3,
+                            "Function Name": "ssh_EXT_INFO",
+                            "Structural Impact": 4.4,
                             "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1317,
-                            "End Line": 1334
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1041,
+                            "End Line": 1058
                         },
                         {
-                            "Function Name": "_producer",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
+                            "Function Name": "_keySetup",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 556,
-                            "End Line": 559
+                            "Start Line": 2083,
+                            "End Line": 2089
                         },
                         {
-                            "Function Name": "_async_stream_raw",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "setService",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1060,
+                            "End Line": 1073
+                        },
+                        {
+                            "Function Name": "ssh_NEWKEYS",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 658,
-                            "End Line": 665
+                            "Start Line": 1717,
+                            "End Line": 1728
                         },
                         {
-                            "Function Name": "on_event",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 25,
+                            "Function Name": "_ssh_KEX_ECDH_INIT",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 56,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4932,
-                            "End Line": 4956
+                            "Start Line": 1498,
+                            "End Line": 1553
                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 29,
+                            "Function Name": "_ssh_KEXDH_INIT",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 40,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1449,
-                            "End Line": 1477
+                            "Start Line": 1555,
+                            "End Line": 1594
                         },
                         {
-                            "Function Name": "__aexit__",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "ssh_KEX_DH_GEX_INIT",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 41,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 182,
-                            "End Line": 188
+                            "Start Line": 1659,
+                            "End Line": 1699
                         },
                         {
-                            "Function Name": "get_route_handler",
-                            "Structural Impact": 2.4,
+                            "Function Name": "_getKey",
+                            "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 978,
-                            "End Line": 996
+                            "Start Line": 1187,
+                            "End Line": 1205
                         },
                         {
-                            "Function Name": "websocket_route",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 134,
+                            "End Line": 143
+                        },
+                        {
+                            "Function Name": "receiveError",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1569,
-                            "End Line": 1576
+                            "Start Line": 1299,
+                            "End Line": 1315
                         },
                         {
-                            "Function Name": "_async_stream_jsonl",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 629,
-                            "End Line": 634
+                            "Function Name": "verifyHostKey",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2142,
+                            "End Line": 2155
                         },
                         {
-                            "Function Name": "_wrap_gen_lifespan_context",
-                            "Structural Impact": 2.2,
+                            "Function Name": "ssh_DISCONNECT",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 986,
+                            "End Line": 1001
+                        },
+                        {
+                            "Function Name": "ssh_DEBUG",
+                            "Structural Impact": 2.5,
                             "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 192,
-                            "End Line": 206
+                            "Start Line": 1025,
+                            "End Line": 1039
                         },
                         {
-                            "Function Name": "_sync_stream_jsonl",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 641,
-                            "End Line": 643
+                            "Function Name": "encrypt",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 223,
+                            "End Line": 233
                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "decrypt",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1324,
-                            "End Line": 1332
+                            "Start Line": 235,
+                            "End Line": 245
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "_unsupportedVersionReceived",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 176,
-                            "End Line": 177
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                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "ssh_UNIMPLEMENTED",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 237,
-                            "End Line": 238
+                            "Start Line": 1012,
+                            "End Line": 1023
                         },
                         {
-                            "Function Name": "__aexit__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "update",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 243,
-                            "End Line": 244
+                            "Start Line": 2170,
+                            "End Line": 2180
                         },
                         {
-                            "Function Name": "__call__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sendIgnore",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 246,
-                            "End Line": 247
+                            "Start Line": 1091,
+                            "End Line": 1100
                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "receiveUnimplemented",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1561,
-                            "End Line": 1565
+                            "Start Line": 1317,
+                            "End Line": 1325
                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "requestService",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1572,
-                            "End Line": 1574
+                            "Start Line": 2130,
+                            "End Line": 2138
                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "_startEphemeralDH",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4952,
-                            "End Line": 4954
+                            "Start Line": 1143,
+                            "End Line": 1155
                         },
                         {
-                            "Function Name": "__aenter__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "_mpFromBytes",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 179,
-                            "End Line": 180
+                            "Start Line": 51,
+                            "End Line": 62
                         },
                         {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "kexAlg",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 203,
-                            "End Line": 204
+                            "Start Line": 844,
+                            "End Line": 848
                         },
                         {
-                            "Function Name": "__aenter__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "connectionMade",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 240,
-                            "End Line": 241
+                            "Start Line": 537,
+                            "End Line": 545
                         },
                         {
-                            "Function Name": "_serialize_item",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "getPeer",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 624,
-                            "End Line": 625
+                            "Start Line": 814,
+                            "End Line": 823
                         },
                         {
-                            "Function Name": "_sse_producer_cm",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "getHost",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 535,
-                            "End Line": 536
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 218,
-                        "Sequential Logic Declarations": 263,
-                        "Function Parameters": 65,
-                        "Function/Method Declarations": 65,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 54,
-                        "Type/Safety Bypasses": 106,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 43,
-                        "State Mutations / Variable Reassignments": 218,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 237,
-                        "Unit Test Assertions": 1,
-                        "Asynchronous/Concurrent Execution": 68,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 4,
-                        "Generic Type Abstractions": 196,
-                        "Collection Iterators / Comprehensions": 3,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 36,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 4,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 15,
-                        "Event Publishers / Emitters": 13,
-                        "Dependency Injection Constructs": 17,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 8,
-                        "Fatal Aborts & Exceptions": 9,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 92,
-                        "Event Listeners & Subscribers": 13,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2434,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 26,
-                        "Vectorized Math & Tensor Operations": 3,
-                        "Core Var Decl": 604,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 521,
-                        "Design Pascal Case": 82,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 57,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 3,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 35,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "annotated_doc",
-                        "anyio",
-                        "anyio.abc",
-                        "collections.abc",
-                        "contextlib",
-                        "email.message",
-                        "enum",
-                        "fastapi",
-                        "fastapi._compat",
-                        "fastapi.datastructures",
-                        "fastapi.dependencies.models",
-                        "fastapi.dependencies.utils",
-                        "fastapi.encoders",
-                        "fastapi.exceptions",
-                        "fastapi.sse",
-                        "fastapi.types",
-                        "fastapi.utils",
-                        "functools",
-                        "inspect",
-                        "json",
-                        "pydantic",
-                        "starlette",
-                        "starlette._exception_handler",
-                        "starlette._utils",
-                        "starlette.concurrency",
-                        "starlette.datastructures",
-                        "starlette.exceptions",
-                        "starlette.requests",
-                        "starlette.responses",
-                        "starlette.routing",
-                        "starlette.types",
-                        "starlette.websockets",
-                        "types",
-                        "typing",
-                        "typing_extensions"
-                    ]
-                },
-                "python/fastapi/fastapi/sse.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "sse.py",
-                        "Path": "python/fastapi/fastapi/sse.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "StreamingResponse, BaseModel",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2718.27,
-                        "Y": -206.74,
-                        "Z": 3637.84
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 223,
-                        "Coding LOC": 107,
-                        "Documentation LOC": 77,
-                        "Structural Magnitude": 64.84,
-                        "Control Flow Ratio": "41.7%",
-                        "Popularity Rank": 3,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.533
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.77%",
-                        "Error & Exception Exposure": "77.52%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.51%",
-                        "API Exposure": "2.64%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.57%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "format_sse_event",
-                            "Structural Impact": 23.0,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 146,
-                            "End Line": 214
+                            "Start Line": 825,
+                            "End Line": 834
                         },
                         {
-                            "Function Name": "_check_data_exclusive",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 136,
-                            "End Line": 143
+                            "Function Name": "ssh_IGNORE",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1003,
+                            "End Line": 1003
                         },
                         {
-                            "Function Name": "_check_id_no_null",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 36,
-                            "End Line": 39
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 21,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 4,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 21,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 14,
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-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 5,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 5,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 94,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 1,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 2,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "annotated_doc",
-                        "pydantic",
-                        "starlette.responses",
-                        "typing"
-                    ]
-                },
-                "python/fastapi/fastapi/staticfiles.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "staticfiles.py",
-                        "Path": "python/fastapi/fastapi/staticfiles.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2002.24,
-                        "Y": -261.44,
-                        "Z": 3018.46
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 2,
-                        "Coding LOC": 1,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 10.52,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
+                            "Function Name": "sendUnimplemented",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1102,
+                            "End Line": 1108
+                        },
+                        {
+                            "Function Name": "connectionMade",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1797,
+                            "End Line": 1803
+                        },
+                        {
+                            "Function Name": "encryptor",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2201,
+                            "End Line": 2207
+                        },
+                        {
+                            "Function Name": "decryptor",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2209,
+                            "End Line": 2215
+                        },
+                        {
+                            "Function Name": "kexAlg",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 837,
+                            "End Line": 841
+                        },
+                        {
+                            "Function Name": "loseConnection",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1290,
+                            "End Line": 1295
+                        },
+                        {
+                            "Function Name": "connectionSecure",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2157,
+                            "End Line": 2162
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 144,
+                        "Sequential Logic Declarations": 203,
+                        "Function Parameters": 80,
+                        "Function/Method Declarations": 77,
+                        "Class/Entity Declarations": 8,
+                        "Defensive Programming Constructs": 14,
+                        "Type/Safety Bypasses": 10,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 57,
+                        "State Mutations / Variable Reassignments": 224,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 84,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Closures and Anonymous Functions": 3,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 21,
+                        "Collection Iterators / Comprehensions": 8,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 25,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 1,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
@@ -517277,18 +519690,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 10,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 178,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 943,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -517304,30 +519717,30 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Vectorized Math & Tensor Operations": 5,
+                        "Core Var Decl": 246,
+                        "Design Camel Case": 80,
+                        "Design Snake Case": 118,
+                        "Design Pascal Case": 3,
+                        "Design Upper Case": 32,
+                        "Design Short Vars": 26,
+                        "Design Long Vars": 15,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 3,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
+                        "Embedded Credentials & Keys": 1,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
@@ -517337,117 +519750,438 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Direct Upstream (Fragility)": 26,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.staticfiles"
+                        "__future__",
+                        "binascii",
+                        "cryptography.exceptions",
+                        "cryptography.hazmat.backends",
+                        "cryptography.hazmat.decrepit.ciphers.algorithms",
+                        "cryptography.hazmat.primitives",
+                        "cryptography.hazmat.primitives.asymmetric",
+                        "cryptography.hazmat.primitives.ciphers",
+                        "cryptography.hazmat.primitives.ciphers.algorithms",
+                        "hashlib",
+                        "hmac",
+                        "is",
+                        "struct",
+                        "twisted",
+                        "twisted.conch.ssh",
+                        "twisted.conch.ssh.common",
+                        "twisted.conch.ssh.factory",
+                        "twisted.conch.ssh.service",
+                        "twisted.internet",
+                        "twisted.logger",
+                        "twisted.python",
+                        "twisted.python.compat",
+                        "twisted.python.failure",
+                        "types",
+                        "typing",
+                        "zlib"
                     ]
-                },
-                "python/fastapi/fastapi/templating.py": {
+                }
+            }
+        },
+        "zig/zls/mach": {
+            "Directory Group Magnitude": 3149.88,
+            "File Count": 8,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "15.68%",
+                "Error & Exception Exposure": "32.92%",
+                "Tech Debt Exposure": "36.48%",
+                "Testing Exposure": "41.24%",
+                "API Exposure": "5.83%",
+                "Concurrency Exposure": "1.67%",
+                "State Flux Exposure": "15.97%",
+                "Commented Logic Exposure": "3.69%",
+                "Specification Exposure": "87.5%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "44.6%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "zig/zls/mach/Core.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "templating.py",
-                        "Path": "python/fastapi/fastapi/templating.py",
-                        "Language": "Python",
+                        "Filename": "Core.zig",
+                        "Path": "zig/zls/mach/Core.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Alert": "TYPOSQUATTING THREAT: 'build-options' mimics 'build_options'",
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3414.82,
-                        "Y": -180.13,
-                        "Z": 2449.03
+                        "X": -9147.42,
+                        "Y": 209.57,
+                        "Z": -1882.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2,
-                        "Coding LOC": 1,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 10.52,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 798,
+                        "Coding LOC": 587,
+                        "Documentation LOC": 96,
+                        "Structural Magnitude": 211.94,
+                        "Control Flow Ratio": "56.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.259
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Cognitive Load Exposure": "6.15%",
+                        "Error & Exception Exposure": "64.18%",
+                        "Tech Debt Exposure": "82.12%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.95%",
+                        "Concurrency Exposure": "13.36%",
+                        "State Flux Exposure": "9.42%",
+                        "Commented Logic Exposure": "5.87%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "31.88%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "initWindow",
+                            "Structural Impact": 27.7,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 147,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "detectBackendType",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 398,
+                            "End Line": 421
+                        },
+                        {
+                            "Function Name": "init",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 122,
+                            "End Line": 145
+                        },
+                        {
+                            "Function Name": "pushEvent",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 313,
+                            "End Line": 334
+                        },
+                        {
+                            "Function Name": "main",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 254,
+                            "End Line": 268
+                        },
+                        {
+                            "Function Name": "printUnhandledErrorCallback",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 387,
+                            "End Line": 396
+                        },
+                        {
+                            "Function Name": "presentFrame",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 228,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "platform_update_callback",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 270,
+                            "End Line": 281
+                        },
+                        {
+                            "Function Name": "tick",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 217,
+                            "End Line": 226
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 287,
+                            "End Line": 302
+                        },
+                        {
+                            "Function Name": "assertHasDecl",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 775,
+                            "End Line": 777
+                        },
+                        {
+                            "Function Name": "assertHasField",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 779,
+                            "End Line": 781
+                        },
+                        {
+                            "Function Name": "outOfMemory",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 339,
+                            "End Line": 343
+                        },
+                        {
+                            "Function Name": "requestAdapterCallback",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 365,
+                            "End Line": 376
+                        },
+                        {
+                            "Function Name": "deviceLostCallback",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 380,
+                            "End Line": 385
+                        },
+                        {
+                            "Function Name": "keyPressed",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 345,
+                            "End Line": 347
+                        },
+                        {
+                            "Function Name": "keyReleased",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 349,
+                            "End Line": 351
+                        },
+                        {
+                            "Function Name": "mousePressed",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 353,
+                            "End Line": 355
+                        },
+                        {
+                            "Function Name": "mouseReleased",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 357,
+                            "End Line": 359
+                        },
+                        {
+                            "Function Name": "isKeyPressed",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 444,
+                            "End Line": 446
+                        },
+                        {
+                            "Function Name": "isKeyReleased",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 448,
+                            "End Line": 450
+                        },
+                        {
+                            "Function Name": "isMouseButtonPressed",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 452,
+                            "End Line": 454
+                        },
+                        {
+                            "Function Name": "isMouseButtonReleased",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 456,
+                            "End Line": 458
+                        },
+                        {
+                            "Function Name": "eql",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 733,
+                            "End Line": 735
+                        },
+                        {
+                            "Function Name": "exit",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 283,
+                            "End Line": 285
+                        },
+                        {
+                            "Function Name": "nextEvent",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 306,
+                            "End Line": 308
+                        },
+                        {
+                            "Function Name": "mousePosition",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 361,
+                            "End Line": 363
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 49,
+                        "Sequential Logic Declarations": 38,
+                        "Function Parameters": 27,
+                        "Function/Method Declarations": 27,
+                        "Class/Entity Declarations": 17,
+                        "Defensive Programming Constructs": 23,
+                        "Type/Safety Bypasses": 12,
+                        "High-Risk Execution Commands": 7,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 42,
+                        "State Mutations / Variable Reassignments": 24,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 65,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
+                        "Asynchronous/Concurrent Execution": 1,
+                        "UI / View Layer Components": 27,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 28,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 3,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 19,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 9,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 18,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
+                        "Structured Telemetry & Logging": 5,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 35,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 30,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Immutable Data Declarations": 44,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 26,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 482,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -517464,15 +520198,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 66,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Snake Case": 32,
+                        "Design Pascal Case": 30,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 5,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 11,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -517485,7 +520219,7 @@
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -517496,86 +520230,170 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 4,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 2,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.templating"
+                        "build-options",
+                        "builtin",
+                        "main.zig",
+                        "std"
                     ]
                 },
-                "python/fastapi/fastapi/testclient.py": {
+                "zig/zls/mach/StringTable.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "testclient.py",
-                        "Path": "python/fastapi/fastapi/testclient.py",
-                        "Language": "Python",
+                        "Filename": "StringTable.zig",
+                        "Path": "zig/zls/mach/StringTable.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2799.83,
-                        "Y": -228.99,
-                        "Z": 4153.64
+                        "X": -8838.4,
+                        "Y": 316.36,
+                        "Z": -1456.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2,
-                        "Coding LOC": 1,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 10.52,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 185,
+                        "Total LOC": 109,
+                        "Coding LOC": 67,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 40.74,
+                        "Control Flow Ratio": "64.3%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.548
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "15.42%",
+                        "Error & Exception Exposure": "14.44%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Testing Exposure": "2.48%",
+                        "API Exposure": "3.67%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "46.16%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "indexOrPut",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 31,
+                            "End Line": 41
+                        },
+                        {
+                            "Function Name": "index",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 22,
+                            "End Line": 27
+                        },
+                        {
+                            "Function Name": "eql",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 57,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "eql",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 71,
+                            "End Line": 74
+                        },
+                        {
+                            "Function Name": "string",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 45,
+                            "End Line": 47
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 49,
+                            "End Line": 52
+                        },
+                        {
+                            "Function Name": "hash",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 62,
+                            "End Line": 65
+                        },
+                        {
+                            "Function Name": "hash",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 76,
+                            "End Line": 79
+                        }
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 18,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 17,
+                        "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 4,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
+                        "Structured Documentation Blocks": 14,
+                        "Unit Test Assertions": 7,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 5,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -517590,23 +520408,23 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 9,
+                        "Manual Memory Allocation": 1,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 13,
+                        "Fatal Aborts & Exceptions": 8,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 6,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Immutable Data Declarations": 23,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 15,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 48,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -517623,12 +520441,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 19,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 7,
+                        "Design Pascal Case": 9,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 3,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -517636,7 +520454,7 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 1,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
@@ -517656,116 +520474,287 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 185,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 4
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.testclient"
+                        "std"
                     ]
                 },
-                "python/fastapi/fastapi/types.py": {
+                "zig/zls/mach/collision.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "types.py",
-                        "Path": "python/fastapi/fastapi/types.py",
-                        "Language": "Python",
+                        "Filename": "collision.zig",
+                        "Path": "zig/zls/mach/collision.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3083.51,
-                        "Y": -263.69,
-                        "Z": 3769.08
+                        "X": -8364.19,
+                        "Y": 280.57,
+                        "Z": -1496.43
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 13,
-                        "Coding LOC": 10,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.2,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 25,
+                        "Total LOC": 825,
+                        "Coding LOC": 623,
+                        "Documentation LOC": 92,
+                        "Structural Magnitude": 265.96,
+                        "Control Flow Ratio": "76.6%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.506
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "64.57%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "13.67%",
+                        "Error & Exception Exposure": "19.14%",
+                        "Tech Debt Exposure": "12.15%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.23%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "9.63%",
+                        "Commented Logic Exposure": "12.91%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "14.72%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "polygonPolygonContact",
+                            "Structural Impact": 34.5,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "65.4%",
+                            "Start Line": 558,
+                            "End Line": 623
+                        },
+                        {
+                            "Function Name": "collisionRect",
+                            "Structural Impact": 18.3,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 40,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "circlePolygonContact",
+                            "Structural Impact": 15.7,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 698,
+                            "End Line": 768
+                        },
+                        {
+                            "Function Name": "collidesLine",
+                            "Structural Impact": 15.1,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 284,
+                            "End Line": 308
+                        },
+                        {
+                            "Function Name": "collidesRect",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 102,
+                            "End Line": 125
+                        },
+                        {
+                            "Function Name": "findMinSeparation",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 501,
+                            "End Line": 526
+                        },
+                        {
+                            "Function Name": "findDeepestVertex",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 420,
+                            "End Line": 434
+                        },
+                        {
+                            "Function Name": "minmaxProjectionDistance",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 379,
+                            "End Line": 391
+                        },
+                        {
+                            "Function Name": "collidesPoly",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 204,
+                            "End Line": 224
+                        },
+                        {
+                            "Function Name": "circleCircleContact",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 786,
+                            "End Line": 802
+                        },
+                        {
+                            "Function Name": "collidesTriangle",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 244,
+                            "End Line": 259
+                        },
+                        {
+                            "Function Name": "collidesCircle",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 136,
+                            "End Line": 146
+                        },
+                        {
+                            "Function Name": "collidesLine",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 332,
+                            "End Line": 342
+                        },
+                        {
+                            "Function Name": "collidesRect",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 23,
+                            "End Line": 28
+                        },
+                        {
+                            "Function Name": "collidesRect",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 162,
+                            "End Line": 167
+                        },
+                        {
+                            "Function Name": "collidesCircle",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 185,
+                            "End Line": 190
+                        },
+                        {
+                            "Function Name": "vertices",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 78,
+                            "End Line": 85
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 14,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 3,
+                        "Control Flow Branches": 177,
+                        "Sequential Logic Declarations": 54,
+                        "Function Parameters": 17,
+                        "Function/Method Declarations": 17,
+                        "Class/Entity Declarations": 9,
+                        "Defensive Programming Constructs": 112,
+                        "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
+                        "Exposed API / Public Exports": 22,
+                        "State Mutations / Variable Reassignments": 69,
+                        "Commented-out Code (Dead Logic)": 10,
+                        "Structured Documentation Blocks": 42,
+                        "Unit Test Assertions": 17,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 12,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 5,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 6,
+                        "Scientific & Mathematical Operations": 38,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 6,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 2,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 28,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 100,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 133,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 145,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 580,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -517782,12 +520771,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 183,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 4,
+                        "Design Snake Case": 159,
+                        "Design Pascal Case": 24,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 42,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -517798,7 +520787,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -517814,168 +520803,285 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 25,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 9
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "collections.abc",
-                        "enum",
-                        "pydantic",
-                        "pydantic.main",
-                        "types",
-                        "typing"
+                        "../testing.zig",
+                        "main.zig",
+                        "std"
                     ]
                 },
-                "python/fastapi/fastapi/utils.py": {
+                "zig/zls/mach/graph.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "utils.py",
-                        "Path": "python/fastapi/fastapi/utils.py",
-                        "Language": "Python",
+                        "Filename": "graph.zig",
+                        "Path": "zig/zls/mach/graph.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "zig",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2573.57,
-                        "Y": -255.48,
-                        "Z": 2455.63
+                        "X": -8618.15,
+                        "Y": 207.58,
+                        "Z": -2251.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 137,
-                        "Coding LOC": 109,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 57.48,
-                        "Control Flow Ratio": "33.3%",
-                        "Popularity Rank": 3,
+                        "Total LOC": 653,
+                        "Coding LOC": 486,
+                        "Documentation LOC": 60,
+                        "Structural Magnitude": 329.62,
+                        "Control Flow Ratio": "67.8%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.183
+                        "Raw Cognitive Density": 0.848
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.54%",
-                        "Error & Exception Exposure": "62.11%",
+                        "Cognitive Load Exposure": "29.83%",
+                        "Error & Exception Exposure": "8.95%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "0.0%",
-                        "API Exposure": "5.37%",
+                        "Testing Exposure": "2.44%",
+                        "API Exposure": "1.1%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "96.65%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "48.49%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "deep_dict_update",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 103,
-                            "End Line": 118
+                            "Function Name": "processOp",
+                            "Structural Impact": 43.3,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.3%",
+                            "Start Line": 227,
+                            "End Line": 292
                         },
                         {
-                            "Function Name": "create_model_field",
-                            "Structural Impact": 11.6,
+                            "Function Name": "init",
+                            "Structural Impact": 24.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 142,
+                            "End Line": 186
+                        },
+                        {
+                            "Function Name": "preallocateNodes2",
+                            "Structural Impact": 16.7,
                             "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 295,
+                            "End Line": 314
+                        },
+                        {
+                            "Function Name": "removeChild",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 36,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "getChildren",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 362,
+                            "End Line": 386
+                        },
+                        {
+                            "Function Name": "acquireResultList",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 388,
+                            "End Line": 410
+                        },
+                        {
+                            "Function Name": "getParent",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 6,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 58,
-                            "End Line": 77
+                            "Start Line": 420,
+                            "End Line": 435
                         },
                         {
-                            "Function Name": "is_body_allowed_for_status_code",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "addChild",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 26,
-                            "End Line": 40
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 24,
+                            "End Line": 33
                         },
                         {
-                            "Function Name": "get_value_or_default",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 16,
+                            "Function Name": "processThread",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 209,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "addChild",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 316,
+                            "End Line": 323
+                        },
+                        {
+                            "Function Name": "removeChild",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 325,
+                            "End Line": 331
+                        },
+                        {
+                            "Function Name": "setParent",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 333,
+                            "End Line": 340
+                        },
+                        {
+                            "Function Name": "hasChild",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "40.0%",
-                            "Start Line": 121,
-                            "End Line": 136
+                            "Start Line": 15,
+                            "End Line": 21
                         },
                         {
-                            "Function Name": "generate_operation_id_for_path",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "removeParent",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 1,
                             "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 342,
+                            "End Line": 346
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 188,
+                            "End Line": 199
+                        },
+                        {
+                            "Function Name": "cleanupIsolatedNode",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 80,
-                            "End Line": 92
+                            "Start Line": 218,
+                            "End Line": 224
                         },
                         {
-                            "Function Name": "generate_unique_id",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "releaseResultList",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 95,
-                            "End Line": 100
+                            "Start Line": 412,
+                            "End Line": 418
                         },
                         {
-                            "Function Name": "get_path_param_names",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "getNode",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 202,
+                            "End Line": 206
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 43,
-                            "End Line": 44
+                            "Start Line": 357,
+                            "End Line": 359
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 40,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 7,
+                        "Control Flow Branches": 158,
+                        "Sequential Logic Declarations": 75,
+                        "Function Parameters": 19,
+                        "Function/Method Declarations": 19,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 155,
+                        "Type/Safety Bypasses": 12,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 12,
+                        "State Mutations / Variable Reassignments": 94,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Structured Documentation Blocks": 38,
+                        "Unit Test Assertions": 10,
+                        "Asynchronous/Concurrent Execution": 22,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 8,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 11,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 10,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -517984,30 +521090,30 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 38,
+                        "Manual Memory Allocation": 9,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 20,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 4,
+                        "Bitwise Operations": 48,
+                        "Thread Synchronization Locks": 26,
+                        "Immutable Data Declarations": 48,
+                        "Resource Deallocation & Cleanup": 36,
+                        "Private / Encapsulated Scopes": 74,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 85,
+                        "Structural Space Indentations": 454,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 3,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -518017,12 +521123,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 17,
+                        "Core Var Decl": 70,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 14,
-                        "Design Pascal Case": 3,
+                        "Design Snake Case": 52,
+                        "Design Pascal Case": 17,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -518049,54 +521155,46 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 4
                     },
                     "9. Extracted Dependencies": [
-                        "._compat",
-                        ".routing",
-                        "fastapi",
-                        "fastapi._compat",
-                        "fastapi.datastructures",
-                        "fastapi.exceptions",
-                        "pydantic.fields",
-                        "re",
-                        "typing",
-                        "warnings"
+                        "mpsc.zig",
+                        "std"
                     ]
                 },
-                "python/fastapi/fastapi/websockets.py": {
+                "zig/zls/mach/main.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "websockets.py",
-                        "Path": "python/fastapi/fastapi/websockets.py",
-                        "Language": "Python",
+                        "Filename": "main.zig",
+                        "Path": "zig/zls/mach/main.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3533.76,
-                        "Y": -238.75,
-                        "Z": 3133.11
+                        "X": -8957.41,
+                        "Y": 149.33,
+                        "Z": -2544.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4,
-                        "Coding LOC": 3,
+                        "Total LOC": 12,
+                        "Coding LOC": 8,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 11.56,
+                        "Structural Magnitude": 18.16,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 4,
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -518107,21 +521205,21 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "8.19%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "57.09%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 9,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
@@ -518129,7 +521227,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -518137,7 +521235,7 @@
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 4,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -518162,13 +521260,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 4,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -518185,12 +521283,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 2,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -518217,1303 +521315,670 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 16
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.websockets"
+                        "Frequency.zig",
+                        "Timer.zig",
+                        "std"
                     ]
-                }
-            }
-        },
-        "python/twisted": {
-            "Directory Group Magnitude": 3283.48,
-            "File Count": 4,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "23.38%",
-                "Error & Exception Exposure": "69.47%",
-                "Tech Debt Exposure": "22.93%",
-                "Testing Exposure": "80.0%",
-                "API Exposure": "2.69%",
-                "Concurrency Exposure": "3.16%",
-                "State Flux Exposure": "84.37%",
-                "Commented Logic Exposure": "4.05%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "18.92%",
-                "Hardcoded Payload Artifacts": "6.14%"
-            },
-            "Files": {
-                "python/twisted/defer.py": {
+                },
+                "zig/zls/mach/module.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "defer.py",
-                        "Path": "python/twisted/defer.py",
-                        "Language": "Python",
+                        "Filename": "module.zig",
+                        "Path": "zig/zls/mach/module.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Exception, TypeError, Enum",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7863.31,
-                        "Y": -60.8,
-                        "Z": 4268.32
+                        "X": -8967.74,
+                        "Y": 237.91,
+                        "Z": -1610.26
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2565,
-                        "Coding LOC": 1151,
-                        "Documentation LOC": 956,
-                        "Structural Magnitude": 881.12,
-                        "Control Flow Ratio": "35.5%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 1021,
+                        "Coding LOC": 720,
+                        "Documentation LOC": 174,
+                        "Structural Magnitude": 650.3,
+                        "Control Flow Ratio": "59.6%",
+                        "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.594
+                        "Raw Cognitive Density": 1.34
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.42%",
-                        "Error & Exception Exposure": "79.34%",
-                        "Tech Debt Exposure": "55.89%",
+                        "Cognitive Load Exposure": "45.69%",
+                        "Error & Exception Exposure": "63.97%",
+                        "Tech Debt Exposure": "28.14%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.79%",
-                        "Concurrency Exposure": "12.65%",
-                        "State Flux Exposure": "93.55%",
-                        "Commented Logic Exposure": "5.6%",
+                        "API Exposure": "4.12%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "12.1%",
+                        "Commented Logic Exposure": "5.61%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "83.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "_runCallbacks",
-                            "Structural Impact": 44.4,
-                            "Lines of Code (LOC)": 153,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "78.1%",
-                            "Start Line": 1005,
-                            "End Line": 1157
-                        },
-                        {
-                            "Function Name": "_inlineCallbacks",
-                            "Structural Impact": 42.0,
-                            "Lines of Code (LOC)": 169,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 1805,
-                            "End Line": 1973
-                        },
-                        {
-                            "Function Name": "deferUntilLocked",
-                            "Structural Impact": 24.1,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 2475,
-                            "End Line": 2541
-                        },
-                        {
-                            "Function Name": "addCallbacks",
-                            "Structural Impact": 23.1,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 480,
-                            "End Line": 545
-                        },
-                        {
-                            "Function Name": "_cbDeferred",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1554,
-                            "End Line": 1578
-                        },
-                        {
-                            "Function Name": "race",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 77,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 1650,
-                            "End Line": 1726
-                        },
-                        {
-                            "Function Name": "maybeDeferred",
-                            "Structural Impact": 15.1,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 183,
-                            "End Line": 243
-                        },
-                        {
-                            "Function Name": "_startRunCallbacks",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 974,
-                            "End Line": 996
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-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1484,
-                            "End Line": 1552
-                        },
-                        {
-                            "Function Name": "addTimeout",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 768,
-                            "End Line": 837
-                        },
-                        {
-                            "Function Name": "cancel",
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-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 946,
-                            "End Line": 972
-                        },
-                        {
-                            "Function Name": "__iter__",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1176,
-                            "End Line": 1195
-                        },
-                        {
-                            "Function Name": "put",
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2402,
-                            "End Line": 2413
-                        },
-                        {
-                            "Function Name": "asFuture",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 1199,
-                            "End Line": 1231
-                        },
-                        {
-                            "Function Name": "_gotResultInlineCallbacks",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1777,
-                            "End Line": 1801
-                        },
-                        {
-                            "Function Name": "ensureDeferred",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1342,
-                            "End Line": 1367
-                        },
-                        {
-                            "Function Name": "inlineCallbacks",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2047,
-                            "End Line": 2127
-                        },
-                        {
-                            "Function Name": "succeeded",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1683,
-                            "End Line": 1703
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-                        {
-                            "Function Name": "get",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 2415,
-                            "End Line": 2432
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-                        {
-                            "Function Name": "_cancelLock",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2495,
-                            "End Line": 2512
-                        },
-                        {
-                            "Function Name": "fromFuture",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1234,
-                            "End Line": 1281
-                        },
-                        {
-                            "Function Name": "fromCoroutine",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1284,
-                            "End Line": 1331
-                        },
-                        {
-                            "Function Name": "_parseDeferredListResult",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1600,
-                            "End Line": 1608
-                        },
-                        {
-                            "Function Name": "errback",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 891,
-                            "End Line": 928
-                        },
-                        {
-                            "Function Name": "_tryLock",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2516,
-                            "End Line": 2537
-                        },
-                        {
-                            "Function Name": "execute",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 142,
-                            "End Line": 157
-                        },
-                        {
-                            "Function Name": "__del__",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 370,
-                            "End Line": 388
-                        },
-                        {
-                            "Function Name": "cancel",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1580,
-                            "End Line": 1597
-                        },
-                        {
-                            "Function Name": "__str__",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1159,
-                            "End Line": 1172
-                        },
-                        {
-                            "Function Name": "unwindGenerator",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2112,
-                            "End Line": 2125
-                        },
-                        {
-                            "Function Name": "failed",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1709,
-                            "End Line": 1715
-                        },
-                        {
-                            "Function Name": "addBoth",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 749,
-                            "End Line": 764
-                        },
-                        {
-                            "Function Name": "addCallback",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 619,
-                            "End Line": 632
-                        },
-                        {
-                            "Function Name": "addErrback",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 661,
-                            "End Line": 674
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 444,
-                            "End Line": 474
-                        },
-                        {
-                            "Function Name": "acquire",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2248,
-                            "End Line": 2263
-                        },
-                        {
-                            "Function Name": "acquire",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 2320,
-                            "End Line": 2335
-                        },
-                        {
-                            "Function Name": "_getDebugTracebacks",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 358,
-                            "End Line": 368
-                        },
-                        {
-                            "Function Name": "convertCancelled",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 815,
-                            "End Line": 823
-                        },
-                        {
-                            "Function Name": "unpause",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 936,
-                            "End Line": 944
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 2461,
-                            "End Line": 2473
-                        },
-                        {
-                            "Function Name": "_cancelledToTimedOutError",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 279,
-                            "End Line": 296
-                        },
-                        {
-                            "Function Name": "__cmp__",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1400,
-                            "End Line": 1411
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2295,
-                            "End Line": 2304
-                        },
-                        {
-                            "Function Name": "run",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2167,
-                            "End Line": 2195
-                        },
-                        {
-                            "Function Name": "release",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2265,
-                            "End Line": 2279
-                        },
-                        {
-                            "Function Name": "release",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2337,
-                            "End Line": 2352
-                        },
-                        {
-                            "Function Name": "uncancel",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1269,
-                            "End Line": 1276
-                        },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "cancel",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1668,
-                            "End Line": 1674
+                            "Function Name": "Objects",
+                            "Structural Impact": 101.9,
+                            "Lines of Code (LOC)": 444,
+                            "Control Flow Branches": 45,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 29,
+                            "End Line": 472
                         },
                         {
-                            "Function Name": "cancelTimeout",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "Modules",
+                            "Structural Impact": 59.7,
+                            "Lines of Code (LOC)": 205,
+                            "Control Flow Branches": 34,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 825,
-                            "End Line": 829
+                            "Control Flow Ratio": "75.6%",
+                            "Start Line": 587,
+                            "End Line": 791
                         },
                         {
-                            "Function Name": "adapt",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
+                            "Function Name": "Module",
+                            "Structural Impact": 31.5,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1253,
-                            "End Line": 1258
+                            "Control Flow Ratio": "78.3%",
+                            "Start Line": 678,
+                            "End Line": 769
                         },
                         {
-                            "Function Name": "gatherResults",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 0,
+                            "Function Name": "run",
+                            "Structural Impact": 31.1,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1611,
-                            "End Line": 1637
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 701,
+                            "End Line": 767
                         },
                         {
-                            "Function Name": "chainDeferred",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
+                            "Function Name": "new",
+                            "Structural Impact": 29.0,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 839,
-                            "End Line": 864
+                            "Control Flow Ratio": "82.4%",
+                            "Start Line": 132,
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "checkCancel",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
+                            "Function Name": "ModuleTuple",
+                            "Structural Impact": 25.1,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1216,
-                            "End Line": 1218
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 843,
+                            "End Line": 892
                         },
                         {
-                            "Function Name": "maybeFail",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1220,
-                            "End Line": 1222
+                            "Function Name": "init",
+                            "Structural Impact": 17.6,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 630,
+                            "End Line": 670
                         },
                         {
-                            "Function Name": "maybeSucceed",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
+                            "Function Name": "ModuleTagEnum",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1224,
-                            "End Line": 1226
-                        },
-                        {
-                            "Function Name": "callback",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 866,
-                            "End Line": 889
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 548,
+                            "End Line": 585
                         },
                         {
-                            "Function Name": "_handleCancelInlineCallbacks",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1992,
-                            "End Line": 2014
+                            "Function Name": "anyUpdatedOptions",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 390,
+                            "End Line": 402
                         },
                         {
-                            "Function Name": "addCallback",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
+                            "Function Name": "set",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "execute",
+                            "Function Name": "getFunction",
                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2188,
-                            "End Line": 2193
-                        },
-                        {
-                            "Function Name": "__aenter__",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2197,
-                            "End Line": 2201
+                            "Start Line": 694,
+                            "End Line": 699
                         },
                         {
-                            "Function Name": "cancel",
+                            "Function Name": "tryLock",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1262,
-                            "End Line": 1264
-                        },
-                        {
-                            "Function Name": "timeout",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 250,
-                            "End Line": 251
-                        },
-                        {
-                            "Function Name": "passthru",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "_failthru",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 258,
-                            "End Line": 259
-                        },
-                        {
-                            "Function Name": "callbacks",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 477,
-                            "End Line": 478
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2134,
-                            "End Line": 2135
+                            "Start Line": 115,
+                            "End Line": 117
                         },
                         {
-                            "Function Name": "acquire",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "lock",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2215,
-                            "End Line": 2216
+                            "Start Line": 122,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "release",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "unlock",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2219,
-                            "End Line": 2220
-                        },
-                        {
-                            "Function Name": "getDebugging",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 272,
-                            "End Line": 276
+                            "Start Line": 128,
+                            "End Line": 130
                         },
                         {
-                            "Function Name": "timeItOut",
-                            "Structural Impact": 1.1,
+                            "Function Name": "moduleTuple",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 809,
-                            "End Line": 811
+                            "Start Line": 838,
+                            "End Line": 840
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 156,
-                        "Sequential Logic Declarations": 283,
-                        "Function Parameters": 119,
-                        "Function/Method Declarations": 116,
-                        "Class/Entity Declarations": 21,
-                        "Defensive Programming Constructs": 53,
-                        "Type/Safety Bypasses": 78,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 115,
+                        "Sequential Logic Declarations": 78,
+                        "Function Parameters": 56,
+                        "Function/Method Declarations": 55,
+                        "Class/Entity Declarations": 10,
+                        "Defensive Programming Constructs": 47,
+                        "Type/Safety Bypasses": 33,
+                        "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 93,
-                        "State Mutations / Variable Reassignments": 146,
-                        "Commented-out Code (Dead Logic)": 5,
-                        "Structured Documentation Blocks": 77,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 1,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 3,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 35,
-                        "Generic Type Abstractions": 220,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 22,
+                        "Exposed API / Public Exports": 64,
+                        "State Mutations / Variable Reassignments": 70,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 136,
+                        "Unit Test Assertions": 3,
+                        "Asynchronous/Concurrent Execution": 7,
+                        "UI / View Layer Components": 3,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 10,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 61,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 4,
+                        "Metaprogramming & Reflection": 83,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 22,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 1,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 20,
+                        "Manual Memory Allocation": 4,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 13,
+                        "Explicit Type Casts": 19,
+                        "Fatal Aborts & Exceptions": 54,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 508,
-                        "Event Listeners & Subscribers": 41,
+                        "Bitwise Operations": 103,
+                        "Thread Synchronization Locks": 5,
+                        "Immutable Data Declarations": 125,
+                        "Resource Deallocation & Cleanup": 10,
+                        "Private / Encapsulated Scopes": 123,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1035,
+                        "Structural Space Indentations": 677,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -519528,17 +521993,17 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 10,
-                        "Vectorized Math & Tensor Operations": 15,
-                        "Core Var Decl": 133,
-                        "Design Camel Case": 30,
-                        "Design Snake Case": 75,
-                        "Design Pascal Case": 5,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 6,
-                        "Design Long Vars": 6,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 14,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 139,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 101,
+                        "Design Pascal Case": 27,
+                        "Design Upper Case": 3,
+                        "Design Short Vars": 15,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -519546,7 +522011,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 3,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -519562,84 +522027,62 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 25,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Total Upstream (Absolute Fragility)": 3,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "__future__",
-                        "abc",
-                        "asyncio",
-                        "attr",
-                        "contextvars",
-                        "enum",
-                        "functools",
-                        "incremental",
-                        "inspect",
-                        "sys",
-                        "traceback",
-                        "treq",
-                        "twisted.internet",
-                        "twisted.internet.defer",
-                        "twisted.internet.interfaces",
-                        "twisted.internet.task",
-                        "twisted.logger",
-                        "twisted.python",
-                        "twisted.python.compat",
-                        "twisted.python.deprecate",
-                        "twisted.python.failure",
-                        "types",
-                        "typing",
-                        "typing_extensions",
-                        "warnings"
+                        "StringTable.zig",
+                        "graph.zig",
+                        "main.zig",
+                        "std"
                     ]
                 },
-                "python/twisted/http.py": {
+                "zig/zls/mach/testing.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "http.py",
-                        "Path": "python/twisted/http.py",
-                        "Language": "Python",
+                        "Filename": "testing.zig",
+                        "Path": "zig/zls/mach/testing.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Exception, Interface, basic.LineReceiver",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7548.14,
-                        "Y": -58.65,
-                        "Z": 4266.28
+                        "X": -8179.73,
+                        "Y": 256.0,
+                        "Z": -2000.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3481,
-                        "Coding LOC": 1513,
-                        "Documentation LOC": 1339,
-                        "Structural Magnitude": 1376.06,
-                        "Control Flow Ratio": "44.2%",
-                        "Popularity Rank": 9,
+                        "Total LOC": 224,
+                        "Coding LOC": 115,
+                        "Documentation LOC": 84,
+                        "Structural Magnitude": 123.4,
+                        "Control Flow Ratio": "54.1%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.923
+                        "Raw Cognitive Density": 0.365
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "33.31%",
-                        "Error & Exception Exposure": "75.23%",
-                        "Tech Debt Exposure": "11.53%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.89%",
+                        "Cognitive Load Exposure": "8.83%",
+                        "Error & Exception Exposure": "26.11%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.7%",
+                        "API Exposure": "5.07%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.82%",
-                        "Commented Logic Exposure": "5.23%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -519648,3728 +522091,2228 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "addCookie",
-                            "Structural Impact": 64.6,
-                            "Lines of Code (LOC)": 115,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "69.6%",
-                            "Start Line": 1322,
-                            "End Line": 1436
-                        },
-                        {
-                            "Function Name": "write",
-                            "Structural Impact": 36.5,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 1249,
-                            "End Line": 1320
-                        },
-                        {
-                            "Function Name": "lineReceived",
-                            "Structural Impact": 32.7,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 2361,
-                            "End Line": 2425
-                        },
-                        {
-                            "Function Name": "requestReceived",
-                            "Structural Impact": 27.5,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1038,
-                            "End Line": 1096
-                        },
-                        {
-                            "Function Name": "_maybeChooseTransferDecoder",
-                            "Structural Impact": 21.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "56.2%",
-                            "Start Line": 2439,
-                            "End Line": 2475
-                        },
-                        {
-                            "Function Name": "parse_qs",
-                            "Structural Impact": 21.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 366,
-                            "End Line": 391
-                        },
-                        {
-                            "Function Name": "stringToDatetime",
-                            "Structural Impact": 21.0,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 455,
-                            "End Line": 507
-                        },
-                        {
-                            "Function Name": "_dataReceived_CHUNK_LENGTH",
-                            "Structural Impact": 18.2,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1999,
-                            "End Line": 2050
-                        },
-                        {
-                            "Function Name": "checkPersistence",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 2626,
-                            "End Line": 2667
-                        },
-                        {
-                            "Function Name": "lineReceived",
-                            "Structural Impact": 17.6,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 728,
-                            "End Line": 767
-                        },
-                        {
-                            "Function Name": "timegm",
-                            "Structural Impact": 14.1,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 435,
-                            "End Line": 452
-                        },
-                        {
-                            "Function Name": "writeHeaders",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2743,
-                            "End Line": 2777
-                        },
-                        {
-                            "Function Name": "_parseRequestLine",
-                            "Structural Impact": 13.8,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 245,
-                            "End Line": 294
-                        },
-                        {
-                            "Function Name": "setETag",
-                            "Structural Impact": 13.7,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1518,
-                            "End Line": 1549
-                        },
-                        {
-                            "Function Name": "setHost",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1591,
-                            "End Line": 1623
-                        },
-                        {
-                            "Function Name": "dataReceived",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 3242,
-                            "End Line": 3289
-                        },
-                        {
-                            "Function Name": "finish",
-                            "Structural Impact": 12.7,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 1220,
-                            "End Line": 1247
-                        },
-                        {
-                            "Function Name": "headerReceived",
-                            "Structural Impact": 12.4,
+                            "Function Name": "Expect",
+                            "Structural Impact": 11.9,
                             "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 2477,
-                            "End Line": 2517
-                        },
-                        {
-                            "Function Name": "setLastModified",
-                            "Structural Impact": 12.2,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 1481,
-                            "End Line": 1516
-                        },
-                        {
-                            "Function Name": "_dataReceived_TRAILER",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 44,
                             "Control Flow Branches": 6,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2072,
-                            "End Line": 2115
-                        },
-                        {
-                            "Function Name": "combinedLogFormatter",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2995,
-                            "End Line": 3025
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3350,
-                            "End Line": 3389
-                        },
-                        {
-                            "Function Name": "requestDone",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2669,
-                            "End Line": 2693
-                        },
-                        {
-                            "Function Name": "getRequestHostname",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1564,
-                            "End Line": 1579
-                        },
-                        {
-                            "Function Name": "rawDataReceived",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2570,
-                            "End Line": 2609
-                        },
-                        {
-                            "Function Name": "dataReceived",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1831,
-                            "End Line": 1861
-                        },
-                        {
-                            "Function Name": "registerProducer",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2828,
-                            "End Line": 2868
-                        },
-                        {
-                            "Function Name": "_cleanup",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 958,
-                            "End Line": 979
-                        },
-                        {
-                            "Function Name": "parseCookies",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 1009,
-                            "End Line": 1028
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                         },
                         {
-                            "Function Name": "_escape",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 22,
+                            "Function Name": "ExpectVector",
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                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "57.1%",
-                            "Start Line": 2970,
-                            "End Line": 2991
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 314,
-                            "End Line": 335
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                         },
                         {
-                            "Function Name": "stopFactory",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "ExpectVecMat",
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                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 3455,
-                            "End Line": 3463
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 809,
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                         },
                         {
-                            "Function Name": "fromChunk",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 21,
+                            "Function Name": "ExpectFloat",
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                             "Control Flow Branches": 3,
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                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 521,
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                         },
                         {
-                            "Function Name": "setResponseCode",
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-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "eqlApprox",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1438,
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-                            "Control Flow Ratio": "42.9%",
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 544,
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1380,
-                            "End Line": 1396
+                            "Start Line": 45,
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                         },
                         {
-                            "Function Name": "_authorize",
+                            "Function Name": "eqlApprox",
                             "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
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-                            "Start Line": 1677,
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-                            "Start Line": 2611,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 923,
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-                        {
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3446,
-                            "End Line": 3453
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-                            "Function Name": "pauseProducing",
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-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2897,
-                            "End Line": 2930
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-                        {
-                            "Function Name": "connectionLost",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1727,
-                            "End Line": 1738
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-                        {
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-                            "Structural Impact": 5.6,
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2147,
-                            "End Line": 2155
-                        },
-                        {
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2719,
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-                        {
-                            "Function Name": "urlparse",
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-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 338,
-                            "End Line": 363
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-                            "Function Name": "isSecure",
-                            "Structural Impact": 5.2,
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1656,
-                            "End Line": 1675
-                        },
-                        {
-                            "Function Name": "datetimeToString",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 394,
-                            "End Line": 411
-                        },
-                        {
-                            "Function Name": "noMoreData",
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1863,
-                            "End Line": 1880
-                        },
-                        {
-                            "Function Name": "_dataReceived_BODY",
-                            "Structural Impact": 5.1,
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2117,
-                            "End Line": 2134
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-                        {
-                            "Function Name": "resumeProducing",
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-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2932,
-                            "End Line": 2949
+                            "Start Line": 73,
+                            "End Line": 82
                         },
                         {
-                            "Function Name": "getClientIP",
+                            "Function Name": "ExpectBytes",
                             "Structural Impact": 4.9,
                             "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1626,
-                            "End Line": 1638
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-                        {
-                            "Function Name": "unregisterProducer",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2870,
-                            "End Line": 2883
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 100,
+                            "End Line": 112
                         },
                         {
-                            "Function Name": "registerProducer",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "eqlApprox",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 1,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1124,
-                            "End Line": 1136
-                        },
-                        {
-                            "Function Name": "_getContentFile",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 837,
-                            "End Line": 843
+                            "Start Line": 17,
+                            "End Line": 24
                         },
                         {
-                            "Function Name": "__eq__",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "eql",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1747,
-                            "End Line": 1765
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 12,
+                            "End Line": 14
                         },
                         {
-                            "Function Name": "sendHeader",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "eqlBinary",
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 702,
-                            "End Line": 708
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 27,
+                            "End Line": 29
                         },
                         {
-                            "Function Name": "getHeader",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 16,
+                            "Function Name": "eql",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1147,
-                            "End Line": 1162
+                            "Control Flow Ratio": "100.0%",
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+                            "End Line": 42
                         },
                         {
-                            "Function Name": "extractHeader",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "eqlBinary",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 713,
-                            "End Line": 726
+                            "Control Flow Ratio": "100.0%",
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+                            "End Line": 59
                         },
                         {
-                            "Function Name": "allContentReceived",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 27,
+                            "Function Name": "eql",
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2519,
-                            "End Line": 2545
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 68,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "log",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "eqlBinary",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3471,
-                            "End Line": 3480
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 85,
+                            "End Line": 87
                         },
                         {
-                            "Function Name": "_set_logFile",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "eql",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3410,
-                            "End Line": 3418
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 94,
+                            "End Line": 96
                         },
                         {
-                            "Function Name": "datetimeToLogString",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "eql",
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 414,
-                            "End Line": 432
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 104,
+                            "End Line": 106
                         },
                         {
-                            "Function Name": "getUser",
+                            "Function Name": "eqlBinary",
                             "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 15,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1695,
-                            "End Line": 1709
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 108,
+                            "End Line": 110
                         },
                         {
-                            "Function Name": "getPassword",
+                            "Function Name": "eql",
                             "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 15,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1711,
-                            "End Line": 1725
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+                            "Control Flow Ratio": "100.0%",
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+                            "End Line": 152
                         },
                         {
-                            "Function Name": "isSecure",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "ExpectComptime",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 2729,
-                            "End Line": 2741
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 91,
+                            "End Line": 98
                         },
                         {
-                            "Function Name": "notifyFinish",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 42,
+                            "Function Name": "expect",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1177,
-                            "End Line": 1218
-                        },
-                        {
-                            "Function Name": "getAllHeaders",
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1551,
-                            "End Line": 1562
-                        },
-                        {
-                            "Function Name": "stopProducing",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2885,
-                            "End Line": 2895
-                        },
-                        {
-                            "Function Name": "handleResponseEnd",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 772,
-                            "End Line": 781
-                        },
+                            "Start Line": 204,
+                            "End Line": 206
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 17,
+                        "Function Parameters": 20,
+                        "Function/Method Declarations": 20,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 16,
+                        "State Mutations / Variable Reassignments": 6,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 57,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 5,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 14,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 13,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 5,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 15,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 26,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 17,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 93,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 11,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 5,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                    },
+                    "9. Extracted Dependencies": [
+                        "main.zig",
+                        "std"
+                    ]
+                },
+                "zig/zls/mach/win32.zig": {
+                    "1. Artifact Identity": {
+                        "Filename": "win32.zig",
+                        "Path": "zig/zls/mach/win32.zig",
+                        "Language": "Zig",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -8681.29,
+                        "Y": 281.46,
+                        "Z": -1698.83
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 4254,
+                        "Coding LOC": 4053,
+                        "Documentation LOC": 87,
+                        "Structural Magnitude": 1509.76,
+                        "Control Flow Ratio": "33.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.055
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.85%",
+                        "Error & Exception Exposure": "66.55%",
+                        "Tech Debt Exposure": "69.46%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "16.29%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.14%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "99.97%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
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-                            "Function Name": "noMoreData",
-                            "Structural Impact": 3.3,
+                            "Function Name": "loword",
+                            "Structural Impact": 9.0,
                             "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2157,
-                            "End Line": 2166
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 4224,
+                            "End Line": 4233
                         },
                         {
-                            "Function Name": "connectionMade",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "pxFromPt",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2348,
-                            "End Line": 2355
+                            "Start Line": 4193,
+                            "End Line": 4199
                         },
                         {
-                            "Function Name": "timeoutConnection",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "ptFromPx",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2695,
-                            "End Line": 2702
+                            "Start Line": 4201,
+                            "End Line": 4207
                         },
                         {
-                            "Function Name": "loseConnection",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
+                            "Function Name": "hiword",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1740,
-                            "End Line": 1745
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 4234,
+                            "End Line": 4243
                         },
                         {
-                            "Function Name": "_get_logFile",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
+                            "Function Name": "hexVal",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 3404,
-                            "End Line": 3407
-                        },
-                        {
-                            "Function Name": "_protocolUpgradeForWebsockets",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2547,
-                            "End Line": 2568
-                        },
-                        {
-                            "Function Name": "setHeader",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1451,
-                            "End Line": 1464
-                        },
-                        {
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1986,
-                            "End Line": 1997
-                        },
-                        {
-                            "Function Name": "buildProtocol",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3429,
-                            "End Line": 3444
-                        },
-                        {
-                            "Function Name": "redirect",
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-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1466,
-                            "End Line": 1479
-                        },
-                        {
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1826,
-                            "End Line": 1829
-                        },
-                        {
-                            "Function Name": "handleStatus",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 789,
-                            "End Line": 789
-                        },
-                        {
-                            "Function Name": "gotLength",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 997,
-                            "End Line": 1007
-                        },
-                        {
-                            "Function Name": "getCookie",
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1164,
-                            "End Line": 1175
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 351,
+                            "End Line": 355
                         },
                         {
-                            "Function Name": "requestFactory",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3165,
-                            "End Line": 3176
+                            "Function Name": "hexVal",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 387,
+                            "End Line": 391
                         },
                         {
-                            "Function Name": "site",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "CreateWindowExW",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 12,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3188,
-                            "End Line": 3199
+                            "Start Line": 1396,
+                            "End Line": 1409
                         },
                         {
-                            "Function Name": "timeOut",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "MethodMixin",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 45,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3209,
-                            "End Line": 3220
+                            "Start Line": 1080,
+                            "End Line": 1124
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "MethodMixin",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 41,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1098,
-                            "End Line": 1112
+                            "Start Line": 3591,
+                            "End Line": 3631
                         },
                         {
-                            "Function Name": "getClientAddress",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "SetWindowPos",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 7,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1640,
-                            "End Line": 1654
+                            "Start Line": 283,
+                            "End Line": 291
                         },
                         {
-                            "Function Name": "write",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "MethodMixin",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2779,
-                            "End Line": 2788
+                            "Start Line": 634,
+                            "End Line": 670
                         },
                         {
-                            "Function Name": "writeSequence",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2790,
-                            "End Line": 2799
+                            "Function Name": "initString",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 379,
+                            "End Line": 385
                         },
                         {
-                            "Function Name": "getClientAddress",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
+                            "Function Name": "dpiFromHwnd",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3050,
-                            "End Line": 3064
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4179,
+                            "End Line": 4186
                         },
                         {
-                            "Function Name": "proxiedLogFormatter",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "Initialize",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 7,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3093,
-                            "End Line": 3101
+                            "Start Line": 3594,
+                            "End Line": 3596
                         },
                         {
-                            "Function Name": "callLater",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "DirectInput8Create",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3231,
-                            "End Line": 3240
+                            "Start Line": 55,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "sendCommand",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "AdjustWindowRectExForDpi",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 699,
-                            "End Line": 700
+                            "Start Line": 109,
+                            "End Line": 115
                         },
                         {
-                            "Function Name": "handleContentChunk",
-                            "Structural Impact": 2.1,
+                            "Function Name": "PeekMessageW",
+                            "Structural Impact": 2.8,
                             "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1030,
-                            "End Line": 1036
+                            "Start Line": 123,
+                            "End Line": 129
                         },
                         {
-                            "Function Name": "forceAbortClient",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "IDirectInput8W_EnumDevicesBySemantics",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2704,
-                            "End Line": 2717
+                            "Start Line": 662,
+                            "End Line": 664
                         },
                         {
-                            "Function Name": "requestReceived",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "CoCreateInstance",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 610,
-                            "End Line": 610
+                            "Start Line": 2593,
+                            "End Line": 2599
                         },
                         {
-                            "Function Name": "handleHeader",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "GetSharedModeEnginePeriod",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 799,
-                            "End Line": 799
+                            "Start Line": 3729,
+                            "End Line": 3731
                         },
                         {
-                            "Function Name": "noLongerQueued",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "GetBuffer",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 984,
-                            "End Line": 995
+                            "Start Line": 3797,
+                            "End Line": 3799
                         },
                         {
-                            "Function Name": "registerProducer",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "IDirectInput8W_EnumDevices",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2193,
-                            "End Line": 2193
+                            "Start Line": 642,
+                            "End Line": 644
                         },
                         {
-                            "Function Name": "_openLogFile",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "IDirectInput8W_ConfigureDevices",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3465,
-                            "End Line": 3469
+                            "Start Line": 666,
+                            "End Line": 668
                         },
                         {
-                            "Function Name": "_parseContentType",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "GetDeviceData",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 305
+                            "Start Line": 730,
+                            "End Line": 732
                         },
                         {
-                            "Function Name": "toChunk",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "CreateEffect",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 510,
-                            "End Line": 518
+                            "Start Line": 754,
+                            "End Line": 756
                         },
                         {
-                            "Function Name": "_sanitize",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "SendDeviceData",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1398,
-                            "End Line": 1406
+                            "Start Line": 778,
+                            "End Line": 780
                         },
                         {
-                            "Function Name": "getHost",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "EnumEffectsInFile",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1581,
-                            "End Line": 1589
+                            "Start Line": 781,
+                            "End Line": 783
                         },
                         {
-                            "Function Name": "_dataReceived_FINISHED",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "WriteEffectToFile",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2136,
-                            "End Line": 2145
+                            "Start Line": 784,
+                            "End Line": 786
                         },
                         {
-                            "Function Name": "dataReceived",
-                            "Structural Impact": 1.9,
+                            "Function Name": "GetBufferSizeLimits",
+                            "Structural Impact": 2.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2357,
-                            "End Line": 2359
+                            "Start Line": 3693,
+                            "End Line": 3695
                         },
                         {
-                            "Function Name": "_finishRequestBody",
-                            "Structural Impact": 1.9,
+                            "Function Name": "InitializeSharedAudioStream",
+                            "Structural Impact": 2.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2427,
-                            "End Line": 2429
+                            "Start Line": 3735,
+                            "End Line": 3737
                         },
                         {
-                            "Function Name": "loseConnection",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "Activate",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2817,
-                            "End Line": 2826
+                            "Start Line": 3931,
+                            "End Line": 3933
                         },
                         {
-                            "Function Name": "_respondToBadRequestAndDisconnect",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "DefWindowProcW",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2958,
-                            "End Line": 2967
+                            "Start Line": 1609,
+                            "End Line": 1614
                         },
                         {
-                            "Function Name": "factory",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "EnumDisplayMonitors",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3151,
-                            "End Line": 3153
+                            "Start Line": 2417,
+                            "End Line": 2422
                         },
                         {
-                            "Function Name": "writeSequence",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "CreateEventA",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 666,
-                            "End Line": 667
+                            "Start Line": 2600,
+                            "End Line": 2605
                         },
                         {
-                            "Function Name": "__getattr__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "IDirectInput8W_CreateDevice",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 669,
-                            "End Line": 670
+                            "Start Line": 638,
+                            "End Line": 640
                         },
                         {
-                            "Function Name": "connectionLost",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "IDirectInput8W_FindDevice",
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-                        "Commented-Out Executable Logic": 8,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 34,
-                        "Direct Downstream (Dependency Blast Radius)": 9,
-                        "Total Upstream (Absolute Fragility)": 3,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
-                    },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "base64",
-                        "binascii",
-                        "calendar",
-                        "collections",
-                        "email",
-                        "email.message",
-                        "incremental",
-                        "io",
-                        "math",
-                        "os",
-                        "re",
-                        "tempfile",
-                        "time",
-                        "twisted.internet",
-                        "twisted.internet._producer_helpers",
-                        "twisted.internet.defer",
-                        "twisted.internet.interfaces",
-                        "twisted.logger",
-                        "twisted.protocols",
-                        "twisted.python",
-                        "twisted.python.compat",
-                        "twisted.python.components",
-                        "twisted.python.deprecate",
-                        "twisted.python.failure",
-                        "twisted.web._abnf",
-                        "twisted.web._http2",
-                        "twisted.web._responses",
-                        "twisted.web.http_headers",
-                        "twisted.web.iweb",
-                        "typing",
-                        "urllib.parse",
-                        "warnings",
-                        "zope.interface"
-                    ]
-                },
-                "python/twisted/reflect.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "reflect.py",
-                        "Path": "python/twisted/reflect.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "Exception, ValueError, InvalidName",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7268.7,
-                        "Y": -135.81,
-                        "Z": 4700.9
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 687,
-                        "Coding LOC": 295,
-                        "Documentation LOC": 249,
-                        "Structural Magnitude": 264.9,
-                        "Control Flow Ratio": "40.6%",
-                        "Popularity Rank": 2,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.753
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.16%",
-                        "Error & Exception Exposure": "45.82%",
-                        "Tech Debt Exposure": "13.92%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "3.52%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "44.26%",
-                        "Commented Logic Exposure": "5.37%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "39.94%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Control Flow Branches": 18,
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 534,
-                            "End Line": 650
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-                        {
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-                            "Structural Impact": 19.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 48,
-                            "End Line": 87
-                        },
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-                            "Function Name": "accumulateMethods",
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-                            "Lines of Code (LOC)": 41,
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-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 109,
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-                        {
-                            "Function Name": "namedAny",
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-                            "Lines of Code (LOC)": 62,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 249,
-                            "End Line": 310
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-                        {
-                            "Function Name": "filenameToModuleName",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 6,
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-                            "Control Flow Ratio": "66.7%",
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-                        {
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 465,
-                            "End Line": 499
-                        },
-                        {
-                            "Function Name": "accumulateClassList",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 502,
-                            "End Line": 511
-                        },
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-                            "Structural Impact": 7.0,
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-                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 221,
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                         },
                         {
-                            "Function Name": "safe_str",
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 418,
-                            "End Line": 435
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                         {
-                            "Function Name": "_determineClassName",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 365,
-                            "End Line": 373
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-                        {
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-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 376,
-                            "End Line": 400
-                        },
-                        {
-                            "Function Name": "requireModule",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 176,
-                            "End Line": 192
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                         },
                         {
-                            "Function Name": "safe_repr",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 403,
-                            "End Line": 415
+                            "Function Name": "GetCurrentSharedModeEnginePeriod",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3732,
+                            "End Line": 3734
                         },
                         {
-                            "Function Name": "namedModule",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 152,
-                            "End Line": 161
+                            "Function Name": "GetBuffer",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3762,
+                            "End Line": 3764
                         },
                         {
-                            "Function Name": "_determineClass",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 358,
-                            "End Line": 362
+                            "Function Name": "ReleaseBuffer",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "fullFuncName",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "MethodMixin",
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+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 451,
-                            "End Line": 455
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                         {
-                            "Function Name": "prefixedMethodNames",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "SetMasterVolume",
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 28,
-                            "End Line": 45
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                         {
-                            "Function Name": "prefixedMethods",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 17,
+                            "Function Name": "SetMute",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 90,
-                            "End Line": 106
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                         {
-                            "Function Name": "__init__",
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                             "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 443,
-                            "End Line": 445
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+                            "End Line": 3888
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                         {
-                            "Function Name": "namedObject",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "GetValue",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 164,
-                            "End Line": 170
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                         },
                         {
-                            "Function Name": "__call__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 447,
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                         {
-                            "Function Name": "isSame",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "OpenPropertyStore",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 514,
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                         {
-                            "Function Name": "isLike",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "OnDeviceStateChanged",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 518,
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                         {
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-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 526,
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                         {
-                            "Function Name": "findInstances",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "Item",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 530,
-                            "End Line": 531
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                         {
-                            "Function Name": "qual",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "GetDevice",
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 351,
-                            "End Line": 355
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                         {
-                            "Function Name": "getClass",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 458,
-                            "End Line": 462
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                         },
                         {
-                            "Function Name": "modgrep",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "MethodMixin",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 522,
-                            "End Line": 523
-                        }
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 67,
-                        "Sequential Logic Declarations": 98,
-                        "Function Parameters": 28,
-                        "Function/Method Declarations": 28,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 30,
-                        "Type/Safety Bypasses": 12,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 28,
-                        "State Mutations / Variable Reassignments": 16,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 24,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 7,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 13,
-                        "Module Dependencies (Imports)": 14,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 7,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 54,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 246,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 52,
-                        "Design Camel Case": 26,
-                        "Design Snake Case": 25,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 5,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 14,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 3,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
-                    },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "a",
-                        "collections",
-                        "io",
-                        "os",
-                        "path",
-                        "pickle",
-                        "re",
-                        "sys",
-                        "traceback",
-                        "twisted.python.compat",
-                        "twisted.python.deprecate",
-                        "types",
-                        "weakref"
-                    ]
-                },
-                "python/twisted/transport.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "transport.py",
-                        "Path": "python/twisted/transport.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "Tuple[_DigestMod, bytes, bytes, int], protocol.Protocol, SSHTransportBase",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7537.55,
-                        "Y": -69.45,
-                        "Z": 3729.02
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 2264,
-                        "Coding LOC": 1015,
-                        "Documentation LOC": 886,
-                        "Structural Magnitude": 761.4,
-                        "Control Flow Ratio": "41.5%",
-                        "Popularity Rank": 2,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.598
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.63%",
-                        "Error & Exception Exposure": "77.49%",
-                        "Tech Debt Exposure": "10.38%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.55%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.84%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "24.56%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "ssh_KEXINIT",
-                            "Structural Impact": 28.6,
-                            "Lines of Code (LOC)": 121,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 864,
-                            "End Line": 984
-                        },
-                        {
-                            "Function Name": "getPacket",
-                            "Structural Impact": 20.0,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "52.4%",
-                            "Start Line": 662,
-                            "End Line": 722
+                            "Start Line": 4014,
+                            "End Line": 4024
                         },
                         {
-                            "Function Name": "dataReceived",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 7,
+                            "Function Name": "GetClientRect",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 737,
-                            "End Line": 780
-                        },
-                        {
-                            "Function Name": "dispatchMessage",
-                            "Structural Impact": 15.6,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 782,
-                            "End Line": 812
-                        },
-                        {
-                            "Function Name": "_generateECSharedSecret",
-                            "Structural Impact": 13.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1394,
-                            "End Line": 1428
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 99,
+                            "End Line": 102
                         },
                         {
-                            "Function Name": "isEncrypted",
-                            "Structural Impact": 13.0,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 6,
+                            "Function Name": "GetWindowRect",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1252,
-                            "End Line": 1269
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 104,
+                            "End Line": 107
                         },
                         {
-                            "Function Name": "isVerified",
-                            "Structural Impact": 13.0,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 6,
+                            "Function Name": "GetWindowLongPtrW",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1271,
-                            "End Line": 1288
-                        },
-                        {
-                            "Function Name": "sendPacket",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 623,
-                            "End Line": 660
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 231,
+                            "End Line": 234
                         },
                         {
-                            "Function Name": "ssh_KEXINIT",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 5,
+                            "Function Name": "SetCursorPos",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1478,
-                            "End Line": 1496
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 249,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "ssh_KEXINIT",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 4,
+                            "Function Name": "SetWindowTextW",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1805,
-                            "End Line": 1850
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 346,
+                            "End Line": 349
                         },
                         {
-                            "Function Name": "ssh_KEX_DH_GEX_REQUEST_OLD",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 4,
+                            "Function Name": "IDirectInput8W_GetDeviceStatus",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1596,
-                            "End Line": 1631
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 646,
+                            "End Line": 648
                         },
                         {
-                            "Function Name": "_ssh_KEX_ECDH_REPLY",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 3,
+                            "Function Name": "GetCapabilities",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1852,
-                            "End Line": 1917
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 709,
+                            "End Line": 711
                         },
                         {
-                            "Function Name": "_encodeECPublicKey",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 4,
+                            "Function Name": "SetDataFormat",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 1367,
-                            "End Line": 1392
-                        },
-                        {
-                            "Function Name": "_generateECPrivateKey",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 1342,
-                            "End Line": 1365
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 733,
+                            "End Line": 735
                         },
                         {
-                            "Function Name": "ssh_SERVICE_ACCEPT",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
+                            "Function Name": "SetEventNotification",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2109,
-                            "End Line": 2128
-                        },
-                        {
-                            "Function Name": "sendKexInit",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 547,
-                            "End Line": 595
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 736,
+                            "End Line": 738
                         },
                         {
-                            "Function Name": "ssh_KEX_DH_GEX_GROUP",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
+                            "Function Name": "GetDeviceInfo",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1957,
-                            "End Line": 1980
-                        },
-                        {
-                            "Function Name": "_continue_KEX_ECDH_REPLY",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1875,
-                            "End Line": 1896
-                        },
-                        {
-                            "Function Name": "sendDebug",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1075,
-                            "End Line": 1089
-                        },
-                        {
-                            "Function Name": "_keySetup",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1207,
-                            "End Line": 1230
-                        },
-                        {
-                            "Function Name": "_continueGEX_REPLY",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2042,
-                            "End Line": 2081
-                        },
-                        {
-                            "Function Name": "setKeys",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 145,
-                            "End Line": 165
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 745,
+                            "End Line": 747
                         },
                         {
-                            "Function Name": "_finishEphemeralDH",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 2,
+                            "Function Name": "GetForceFeedbackState",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1157,
-                            "End Line": 1185
-                        },
-                        {
-                            "Function Name": "_newKeys",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1232,
-                            "End Line": 1250
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 763,
+                            "End Line": 765
                         },
                         {
-                            "Function Name": "_allowedKeyExchangeMessageType",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 2,
+                            "Function Name": "SendForceFeedbackCommand",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 597,
-                            "End Line": 621
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 766,
+                            "End Line": 768
                         },
                         {
-                            "Function Name": "_getHostKeys",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 2,
+                            "Function Name": "Escape",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1453,
-                            "End Line": 1476
-                        },
-                        {
-                            "Function Name": "_continueKEXDH_REPLY",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1982,
-                            "End Line": 2011
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 772,
+                            "End Line": 774
                         },
                         {
-                            "Function Name": "ssh_SERVICE_REQUEST",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 2,
+                            "Function Name": "GetImageInfo",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1730,
-                            "End Line": 1751
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 793,
+                            "End Line": 795
                         },
                         {
-                            "Function Name": "ssh_NEWKEYS",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 2,
+                            "Function Name": "IDirectInputEffect_GetEffectGuid",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 2091,
-                            "End Line": 2107
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1088,
+                            "End Line": 1090
                         },
                         {
-                            "Function Name": "sendExtInfo",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
+                            "Function Name": "IDirectInputEffect_GetEffectStatus",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1128,
-                            "End Line": 1141
-                        },
-                        {
-                            "Function Name": "_getMAC",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 187,
-                            "End Line": 221
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1108,
+                            "End Line": 1110
                         },
                         {
-                            "Function Name": "connectionLost",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
+                            "Function Name": "IDirectInputEffect_Escape",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 523,
-                            "End Line": 535
-                        },
-                        {
-                            "Function Name": "verify",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 266,
-                            "End Line": 286
-                        },
-                        {
-                            "Function Name": "_getSupportedCiphers",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 289,
-                            "End Line": 319
-                        },
-                        {
-                            "Function Name": "_getCipher",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 167,
-                            "End Line": 185
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1120,
+                            "End Line": 1122
                         },
                         {
-                            "Function Name": "_ssh_KEXDH_REPLY",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 1,
+                            "Function Name": "LoadIconW",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1919,
-                            "End Line": 1955
-                        },
-                        {
-                            "Function Name": "receiveDebug",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1327,
-                            "End Line": 1340
-                        },
-                        {
-                            "Function Name": "makeMAC",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 247,
-                            "End Line": 264
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1218,
+                            "End Line": 1221
                         },
                         {
-                            "Function Name": "ssh_KEX_DH_GEX_REPLY",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 1,
+                            "Function Name": "LoadCursorW",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2013,
-                            "End Line": 2040
-                        },
-                        {
-                            "Function Name": "sendDisconnect",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1110,
-                            "End Line": 1126
-                        },
-                        {
-                            "Function Name": "_keySetup",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1701,
-                            "End Line": 1715
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1237,
+                            "End Line": 1240
                         },
                         {
-                            "Function Name": "ssh_KEX_DH_GEX_REQUEST",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 1,
+                            "Function Name": "ShowWindow",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1633,
-                            "End Line": 1657
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1416,
+                            "End Line": 1419
                         },
                         {
-                            "Function Name": "ssh_EXT_INFO",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
+                            "Function Name": "MonitorFromPoint",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1041,
-                            "End Line": 1058
-                        },
-                        {
-                            "Function Name": "_keySetup",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2083,
-                            "End Line": 2089
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2387,
+                            "End Line": 2390
                         },
                         {
-                            "Function Name": "setService",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
+                            "Function Name": "MonitorFromRect",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1060,
-                            "End Line": 1073
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2393,
+                            "End Line": 2396
                         },
                         {
-                            "Function Name": "ssh_NEWKEYS",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
+                            "Function Name": "MonitorFromWindow",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1717,
-                            "End Line": 1728
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2399,
+                            "End Line": 2402
                         },
                         {
-                            "Function Name": "_ssh_KEX_ECDH_INIT",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 56,
+                            "Function Name": "GetMonitorInfoA",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1498,
-                            "End Line": 1553
+                            "Start Line": 2405,
+                            "End Line": 2408
                         },
                         {
-                            "Function Name": "_ssh_KEXDH_INIT",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "GetMonitorInfoW",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1555,
-                            "End Line": 1594
+                            "Start Line": 2411,
+                            "End Line": 2414
                         },
                         {
-                            "Function Name": "ssh_KEX_DH_GEX_INIT",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 41,
+                            "Function Name": "CoInitializeEx",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1659,
-                            "End Line": 1699
+                            "Start Line": 2589,
+                            "End Line": 2592
                         },
                         {
-                            "Function Name": "_getKey",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "WaitForSingleObject",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1187,
-                            "End Line": 1205
+                            "Start Line": 2606,
+                            "End Line": 2609
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "GetProcAddress",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 5,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 134,
-                            "End Line": 143
+                            "Start Line": 2613,
+                            "End Line": 2616
                         },
                         {
-                            "Function Name": "receiveError",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 17,
+                            "Function Name": "GetBufferSize",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1299,
-                            "End Line": 1315
+                            "Start Line": 3597,
+                            "End Line": 3599
                         },
                         {
-                            "Function Name": "verifyHostKey",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "GetStreamLatency",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2142,
-                            "End Line": 2155
+                            "Start Line": 3600,
+                            "End Line": 3602
                         },
                         {
-                            "Function Name": "ssh_DISCONNECT",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 16,
+                            "Function Name": "GetCurrentPadding",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 986,
-                            "End Line": 1001
+                            "Start Line": 3603,
+                            "End Line": 3605
                         },
                         {
-                            "Function Name": "ssh_DEBUG",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "GetMixFormat",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1025,
-                            "End Line": 1039
+                            "Start Line": 3609,
+                            "End Line": 3611
                         },
                         {
-                            "Function Name": "encrypt",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "SetEventHandle",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 223,
-                            "End Line": 233
+                            "Start Line": 3624,
+                            "End Line": 3626
                         },
                         {
-                            "Function Name": "decrypt",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "SetClientProperties",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 235,
-                            "End Line": 245
+                            "Start Line": 3690,
+                            "End Line": 3692
                         },
                         {
-                            "Function Name": "_unsupportedVersionReceived",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "ReleaseBuffer",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 724,
-                            "End Line": 735
+                            "Start Line": 3800,
+                            "End Line": 3802
                         },
                         {
-                            "Function Name": "ssh_UNIMPLEMENTED",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "GetNextPacketSize",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1012,
-                            "End Line": 1023
+                            "Start Line": 3803,
+                            "End Line": 3805
                         },
                         {
-                            "Function Name": "update",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "GetMasterVolume",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2170,
-                            "End Line": 2180
+                            "Start Line": 3840,
+                            "End Line": 3842
                         },
                         {
-                            "Function Name": "sendIgnore",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "GetMute",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1091,
-                            "End Line": 1100
+                            "Start Line": 3846,
+                            "End Line": 3848
                         },
                         {
-                            "Function Name": "receiveUnimplemented",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "GetCount",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1317,
-                            "End Line": 1325
+                            "Start Line": 3883,
+                            "End Line": 3885
                         },
                         {
-                            "Function Name": "requestService",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "GetId",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2130,
-                            "End Line": 2138
+                            "Start Line": 3937,
+                            "End Line": 3939
                         },
                         {
-                            "Function Name": "_startEphemeralDH",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "GetState",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1143,
-                            "End Line": 1155
+                            "Start Line": 3940,
+                            "End Line": 3942
                         },
                         {
-                            "Function Name": "_mpFromBytes",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "OnDeviceAdded",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 51,
-                            "End Line": 62
+                            "Start Line": 3983,
+                            "End Line": 3985
                         },
                         {
-                            "Function Name": "kexAlg",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "OnDeviceRemoved",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 844,
-                            "End Line": 848
+                            "Start Line": 3986,
+                            "End Line": 3988
                         },
                         {
-                            "Function Name": "connectionMade",
+                            "Function Name": "GetCount",
                             "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 537,
-                            "End Line": 545
+                            "Start Line": 4017,
+                            "End Line": 4019
                         },
                         {
-                            "Function Name": "getPeer",
+                            "Function Name": "RegisterEndpointNotificationCallback",
                             "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 814,
-                            "End Line": 823
+                            "Start Line": 4070,
+                            "End Line": 4072
                         },
                         {
-                            "Function Name": "getHost",
+                            "Function Name": "UnregisterEndpointNotificationCallback",
                             "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 825,
-                            "End Line": 834
+                            "Start Line": 4073,
+                            "End Line": 4075
                         },
                         {
-                            "Function Name": "ssh_IGNORE",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "GetDataFlow",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1003,
-                            "End Line": 1003
+                            "Start Line": 4093,
+                            "End Line": 4095
                         },
                         {
-                            "Function Name": "sendUnimplemented",
+                            "Function Name": "MethodMixin",
                             "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1102,
-                            "End Line": 1108
+                            "Start Line": 4090,
+                            "End Line": 4097
                         },
                         {
-                            "Function Name": "connectionMade",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "GetModuleHandleW",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1797,
-                            "End Line": 1803
+                            "Start Line": 39,
+                            "End Line": 41
                         },
                         {
-                            "Function Name": "encryptor",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "SetCursor",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2201,
-                            "End Line": 2207
+                            "Start Line": 240,
+                            "End Line": 242
                         },
                         {
-                            "Function Name": "decryptor",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "GetCursorPos",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2209,
-                            "End Line": 2215
+                            "Start Line": 245,
+                            "End Line": 247
                         },
                         {
-                            "Function Name": "kexAlg",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "BringWindowToTop",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 837,
-                            "End Line": 841
+                            "Start Line": 274,
+                            "End Line": 276
                         },
                         {
-                            "Function Name": "loseConnection",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "SetForegroundWindow",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1290,
-                            "End Line": 1295
+                            "Start Line": 278,
+                            "End Line": 280
                         },
                         {
-                            "Function Name": "connectionSecure",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "decodeHexByte",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2157,
-                            "End Line": 2162
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 144,
-                        "Sequential Logic Declarations": 203,
-                        "Function Parameters": 80,
-                        "Function/Method Declarations": 77,
-                        "Class/Entity Declarations": 8,
-                        "Defensive Programming Constructs": 14,
-                        "Type/Safety Bypasses": 10,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 57,
-                        "State Mutations / Variable Reassignments": 224,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 84,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 3,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 21,
-                        "Collection Iterators / Comprehensions": 8,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 25,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 3,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 1,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 10,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 178,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 943,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 5,
-                        "Core Var Decl": 246,
-                        "Design Camel Case": 80,
-                        "Design Snake Case": 118,
-                        "Design Pascal Case": 3,
-                        "Design Upper Case": 32,
-                        "Design Short Vars": 26,
-                        "Design Long Vars": 15,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 3,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 1,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 26,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "binascii",
-                        "cryptography.exceptions",
-                        "cryptography.hazmat.backends",
-                        "cryptography.hazmat.decrepit.ciphers.algorithms",
-                        "cryptography.hazmat.primitives",
-                        "cryptography.hazmat.primitives.asymmetric",
-                        "cryptography.hazmat.primitives.ciphers",
-                        "cryptography.hazmat.primitives.ciphers.algorithms",
-                        "hashlib",
-                        "hmac",
-                        "is",
-                        "struct",
-                        "twisted",
-                        "twisted.conch.ssh",
-                        "twisted.conch.ssh.common",
-                        "twisted.conch.ssh.factory",
-                        "twisted.conch.ssh.service",
-                        "twisted.internet",
-                        "twisted.logger",
-                        "twisted.python",
-                        "twisted.python.compat",
-                        "twisted.python.failure",
-                        "types",
-                        "typing",
-                        "zlib"
-                    ]
-                }
-            }
-        },
-        "zig/zls/mach": {
-            "Directory Group Magnitude": 3149.88,
-            "File Count": 8,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "15.68%",
-                "Error & Exception Exposure": "32.92%",
-                "Tech Debt Exposure": "36.48%",
-                "Testing Exposure": "41.24%",
-                "API Exposure": "5.83%",
-                "Concurrency Exposure": "1.67%",
-                "State Flux Exposure": "15.97%",
-                "Commented Logic Exposure": "3.69%",
-                "Specification Exposure": "87.5%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "44.6%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "zig/zls/mach/Core.zig": {
-                    "1. Artifact Identity": {
-                        "Filename": "Core.zig",
-                        "Path": "zig/zls/mach/Core.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Alert": "TYPOSQUATTING THREAT: 'build-options' mimics 'build_options'",
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -9148.28,
-                        "Y": 209.57,
-                        "Z": -1882.34
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 798,
-                        "Coding LOC": 587,
-                        "Documentation LOC": 96,
-                        "Structural Magnitude": 211.94,
-                        "Control Flow Ratio": "56.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.259
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.15%",
-                        "Error & Exception Exposure": "64.18%",
-                        "Tech Debt Exposure": "82.12%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.95%",
-                        "Concurrency Exposure": "13.36%",
-                        "State Flux Exposure": "9.42%",
-                        "Commented Logic Exposure": "5.87%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "31.88%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "initWindow",
-                            "Structural Impact": 27.7,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 147,
-                            "End Line": 215
+                            "Start Line": 357,
+                            "End Line": 359
                         },
                         {
-                            "Function Name": "detectBackendType",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 12,
+                            "Function Name": "IUnknown_AddRef",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 398,
-                            "End Line": 421
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 503,
+                            "End Line": 505
                         },
                         {
-                            "Function Name": "init",
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-                            "Control Flow Branches": 4,
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-                            "Control Flow Ratio": "75.0%",
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 254,
-                            "End Line": 268
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+                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 387,
-                            "End Line": 396
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 228,
-                            "End Line": 252
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-                            "Structural Impact": 4.1,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 270,
-                            "End Line": 281
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 217,
-                            "End Line": 226
+                            "Function Name": "IDirectInputEffect_Stop",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
+                            "Function Name": "IDirectInputEffect_Download",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 287,
-                            "End Line": 302
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                         {
-                            "Function Name": "assertHasDecl",
-                            "Structural Impact": 3.6,
+                            "Function Name": "IDirectInputEffect_Unload",
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                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 775,
-                            "End Line": 777
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+                            "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "assertHasField",
-                            "Structural Impact": 3.6,
+                            "Function Name": "RegisterClassW",
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                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 779,
-                            "End Line": 781
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+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "outOfMemory",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "ShowCursor",
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+                            "Lines of Code (LOC)": 3,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
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-                            "End Line": 343
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                         },
                         {
-                            "Function Name": "requestAdapterCallback",
-                            "Structural Impact": 2.8,
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-                            "Lines of Code (LOC)": 6,
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-                            "Start Line": 380,
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                         {
-                            "Function Name": "keyPressed",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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                         {
-                            "Function Name": "keyReleased",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
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                         {
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
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                         {
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                         {
-                            "Function Name": "isMouseButtonPressed",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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-                            "Start Line": 452,
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                         {
-                            "Function Name": "isMouseButtonReleased",
-                            "Structural Impact": 1.9,
+                            "Function Name": "Commit",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
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                         {
-                            "Function Name": "eql",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 733,
-                            "End Line": 735
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                         },
                         {
-                            "Function Name": "exit",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4188,
+                            "End Line": 4191
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+                            "Function Name": "xFromLparam",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 283,
-                            "End Line": 285
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                         },
                         {
-                            "Function Name": "nextEvent",
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 306,
-                            "End Line": 308
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                         },
                         {
-                            "Function Name": "mousePosition",
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 361,
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 38,
-                        "Function Parameters": 27,
-                        "Function/Method Declarations": 27,
-                        "Class/Entity Declarations": 17,
-                        "Defensive Programming Constructs": 23,
-                        "Type/Safety Bypasses": 12,
-                        "High-Risk Execution Commands": 7,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 42,
-                        "State Mutations / Variable Reassignments": 24,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 65,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 1,
-                        "UI / View Layer Components": 27,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 28,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 3,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 19,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 9,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 18,
-                        "Manual Memory Allocation": 2,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 5,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 35,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 30,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 44,
-                        "Resource Deallocation & Cleanup": 5,
-                        "Private / Encapsulated Scopes": 26,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 482,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 66,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 32,
-                        "Design Pascal Case": 30,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 5,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 11,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 2,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "build-options",
-                        "builtin",
-                        "main.zig",
-                        "std"
-                    ]
-                },
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-                    "1. Artifact Identity": {
-                        "Filename": "StringTable.zig",
-                        "Path": "zig/zls/mach/StringTable.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8839.26,
-                        "Y": 316.36,
-                        "Z": -1456.59
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 109,
-                        "Coding LOC": 67,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 40.74,
-                        "Control Flow Ratio": "64.3%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.548
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.42%",
-                        "Error & Exception Exposure": "14.44%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.48%",
-                        "API Exposure": "3.67%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "46.16%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "End Line": 4253
+                        },
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-                            "Function Name": "indexOrPut",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 31,
-                            "End Line": 41
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+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 120
                         },
                         {
-                            "Function Name": "index",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 22,
-                            "End Line": 27
+                            "Function Name": "DispatchMessageW",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 121
                         },
                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "CoTaskMemFree",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 57,
-                            "End Line": 60
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                         },
                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "GetLastError",
+                            "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 71,
-                            "End Line": 74
+                            "Start Line": 35,
+                            "End Line": 35
                         },
                         {
-                            "Function Name": "string",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "GetMessageTime",
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 45,
-                            "End Line": 47
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+                            "End Line": 118
                         },
                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "GetFocus",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 52
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                         },
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                         "Hyperlinked Literature References": 0,
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-                        "Path": "zig/zls/mach/collision.zig",
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-                        "Tech Debt Exposure": "12.15%",
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-                        "Planned Work (TODOs)": 6,
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-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 28,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 100,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 133,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 145,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 580,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 183,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 159,
-                        "Design Pascal Case": 24,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 42,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "../testing.zig",
-                        "main.zig",
-                        "std"
-                    ]
-                },
-                "zig/zls/mach/graph.zig": {
-                    "1. Artifact Identity": {
-                        "Filename": "graph.zig",
-                        "Path": "zig/zls/mach/graph.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8619.01,
-                        "Y": 207.58,
-                        "Z": -2252.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 653,
-                        "Coding LOC": 486,
-                        "Documentation LOC": 60,
-                        "Structural Magnitude": 329.62,
-                        "Control Flow Ratio": "67.8%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.848
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "29.83%",
-                        "Error & Exception Exposure": "8.95%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "1.1%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.65%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Control Flow Ratio": "13.3%",
+                            "Start Line": 994,
+                            "End Line": 1030
+                        },
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-                            "Function Name": "processOp",
-                            "Structural Impact": 43.3,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "63.3%",
-                            "Start Line": 227,
-                            "End Line": 292
+                            "Function Name": "deserialize",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "13.3%",
+                            "Start Line": 1139,
+                            "End Line": 1176
                         },
                         {
-                            "Function Name": "init",
-                            "Structural Impact": 24.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 142,
-                            "End Line": 186
+                            "Function Name": "deserialize",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1515,
+                            "End Line": 1552
                         },
                         {
-                            "Function Name": "preallocateNodes2",
-                            "Structural Impact": 16.7,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 295,
-                            "End Line": 314
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2207,
+                            "End Line": 2225
                         },
                         {
-                            "Function Name": "removeChild",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 7,
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 36,
-                            "End Line": 62
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2346,
+                            "End Line": 2364
                         },
                         {
-                            "Function Name": "getChildren",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 362,
-                            "End Line": 386
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2539,
+                            "End Line": 2556
                         },
                         {
-                            "Function Name": "acquireResultList",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 388,
-                            "End Line": 410
+                            "Function Name": "deserialize",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 1398,
+                            "End Line": 1432
                         },
                         {
-                            "Function Name": "getParent",
-                            "Structural Impact": 8.8,
+                            "Function Name": "visit_bytes",
+                            "Structural Impact": 6.0,
                             "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 420,
-                            "End Line": 435
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1644,
+                            "End Line": 1659
                         },
                         {
-                            "Function Name": "addChild",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
+                            "Function Name": "visit_bytes",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 24,
-                            "End Line": 33
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2926,
+                            "End Line": 2941
                         },
                         {
-                            "Function Name": "processThread",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
+                            "Function Name": "visit_bytes",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 209,
-                            "End Line": 215
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3037,
+                            "End Line": 3051
                         },
                         {
-                            "Function Name": "addChild",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 316,
-                            "End Line": 323
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 108,
+                            "End Line": 125
                         },
                         {
-                            "Function Name": "removeChild",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 325,
-                            "End Line": 331
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1707,
+                            "End Line": 1721
                         },
                         {
-                            "Function Name": "setParent",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 333,
-                            "End Line": 340
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1753,
+                            "End Line": 1767
                         },
                         {
-                            "Function Name": "hasChild",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1579,
+                            "End Line": 1588
+                        },
+                        {
+                            "Function Name": "deserialize",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1737,
+                            "End Line": 1746
+                        },
+                        {
+                            "Function Name": "visit_enum",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 15,
-                            "End Line": 21
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1923,
+                            "End Line": 1938
                         },
                         {
-                            "Function Name": "removeParent",
+                            "Function Name": "visit_byte_buf",
                             "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 342,
-                            "End Line": 346
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 669,
+                            "End Line": 683
                         },
                         {
-                            "Function Name": "deinit",
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 1049,
+                            "End Line": 1063
+                        },
+                        {
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1414,
+                            "End Line": 1428
+                        },
+                        {
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1448,
+                            "End Line": 1461
+                        },
+                        {
+                            "Function Name": "visit_enum",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1908,
+                            "End Line": 1921
+                        },
+                        {
+                            "Function Name": "visit_byte_buf",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 616,
+                            "End Line": 627
+                        },
+                        {
+                            "Function Name": "visit_bytes",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 655,
+                            "End Line": 667
+                        },
+                        {
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 787,
+                            "End Line": 799
+                        },
+                        {
+                            "Function Name": "visit_seq",
                             "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 12,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 188,
-                            "End Line": 199
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1013,
+                            "End Line": 1025
                         },
                         {
-                            "Function Name": "cleanupIsolatedNode",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 218,
-                            "End Line": 224
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1157,
+                            "End Line": 1169
                         },
                         {
-                            "Function Name": "releaseResultList",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 412,
-                            "End Line": 418
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1280,
+                            "End Line": 1291
                         },
                         {
-                            "Function Name": "getNode",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
+                            "Function Name": "visit_map",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 202,
-                            "End Line": 206
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 1535,
+                            "End Line": 1547
                         },
                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 359
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 158,
-                        "Sequential Logic Declarations": 75,
-                        "Function Parameters": 19,
-                        "Function/Method Declarations": 19,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 155,
-                        "Type/Safety Bypasses": 12,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 12,
-                        "State Mutations / Variable Reassignments": 94,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 38,
-                        "Unit Test Assertions": 10,
-                        "Asynchronous/Concurrent Execution": 22,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 38,
-                        "Manual Memory Allocation": 9,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 20,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 48,
-                        "Thread Synchronization Locks": 26,
-                        "Immutable Data Declarations": 48,
-                        "Resource Deallocation & Cleanup": 36,
-                        "Private / Encapsulated Scopes": 74,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 454,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 70,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 52,
-                        "Design Pascal Case": 17,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 4
-                    },
-                    "9. Extracted Dependencies": [
-                        "mpsc.zig",
-                        "std"
-                    ]
-                },
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-                            "Function Name": "deinit",
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                         {
-                            "Function Name": "slice",
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                         {
-                            "Function Name": "getFunction",
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                         {
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-                            "Function Name": "moduleTuple",
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-                        "Sequential Logic Declarations": 78,
-                        "Function Parameters": 56,
-                        "Function/Method Declarations": 55,
-                        "Class/Entity Declarations": 10,
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-                        "Type/Safety Bypasses": 33,
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-                        "UI / View Layer Components": 3,
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-                        "Global State Dependencies": 10,
-                        "Decorators and Annotations": 0,
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-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 22,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 20,
-                        "Manual Memory Allocation": 4,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 19,
-                        "Fatal Aborts & Exceptions": 54,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 103,
-                        "Thread Synchronization Locks": 5,
-                        "Immutable Data Declarations": 125,
-                        "Resource Deallocation & Cleanup": 10,
-                        "Private / Encapsulated Scopes": 123,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 677,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
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-                        "Design Camel Case": 1,
-                        "Design Snake Case": 101,
-                        "Design Pascal Case": 27,
-                        "Design Upper Case": 3,
-                        "Design Short Vars": 15,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
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-                        "Direct Downstream (Dependency Blast Radius)": 4,
-                        "Total Upstream (Absolute Fragility)": 3,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
-                    },
-                    "9. Extracted Dependencies": [
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-                        "graph.zig",
-                        "main.zig",
-                        "std"
-                    ]
-                },
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-                    "1. Artifact Identity": {
-                        "Filename": "testing.zig",
-                        "Path": "zig/zls/mach/testing.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8180.6,
-                        "Y": 256.0,
-                        "Z": -2000.79
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-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 224,
-                        "Coding LOC": 115,
-                        "Documentation LOC": 84,
-                        "Structural Magnitude": 123.4,
-                        "Control Flow Ratio": "54.1%",
-                        "Popularity Rank": 3,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.365
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.83%",
-                        "Error & Exception Exposure": "26.11%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.7%",
-                        "API Exposure": "5.07%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 114,
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                         },
                         {
-                            "Function Name": "ExpectVector",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 33,
-                            "End Line": 61
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+                            "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "ExpectVecMat",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
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                         },
                         {
-                            "Function Name": "ExpectFloat",
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-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 7,
-                            "End Line": 31
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+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "eqlApprox",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 45,
-                            "End Line": 54
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "eqlApprox",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
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-                            "End Line": 82
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 97
                         },
                         {
-                            "Function Name": "ExpectBytes",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 100,
-                            "End Line": 112
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "eqlApprox",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 17,
-                            "End Line": 24
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                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 3.6,
+                            "Function Name": "expecting",
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                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
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                         {
-                            "Function Name": "eqlBinary",
-                            "Structural Impact": 3.6,
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                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
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                             "Input Parameters": 2,
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                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 3.6,
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                         {
-                            "Function Name": "eqlBinary",
-                            "Structural Impact": 3.6,
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                         {
-                            "Function Name": "eql",
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                         {
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                         {
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                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 3.6,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "eql",
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-                            "Control Flow Branches": 1,
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                         {
-                            "Function Name": "expect",
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 17,
-                        "Function Parameters": 20,
-                        "Function/Method Declarations": 20,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 10,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 16,
-                        "State Mutations / Variable Reassignments": 6,
-                        "Commented-out Code (Dead Logic)": 0,
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-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 5,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 14,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 13,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 5,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 15,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 26,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 17,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 93,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 1,
-                        "Design Snake Case": 11,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 5,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
-                    },
-                    "9. Extracted Dependencies": [
-                        "main.zig",
-                        "std"
-                    ]
-                },
-                "zig/zls/mach/win32.zig": {
-                    "1. Artifact Identity": {
-                        "Filename": "win32.zig",
-                        "Path": "zig/zls/mach/win32.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8682.15,
-                        "Y": 281.46,
-                        "Z": -1699.01
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 4254,
-                        "Coding LOC": 4053,
-                        "Documentation LOC": 87,
-                        "Structural Magnitude": 1509.76,
-                        "Control Flow Ratio": "33.2%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.055
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.85%",
-                        "Error & Exception Exposure": "66.55%",
-                        "Tech Debt Exposure": "69.46%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "16.29%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "5.14%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.97%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 4224,
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-                            "Function Name": "pxFromPt",
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "50.0%",
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                         },
                         {
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "50.0%",
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                         },
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-                            "Function Name": "hiword",
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "60.0%",
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-                            "End Line": 4243
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                         },
                         {
-                            "Function Name": "hexVal",
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
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                         },
                         {
-                            "Function Name": "hexVal",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
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+                            "End Line": 1533
                         },
                         {
-                            "Function Name": "CreateWindowExW",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 14,
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-                            "Start Line": 1396,
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                         },
                         {
-                            "Function Name": "MethodMixin",
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-                            "Lines of Code (LOC)": 45,
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                         },
                         {
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-                            "Lines of Code (LOC)": 41,
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-                            "Start Line": 3591,
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                         },
                         {
-                            "Function Name": "SetWindowPos",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "expecting",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 283,
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                         },
                         {
-                            "Function Name": "MethodMixin",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 37,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 634,
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                         },
                         {
-                            "Function Name": "initString",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 379,
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 2155
                         },
                         {
-                            "Function Name": "dpiFromHwnd",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2203,
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                         },
                         {
-                            "Function Name": "Initialize",
-                            "Structural Impact": 3.0,
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+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 4,
+                        "Immutable Data Declarations": 15,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 12,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2309,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 136,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 49,
+                        "Design Pascal Case": 67,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 20,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 18,
+                        "Orphaned Logic": 5,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Deserializer",
+                        "EnumAccess",
+                        "Error",
+                        "InPlaceSeed",
+                        "MapAccess",
+                        "SeqAccess",
+                        "Unexpected",
+                        "VariantAccess",
+                        "Visitor",
+                        "crate::de::\n    Deserialize",
+                        "crate::de::Deserialize",
+                        "crate::lib::*",
+                        "crate::lib::net::IpAddr",
+                        "crate::lib::net::SocketAddr",
+                        "crate::private",
+                        "crate::private::self",
+                        "crate::private::size_hint",
+                        "std::os::unix::ffi::OsStringExt",
+                        "std::os::windows::ffi::OsStringExt"
+                    ]
+                },
+                "rust/serde/serde_core_de_mod.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "serde_core_de_mod.rs",
+                        "Path": "rust/serde/serde_core_de_mod.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -6246.42,
+                        "Y": 43.44,
+                        "Z": 4489.54
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 2393,
+                        "Coding LOC": 831,
+                        "Documentation LOC": 1401,
+                        "Structural Magnitude": 331.22,
+                        "Control Flow Ratio": "11.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.314
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "7.43%",
+                        "Error & Exception Exposure": "1.73%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "3.78%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "41.23%",
+                        "Commented Logic Exposure": "32.23%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
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                         {
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                         {
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                         {
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                         {
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                         },
                         {
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                         {
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                         {
-                            "Function Name": "SetForegroundWindow",
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                         {
-                            "Function Name": "decodeHexByte",
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-                            "Lines of Code (LOC)": 3,
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-                            "Start Line": 357,
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+                            "End Line": 1992
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                         {
-                            "Function Name": "IUnknown_AddRef",
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-                            "Lines of Code (LOC)": 3,
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                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 503,
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                         },
                         {
-                            "Function Name": "IUnknown_Release",
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-                            "Lines of Code (LOC)": 3,
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                         {
-                            "Function Name": "Acquire",
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                         {
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                         {
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-                            "Function Name": "IDirectInputEffect_Download",
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-                            "Function Name": "IDirectInputEffect_Unload",
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                         {
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                         {
-                            "Function Name": "GetKeyState",
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                         {
-                            "Function Name": "GetAsyncKeyState",
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                         {
-                            "Function Name": "GetKeyboardState",
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+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
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+                        "Design Camel Case": 0,
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+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
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+                        "Total Upstream (Absolute Fragility)": 5,
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+                        "DeserializeOwned",
+                        "DeserializeSeed",
+                        "Deserializer",
+                        "IntoDeserializer",
+                        "Result",
+                        "SeqAccess",
+                        "Unexpected",
+                        "VariantAccess",
+                        "Visitor",
+                        "core::error::Error",
+                        "crate::lib::*",
+                        "crate::std_error::Error",
+                        "self::Unexpected::*",
+                        "self::ignored_any::IgnoredAny",
+                        "serde::Deserialize",
+                        "serde::de::Deserialize",
+                        "serde::de::DeserializeSeed",
+                        "serde::de::self",
+                        "serde::de::value",
+                        "serde_derive::Deserialize",
+                        "std::error::Error",
+                        "std::fmt",
+                        "std::io::Read",
+                        "std::marker::PhantomData",
+                        "std::ops::Add",
+                        "std::str::FromStr",
+                        "value"
+                    ]
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+                        "Filename": "serde_core_macros.rs",
+                        "Path": "rust/serde/serde_core_macros.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
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+                        "Folder Dominant Lang": "rust",
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+                        "Z": 4725.14
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+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
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+                        "Documentation LOC": 109,
+                        "Structural Magnitude": 17.38,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
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+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "19.13%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
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+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
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+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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+                        "Total Upstream (Absolute Fragility)": 0,
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+                    },
+                    "9. Extracted Dependencies": [
+                        "Deserializer",
+                        "Visitor",
+                        "serde::de::value",
+                        "serde::forward_to_deserialize_any",
+                        "std::marker::PhantomData"
+                    ]
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+                        "Filename": "serde_derive_de.rs",
+                        "Path": "rust/serde/serde_derive_de.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
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+                    "2. Topological Coordinates": {
+                        "X": -6512.77,
+                        "Y": 139.3,
+                        "Z": 3731.27
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 977,
+                        "Coding LOC": 800,
+                        "Documentation LOC": 82,
+                        "Structural Magnitude": 347.2,
+                        "Control Flow Ratio": "31.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.28
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "8.27%",
+                        "Error & Exception Exposure": "21.75%",
+                        "Tech Debt Exposure": "16.45%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "1.6%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "54.98%",
+                        "Commented Logic Exposure": "5.18%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "deserialize_seq",
+                            "Structural Impact": 39.5,
+                            "Lines of Code (LOC)": 102,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "30.8%",
+                            "Start Line": 451,
+                            "End Line": 552
                         },
                         {
-                            "Function Name": "GetModuleHandleA",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize_seq_in_place",
+                            "Structural Impact": 26.8,
+                            "Lines of Code (LOC)": 88,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 554,
+                            "End Line": 641
+                        },
+                        {
+                            "Function Name": "deserialize_body",
+                            "Structural Impact": 20.3,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 306,
+                            "End Line": 330
+                        },
+                        {
+                            "Function Name": "deserialize_in_place_body",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "46.7%",
+                            "Start Line": 332,
+                            "End Line": 375
+                        },
+                        {
+                            "Function Name": "deserialize_transparent",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 383,
+                            "End Line": 423
+                        },
+                        {
+                            "Function Name": "unwrap_to_variant_closure",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 719,
+                            "End Line": 764
+                        },
+                        {
+                            "Function Name": "expand_derive_deserialize",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.8%",
+                            "Start Line": 25,
+                            "End Line": 82
+                        },
+                        {
+                            "Function Name": "needs_deserialize_bound",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 236,
+                            "End Line": 245
+                        },
+                        {
+                            "Function Name": "expr_is_missing",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 766,
+                            "End Line": 806
+                        },
+                        {
+                            "Function Name": "expr_is_missing_seq",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 808,
+                            "End Line": 839
+                        },
+                        {
+                            "Function Name": "to_tokens",
+                            "Structural Impact": 8.5,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 876,
+                            "End Line": 906
+                        },
+                        {
+                            "Function Name": "wrap_deserialize_with",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 664,
+                            "End Line": 708
+                        },
+                        {
+                            "Function Name": "borrowed_lifetimes",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 292,
+                            "End Line": 304
+                        },
+                        {
+                            "Function Name": "precondition_no_de_lifetime",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 102,
+                            "End Line": 114
+                        },
+                        {
+                            "Function Name": "precondition_sized",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 89,
+                            "End Line": 100
+                        },
+                        {
+                            "Function Name": "build_generics",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 192,
+                            "End Line": 228
+                        },
+                        {
+                            "Function Name": "requires_default",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 249,
+                            "End Line": 255
+                        },
+                        {
+                            "Function Name": "de_type_generics_to_tokens",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 920,
+                            "End Line": 940
+                        },
+                        {
+                            "Function Name": "effective_style",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 841,
+                            "End Line": 846
+                        },
+                        {
+                            "Function Name": "to_tokens",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 861,
+                            "End Line": 871
+                        },
+                        {
+                            "Function Name": "de_lifetime_param",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 270,
+                            "End Line": 280
+                        },
+                        {
+                            "Function Name": "de_lifetime",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 263,
+                            "End Line": 268
+                        },
+                        {
+                            "Function Name": "has_flatten",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 850,
+                            "End Line": 854
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2610,
-                            "End Line": 2612
+                            "Start Line": 145,
+                            "End Line": 163
+                        },
+                        {
+                            "Function Name": "wrap_deserialize_field_with",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 710,
+                            "End Line": 716
+                        },
+                        {
+                            "Function Name": "to_tokens",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 950,
+                            "End Line": 958
                         },
                         {
-                            "Function Name": "ExitProcess",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "generics_with_de_lifetime",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2617,
-                            "End Line": 2619
+                            "Start Line": 174,
+                            "End Line": 186
                         },
                         {
-                            "Function Name": "Start",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize_in_place",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3615,
-                            "End Line": 3617
+                            "Start Line": 366,
+                            "End Line": 371
                         },
                         {
-                            "Function Name": "Stop",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "precondition",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3618,
-                            "End Line": 3620
+                            "Start Line": 84,
+                            "End Line": 87
                         },
                         {
-                            "Function Name": "Reset",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize_in_place_body",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3621,
-                            "End Line": 3623
+                            "Start Line": 377,
+                            "End Line": 380
                         },
                         {
-                            "Function Name": "Commit",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3895,
-                            "End Line": 3897
+                            "Start Line": 692,
+                            "End Line": 701
                         },
                         {
-                            "Function Name": "GetDpiForWindow",
-                            "Structural Impact": 1.6,
+                            "Function Name": "to_tokens",
+                            "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4175,
-                            "End Line": 4177
+                            "Start Line": 943,
+                            "End Line": 945
                         },
                         {
-                            "Function Name": "getDpiFactor",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "deserialize_from",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4188,
-                            "End Line": 4191
+                            "Start Line": 426,
+                            "End Line": 432
                         },
                         {
-                            "Function Name": "xFromLparam",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize_try_from",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4245,
-                            "End Line": 4247
+                            "Start Line": 435,
+                            "End Line": 441
                         },
                         {
-                            "Function Name": "yFromLparam",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4248,
-                            "End Line": 4250
+                            "Start Line": 66,
+                            "End Line": 71
                         },
                         {
-                            "Function Name": "pointFromLparam",
+                            "Function Name": "type_name",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4251,
-                            "End Line": 4253
+                            "Start Line": 167,
+                            "End Line": 169
                         },
                         {
-                            "Function Name": "TranslateMessage",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "field_i",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 120,
-                            "End Line": 120
+                            "Start Line": 658,
+                            "End Line": 660
                         },
                         {
-                            "Function Name": "DispatchMessageW",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "in_place",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 121,
-                            "End Line": 121
+                            "Start Line": 911,
+                            "End Line": 913
                         },
                         {
-                            "Function Name": "CoTaskMemFree",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "in_place",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3742,
-                            "End Line": 3742
+                            "Start Line": 963,
+                            "End Line": 965
                         },
                         {
-                            "Function Name": "GetLastError",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "place_lifetime",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 35,
-                            "End Line": 35
+                            "Start Line": 968,
+                            "End Line": 976
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 93,
+                        "Sequential Logic Declarations": 202,
+                        "Function Parameters": 67,
+                        "Function/Method Declarations": 40,
+                        "Class/Entity Declarations": 10,
+                        "Defensive Programming Constructs": 115,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 53,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 30,
+                        "Unit Test Assertions": 1,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 5,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 14,
+                        "Generic Type Abstractions": 52,
+                        "Collection Iterators / Comprehensions": 21,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 13,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 35,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 2,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 679,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 98,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 93,
+                        "Design Pascal Case": 5,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 7,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 33,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Ctxt",
+                        "Data",
+                        "Derive",
+                        "Field",
+                        "Fragment",
+                        "Ident",
+                        "Index",
+                        "Member",
+                        "Stmts",
+                        "Style",
+                        "ToTokens",
+                        "TokenStream",
+                        "Variant",
+                        "crate::bound",
+                        "crate::deprecated::allow_deprecated",
+                        "crate::fragment::Expr",
+                        "crate::internals::ast::Container",
+                        "crate::internals::attr",
+                        "crate::internals::name::Name",
+                        "dummy",
+                        "pretend",
+                        "private",
+                        "proc_macro2::Span",
+                        "quote::quote",
+                        "quote_spanned",
+                        "replace_receiver",
+                        "std::collections::BTreeSet",
+                        "std::ptr",
+                        "syn::parse_quote",
+                        "syn::punctuated::Punctuated",
+                        "syn::spanned::Spanned",
+                        "this",
+                        "ungroup"
+                    ]
+                },
+                "rust/serde/serde_internals_ast.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "serde_internals_ast.rs",
+                        "Path": "rust/serde/serde_internals_ast.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -6049.45,
+                        "Y": 121.45,
+                        "Z": 4003.93
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
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+                        "Coding LOC": 190,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 91.1,
+                        "Control Flow Ratio": "32.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.221
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.38%",
+                        "Error & Exception Exposure": "31.25%",
+                        "Tech Debt Exposure": "12.2%",
+                        "Testing Exposure": "2.38%",
+                        "API Exposure": "5.78%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "63.35%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "74.09%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
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+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "37.5%",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 118,
-                            "End Line": 118
+                            "Function Name": "enum_from_ast",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "33.3%",
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                         },
                         {
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 2330
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-                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "ReleaseCapture",
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                         "Asynchronous/Concurrent Execution": 0,
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-                        "Collection Iterators / Comprehensions": 0,
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-                        "Metaprogramming & Reflection": 12,
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                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 27,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 728,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 6,
+                        "Manual Memory Allocation": 3,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 416,
-                        "Fatal Aborts & Exceptions": 139,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 32,
+                        "Bitwise Operations": 8,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1624,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 20,
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                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
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                         "Hardware Bridge": 0,
                         "Cryptography": 0,
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                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1494,
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                         "Design Camel Case": 0,
-                        "Design Snake Case": 374,
-                        "Design Pascal Case": 70,
-                        "Design Upper Case": 1027,
-                        "Design Short Vars": 359,
-                        "Design Long Vars": 82,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 71,
+                        "Design Snake Case": 6,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -527290,7 +528620,7 @@
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                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
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@@ -527306,44 +528636,25 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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                     "8. Dependency Network": {
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                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "builtin",
-                        "std"
+                        "Ctxt",
+                        "Derive",
+                        "check",
+                        "crate::internals::attr",
+                        "proc_macro2::Ident",
+                        "syn::Token",
+                        "syn::punctuated::Punctuated"
                     ]
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-            }
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-            "File Count": 7,
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-                "Error & Exception Exposure": "14.88%",
-                "Tech Debt Exposure": "47.19%",
-                "Testing Exposure": "2.37%",
-                "API Exposure": "3.04%",
-                "Concurrency Exposure": "0.0%",
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-                "Specification Exposure": "85.71%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "21.82%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "rust/serde/serde_core_de_impls.rs": {
+                },
+                "rust/serde/serde_internals_attr.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_core_de_impls.rs",
-                        "Path": "rust/serde/serde_core_de_impls.rs",
+                        "Filename": "serde_internals_attr.rs",
+                        "Path": "rust/serde/serde_internals_attr.rs",
                         "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -527353,9 +528664,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6841.55,
-                        "Y": 25.69,
-                        "Z": 4372.44
+                        "X": -6565.24,
+                        "Y": 78.53,
+                        "Z": 4074.14
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -527364,1885 +528675,995 @@
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-                        "Coding LOC": 2655,
-                        "Documentation LOC": 116,
-                        "Structural Magnitude": 945.2,
-                        "Control Flow Ratio": "27.1%",
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+                        "Coding LOC": 1507,
+                        "Documentation LOC": 173,
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                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.421
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-                        "Error & Exception Exposure": "6.09%",
-                        "Tech Debt Exposure": "62.11%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "3.18%",
+                        "Cognitive Load Exposure": "24.07%",
+                        "Error & Exception Exposure": "10.16%",
+                        "Tech Debt Exposure": "85.57%",
+                        "Testing Exposure": "2.5%",
+                        "API Exposure": "5.6%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "49.32%",
-                        "Commented Logic Exposure": "5.28%",
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+                        "Commented Logic Exposure": "7.21%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "31.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "deserialize",
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-                            "Lines of Code (LOC)": 139,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "28.8%",
-                            "Start Line": 2272,
-                            "End Line": 2410
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+                            "Control Flow Branches": 76,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "53.9%",
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+                            "Control Flow Branches": 94,
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+                            "Control Flow Ratio": "51.6%",
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-                            "Control Flow Ratio": "30.8%",
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-                            "Control Flow Ratio": "30.8%",
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                         },
                         {
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                         {
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+                            "Function Name": "decide_tag",
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                             "Control Flow Branches": 6,
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                         {
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                         {
-                            "Function Name": "visit_seq",
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-                            "Control Flow Branches": 4,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "30.8%",
-                            "Start Line": 1194,
-                            "End Line": 1219
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                         {
-                            "Function Name": "visit_map",
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-                            "Control Flow Branches": 4,
+                            "Function Name": "is_cow",
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+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2708,
-                            "End Line": 2728
+                            "Control Flow Ratio": "50.0%",
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                         {
-                            "Function Name": "visit_map",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 4,
+                            "Function Name": "is_option",
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+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2847,
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+                            "Control Flow Ratio": "50.0%",
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                         },
                         {
-                            "Function Name": "visit_seq",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
+                            "Function Name": "collect_lifetimes_from_tokens",
+                            "Structural Impact": 11.4,
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+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1304,
-                            "End Line": 1320
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+                            "Start Line": 1799,
+                            "End Line": 1818
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 41,
+                            "Function Name": "parse_lit_into_where",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 2144,
-                            "End Line": 2184
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+                            "Control Flow Ratio": "60.0%",
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                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 41,
+                            "Function Name": "parse_lit_into_path",
+                            "Structural Impact": 9.0,
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                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 2283,
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                         },
                         {
-                            "Function Name": "deserialize",
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+                            "Function Name": "parse_lit_into_expr_path",
+                            "Structural Impact": 9.0,
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                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 2481,
-                            "End Line": 2521
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+                            "Control Flow Ratio": "60.0%",
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                         {
-                            "Function Name": "deserialize",
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                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2309,
+                        "Structural Space Indentations": 1384,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -529261,13 +529682,13 @@
                         "Vectorized Math & Tensor Operations": 0,
                         "Core Var Decl": 136,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 49,
-                        "Design Pascal Case": 67,
+                        "Design Snake Case": 119,
+                        "Design Pascal Case": 3,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 20,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 18,
-                        "Orphaned Logic": 5,
+                        "Design Short Vars": 14,
+                        "Design Long Vars": 2,
+                        "Duplicate Logic": 25,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -529291,37 +529712,40 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 19,
+                        "Direct Upstream (Fragility)": 22,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Deserializer",
-                        "EnumAccess",
-                        "Error",
-                        "InPlaceSeed",
-                        "MapAccess",
-                        "SeqAccess",
-                        "Unexpected",
-                        "VariantAccess",
-                        "Visitor",
-                        "crate::de::\n    Deserialize",
-                        "crate::de::Deserialize",
-                        "crate::lib::*",
-                        "crate::lib::net::IpAddr",
-                        "crate::lib::net::SocketAddr",
-                        "crate::private",
-                        "crate::private::self",
-                        "crate::private::size_hint",
-                        "std::os::unix::ffi::OsStringExt",
-                        "std::os::windows::ffi::OsStringExt"
+                        "Ctxt",
+                        "Ident",
+                        "Lifetime",
+                        "Name",
+                        "Span",
+                        "Token",
+                        "TokenStream",
+                        "TokenTree",
+                        "crate::internals::case::RenameRule",
+                        "crate::internals::name::MultiName",
+                        "crate::internals::symbol::*",
+                        "crate::internals::ungroup",
+                        "proc_macro2::Spacing",
+                        "quote::ToTokens",
+                        "std::borrow::Cow",
+                        "std::collections::BTreeSet",
+                        "std::iter::FromIterator",
+                        "syn::meta::ParseNestedMeta",
+                        "syn::parse::ParseStream",
+                        "syn::punctuated::Punctuated",
+                        "syn::spanned::Spanned",
+                        "syn::token"
                     ]
                 },
-                "rust/serde/serde_core_de_mod.rs": {
+                "rust/serde/test_annotations.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_core_de_mod.rs",
-                        "Path": "rust/serde/serde_core_de_mod.rs",
+                        "Filename": "test_annotations.rs",
+                        "Path": "rust/serde/test_annotations.rs",
                         "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -529331,9 +529755,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6246.42,
-                        "Y": 43.44,
-                        "Z": 4489.54
+                        "X": -7107.13,
+                        "Y": 28.12,
+                        "Z": 3962.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -529342,26 +529766,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2393,
-                        "Coding LOC": 831,
-                        "Documentation LOC": 1401,
-                        "Structural Magnitude": 331.22,
-                        "Control Flow Ratio": "11.4%",
+                        "Total LOC": 3577,
+                        "Coding LOC": 3187,
+                        "Documentation LOC": 130,
+                        "Structural Magnitude": 295.54,
+                        "Control Flow Ratio": "13.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.314
+                        "Raw Cognitive Density": 0.038
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.43%",
-                        "Error & Exception Exposure": "1.73%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "3.78%",
+                        "Cognitive Load Exposure": "5.49%",
+                        "Error & Exception Exposure": "33.15%",
+                        "Tech Debt Exposure": "53.97%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.34%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "41.23%",
-                        "Commented Logic Exposure": "32.23%",
+                        "State Flux Exposure": "9.54%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -529370,1167 +529794,1279 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 32,
+                            "Function Name": "deserialize_string_as_variant",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2360,
-                            "End Line": 2391
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 1205,
+                            "End Line": 1224
                         },
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2338,
-                            "End Line": 2354
+                            "Function Name": "flatten_any_after_flatten_struct",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "23.5%",
+                            "Start Line": 2426,
+                            "End Line": 2485
                         },
                         {
-                            "Function Name": "unknown_variant",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "test_partially_untagged_enum_desugared",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 85,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 251,
-                            "End Line": 265
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 1680,
+                            "End Line": 1764
                         },
                         {
-                            "Function Name": "unknown_field",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 269,
-                            "End Line": 283
+                            "Function Name": "deserialize",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 2432,
+                            "End Line": 2455
                         },
                         {
-                            "Function Name": "next_entry_seed",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1872,
-                            "End Line": 1889
+                            "Function Name": "deserialize_with",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 71,
+                            "End Line": 80
                         },
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 1,
+                            "Function Name": "serialize_with",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 402,
-                            "End Line": 424
-                        },
-                        {
-                            "Function Name": "deserialize_tuple_struct",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1136,
-                            "End Line": 1143
-                        },
-                        {
-                            "Function Name": "deserialize_struct",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1152,
-                            "End Line": 1159
-                        },
-                        {
-                            "Function Name": "deserialize_enum",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1163,
-                            "End Line": 1170
-                        },
-                        {
-                            "Function Name": "next_entry_seed",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1964,
-                            "End Line": 1975
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 58,
+                            "End Line": 67
                         },
                         {
-                            "Function Name": "deserialize_unit_struct",
-                            "Structural Impact": 2.4,
+                            "Function Name": "visit_map",
+                            "Structural Impact": 5.5,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1105,
-                            "End Line": 1111
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2445,
+                            "End Line": 2451
                         },
                         {
-                            "Function Name": "deserialize_newtype_struct",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "lifetime_propagation",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 82,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1115,
-                            "End Line": 1121
+                            "Start Line": 2198,
+                            "End Line": 2279
                         },
                         {
-                            "Function Name": "struct_variant",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2273,
-                            "End Line": 2279
+                            "Function Name": "deserialize_i8_as_unit_variant",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1187,
+                            "End Line": 1196
                         },
                         {
-                            "Function Name": "visit_i128",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1404,
-                            "End Line": 1415
+                            "Function Name": "test_partially_untagged_enum_generic",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "9.1%",
+                            "Start Line": 1641,
+                            "End Line": 1678
                         },
                         {
-                            "Function Name": "visit_u128",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "structs",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 63,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1466,
-                            "End Line": 1477
+                            "Start Line": 3422,
+                            "End Line": 3484
                         },
                         {
-                            "Function Name": "deserialize_in_place",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "unit_enum_with_unknown_fields",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 57,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 584,
-                            "End Line": 592
+                            "Start Line": 3486,
+                            "End Line": 3542
                         },
                         {
-                            "Function Name": "visit_string",
-                            "Structural Impact": 2.2,
+                            "Function Name": "into",
+                            "Structural Impact": 3.3,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1565,
-                            "End Line": 1573
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1537,
+                            "End Line": 1545
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 820,
-                            "End Line": 826
+                            "Function Name": "from",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1549,
+                            "End Line": 1557
                         },
                         {
-                            "Function Name": "deserialize_i128",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "test_expecting_message_identifier_enum",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 46,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 991,
-                            "End Line": 997
+                            "Start Line": 1898,
+                            "End Line": 1943
                         },
                         {
-                            "Function Name": "deserialize_u128",
-                            "Structural Impact": 2.1,
+                            "Function Name": "try_from",
+                            "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1022,
-                            "End Line": 1028
-                        },
-                        {
-                            "Function Name": "deserialize_tuple",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1130,
-                            "End Line": 1132
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1570,
+                            "End Line": 1576
                         },
                         {
-                            "Function Name": "__deserialize_content_v1",
-                            "Structural Impact": 2.1,
+                            "Function Name": "from",
+                            "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1258,
-                            "End Line": 1265
-                        },
-                        {
-                            "Function Name": "visit_char",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1507,
-                            "End Line": 1513
-                        },
-                        {
-                            "Function Name": "visit_borrowed_str",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1542,
-                            "End Line": 1548
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1712,
+                            "End Line": 1719
                         },
                         {
-                            "Function Name": "visit_borrowed_bytes",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1601,
-                            "End Line": 1607
+                            "Function Name": "into",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1513,
+                            "End Line": 1517
                         },
                         {
-                            "Function Name": "visit_byte_buf",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "test_expecting_message",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 43,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1625,
-                            "End Line": 1632
+                            "Start Line": 1834,
+                            "End Line": 1876
                         },
                         {
-                            "Function Name": "visit_some",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "map_twice",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1647,
-                            "End Line": 1653
+                            "Start Line": 2052,
+                            "End Line": 2093
                         },
                         {
-                            "Function Name": "visit_newtype_struct",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "complex",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 103,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1671,
-                            "End Line": 1677
+                            "Start Line": 1948,
+                            "End Line": 2050
                         },
                         {
-                            "Function Name": "visit_seq",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "option",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 69,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1682,
-                            "End Line": 1688
+                            "Start Line": 2331,
+                            "End Line": 2399
                         },
                         {
-                            "Function Name": "visit_map",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "straightforward",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1693,
-                            "End Line": 1699
+                            "Start Line": 2609,
+                            "End Line": 2645
                         },
                         {
-                            "Function Name": "visit_enum",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "test_partially_untagged_enum",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 30,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1704,
-                            "End Line": 1710
+                            "Start Line": 1610,
+                            "End Line": 1639
                         },
                         {
-                            "Function Name": "__private_visit_untagged_option",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "test_partially_untagged_internally_tagged_enum",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 29,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1713,
-                            "End Line": 1719
+                            "Start Line": 1766,
+                            "End Line": 1794
                         },
                         {
-                            "Function Name": "next_element_seed",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "unknown_field",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1789,
-                            "End Line": 1795
+                            "Start Line": 2129,
+                            "End Line": 2165
                         },
                         {
-                            "Function Name": "next_key_seed",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "non_string_keys",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 30,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1948,
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+                            "Function Name": "test_unknown_field_rename_struct",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1759,
-                            "End Line": 1761
+                            "Start Line": 593,
+                            "End Line": 610
                         },
                         {
-                            "Function Name": "next_key_seed",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "test_rename_enum",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 123,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1847,
-                            "End Line": 1849
+                            "Start Line": 653,
+                            "End Line": 775
                         },
                         {
-                            "Function Name": "next_value_seed",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "test_unknown_field_rename_enum",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 28,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1860,
-                            "End Line": 1862
+                            "Start Line": 777,
+                            "End Line": 804
                         },
                         {
-                            "Function Name": "variant_seed",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "test_skip_struct",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 28,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2047,
-                            "End Line": 2049
+                            "Start Line": 899,
+                            "End Line": 926
                         },
                         {
-                            "Function Name": "newtype_variant_seed",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "test_serialize_with_variant",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 49,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2170,
-                            "End Line": 2172
+                            "Start Line": 1226,
+                            "End Line": 1274
                         },
                         {
-                            "Function Name": "write_str",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "test_deserialize_with_variant",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 49,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2367,
-                            "End Line": 2370
+                            "Start Line": 1276,
+                            "End Line": 1324
                         },
                         {
-                            "Function Name": "write_char",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "test_deserialize_with_struct",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 32,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2372,
-                            "End Line": 2375
+                            "Start Line": 1336,
+                            "End Line": 1367
                         },
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "test_deserialize_with_enum",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 34,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 487,
-                            "End Line": 487
+                            "Start Line": 1381,
+                            "End Line": 1414
                         },
                         {
-                            "Function Name": "expecting",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "test_missing_renamed_field_struct",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 28,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1343,
-                            "End Line": 1343
+                            "Start Line": 1416,
+                            "End Line": 1443
                         },
                         {
-                            "Function Name": "next_element",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "test_missing_renamed_field_enum",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 28,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1768,
-                            "End Line": 1774
+                            "Start Line": 1445,
+                            "End Line": 1472
                         },
                         {
-                            "Function Name": "next_element",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "test_invalid_length_enum",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 27,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1797,
-                            "End Line": 1803
+                            "Start Line": 1480,
+                            "End Line": 1506
                         },
                         {
-                            "Function Name": "next_key",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "test_from_into_traits",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1896,
-                            "End Line": 1902
+                            "Start Line": 1579,
+                            "End Line": 1589
                         },
                         {
-                            "Function Name": "next_value",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "struct_",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1913,
-                            "End Line": 1919
+                            "Start Line": 3560,
+                            "End Line": 3573
                         },
                         {
-                            "Function Name": "next_entry",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "my_default",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1926,
-                            "End Line": 1933
+                            "Start Line": 26,
+                            "End Line": 26
                         },
                         {
-                            "Function Name": "next_entry",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "my_default",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1977,
-                            "End Line": 1984
+                            "Start Line": 46,
+                            "End Line": 48
                         },
                         {
-                            "Function Name": "next_key",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "my_default",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1986,
-                            "End Line": 1992
+                            "Start Line": 313,
+                            "End Line": 315
                         },
                         {
-                            "Function Name": "next_value",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "default",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1994,
-                            "End Line": 2000
+                            "Start Line": 363,
+                            "End Line": 365
                         },
                         {
-                            "Function Name": "variant",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "my_default",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2055,
-                            "End Line": 2061
-                        },
+                            "Start Line": 384,
+                            "End Line": 386
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 36,
+                        "Sequential Logic Declarations": 233,
+                        "Function Parameters": 88,
+                        "Function/Method Declarations": 88,
+                        "Class/Entity Declarations": 95,
+                        "Defensive Programming Constructs": 163,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 12,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 61,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 279,
+                        "Generic Type Abstractions": 154,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 21,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 6,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 26,
+                        "Manual Memory Allocation": 3,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 3,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2887,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 44,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 34,
+                        "Design Pascal Case": 7,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 12,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 52,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 28,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Deserialize",
+                        "Deserializer",
+                        "E::*",
+                        "Exp::*",
+                        "HashMap",
+                        "IgnoredAny",
+                        "MapAccess",
+                        "Serialize",
+                        "Serializer",
+                        "Test::*",
+                        "Token",
+                        "Unexpected",
+                        "Visitor",
+                        "assert_de_tokens_error",
+                        "assert_ser_tokens",
+                        "assert_ser_tokens_error",
+                        "assert_tokens",
+                        "desugared::Test",
+                        "serde::de::self",
+                        "serde::ser::Serialize",
+                        "serde_derive::Deserialize",
+                        "serde_test::\n    assert_de_tokens",
+                        "std::collections::BTreeMap",
+                        "std::convert::TryFrom",
+                        "std::fmt",
+                        "std::iter::FromIterator",
+                        "std::marker::PhantomData",
+                        "super::*"
+                    ]
+                }
+            }
+        },
+        "c/doom": {
+            "Directory Group Magnitude": 3020.0,
+            "File Count": 13,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "84.6%",
+                "Static: Literature & Documentation": "15.4%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "32.13%",
+                "Error & Exception Exposure": "60.76%",
+                "Tech Debt Exposure": "14.87%",
+                "Testing Exposure": "31.86%",
+                "API Exposure": "6.92%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "63.06%",
+                "Commented Logic Exposure": "8.0%",
+                "Specification Exposure": "76.92%",
+                "Instability Exposure": "42.31%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "26.74%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "c/doom/d_main.c": {
+                    "1. Artifact Identity": {
+                        "Filename": "d_main.c",
+                        "Path": "c/doom/d_main.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (58.4% Spaces / 41.6% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5829.47,
+                        "Y": -150.25,
+                        "Z": -5659.43
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1172,
+                        "Coding LOC": 788,
+                        "Documentation LOC": 175,
+                        "Structural Magnitude": 812.16,
+                        "Control Flow Ratio": "72.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.367
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "92.18%",
+                        "Error & Exception Exposure": "98.61%",
+                        "Tech Debt Exposure": "18.47%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "9.69%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.34%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "48.21%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "newtype_variant",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2179,
-                            "End Line": 2185
+                            "Function Name": "D_DoomMain",
+                            "Structural Impact": 107.8,
+                            "Lines of Code (LOC)": 376,
+                            "Control Flow Branches": 88,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.0%",
+                            "Start Line": 796,
+                            "End Line": 1171
                         },
                         {
-                            "Function Name": "visit_none",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1637,
-                            "End Line": 1642
+                            "Function Name": "D_Display",
+                            "Structural Impact": 55.6,
+                            "Lines of Code (LOC)": 153,
+                            "Control Flow Branches": 47,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "77.0%",
+                            "Start Line": 193,
+                            "End Line": 345
                         },
                         {
-                            "Function Name": "visit_unit",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1658,
-                            "End Line": 1663
+                            "Function Name": "D_DoAdvanceDemo",
+                            "Structural Impact": 29.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 454,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "custom",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 195,
-                            "End Line": 197
+                            "Function Name": "IdentifyVersion",
+                            "Structural Impact": 23.8,
+                            "Lines of Code (LOC)": 155,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 563,
+                            "End Line": 717
                         },
                         {
-                            "Function Name": "missing_field",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 288,
-                            "End Line": 291
+                            "Function Name": "FindResponseFile",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 722,
+                            "End Line": 790
                         },
                         {
-                            "Function Name": "duplicate_field",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 295,
-                            "End Line": 298
+                            "Function Name": "D_DoomLoop",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 354,
+                            "End Line": 407
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 561,
-                            "End Line": 563
+                            "Function Name": "D_ProcessEvents",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 161,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "is_human_readable",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "D_AddFile",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1252,
-                            "End Line": 1255
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 543,
+                            "End Line": 555
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1777,
-                            "End Line": 1780
+                            "Function Name": "D_PageTicker",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 423,
+                            "End Line": 427
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "D_PostEvent",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1805,
-                            "End Line": 1808
+                            "Start Line": 150,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "D_StartTitle",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1936,
-                            "End Line": 1939
+                            "Start Line": 525,
+                            "End Line": 530
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
+                            "Function Name": "D_PageDrawer",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2002,
-                            "End Line": 2005
-                        },
-                        {
-                            "Function Name": "unit_variant",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2128,
-                            "End Line": 2128
+                            "Start Line": 434,
+                            "End Line": 437
                         },
                         {
-                            "Function Name": "into_deserializer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "D_AdvanceDemo",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2321,
-                            "End Line": 2321
+                            "Start Line": 444,
+                            "End Line": 447
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 27,
-                        "Sequential Logic Declarations": 209,
-                        "Function Parameters": 111,
-                        "Function/Method Declarations": 111,
-                        "Class/Entity Declarations": 16,
-                        "Defensive Programming Constructs": 150,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 18,
-                        "State Mutations / Variable Reassignments": 52,
-                        "Commented-out Code (Dead Logic)": 60,
-                        "Structured Documentation Blocks": 1654,
+                        "Control Flow Branches": 203,
+                        "Sequential Logic Declarations": 76,
+                        "Function Parameters": 32,
+                        "Function/Method Declarations": 13,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 26,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 49,
+                        "State Mutations / Variable Reassignments": 484,
+                        "Commented-out Code (Dead Logic)": 4,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 60,
-                        "Generic Type Abstractions": 402,
+                        "Global State Dependencies": 13,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 5,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 6,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 12,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 30,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 5,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 1,
-                        "Pointer Arithmetic & Addressing": 111,
-                        "Manual Memory Allocation": 0,
+                        "Preprocessor Macros": 7,
+                        "Pointer Arithmetic & Addressing": 15,
+                        "Manual Memory Allocation": 8,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 9,
+                        "Ad-hoc Print / Debug Statements": 33,
+                        "Explicit Type Casts": 1,
                         "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 3,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 19,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 18,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 7,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 737,
+                        "Structural Tab Indentations": 219,
+                        "Structural Space Indentations": 308,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -530547,15 +531083,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 45,
+                        "Core Var Decl": 131,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 19,
-                        "Design Pascal Case": 18,
+                        "Design Snake Case": 131,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 8,
+                        "Design Short Vars": 18,
                         "Design Long Vars": 0,
-                        "Duplicate Logic": 4,
-                        "Orphaned Logic": 67,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -530579,72 +531115,74 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 28,
+                        "Direct Upstream (Fragility)": 30,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 5,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Deserialize",
-                        "DeserializeOwned",
-                        "DeserializeSeed",
-                        "Deserializer",
-                        "IntoDeserializer",
-                        "Result",
-                        "SeqAccess",
-                        "Unexpected",
-                        "VariantAccess",
-                        "Visitor",
-                        "core::error::Error",
-                        "crate::lib::*",
-                        "crate::std_error::Error",
-                        "self::Unexpected::*",
-                        "self::ignored_any::IgnoredAny",
-                        "serde::Deserialize",
-                        "serde::de::Deserialize",
-                        "serde::de::DeserializeSeed",
-                        "serde::de::self",
-                        "serde::de::value",
-                        "serde_derive::Deserialize",
-                        "std::error::Error",
-                        "std::fmt",
-                        "std::io::Read",
-                        "std::marker::PhantomData",
-                        "std::ops::Add",
-                        "std::str::FromStr",
-                        "value"
+                        "am_map.h",
+                        "d_main.h",
+                        "doomdef.h",
+                        "doomstat.h",
+                        "dstrings.h",
+                        "f_finale.h",
+                        "f_wipe.h",
+                        "fcntl.h",
+                        "g_game.h",
+                        "hu_stuff.h",
+                        "i_sound.h",
+                        "i_system.h",
+                        "i_video.h",
+                        "m_argv.h",
+                        "m_menu.h",
+                        "m_misc.h",
+                        "p_setup.h",
+                        "r_local.h",
+                        "s_sound.h",
+                        "sounds.h",
+                        "st_stuff.h",
+                        "stdio.h",
+                        "stdlib.h",
+                        "sys/stat.h",
+                        "sys/types.h",
+                        "unistd.h",
+                        "v_video.h",
+                        "w_wad.h",
+                        "wi_stuff.h",
+                        "z_zone.h"
                     ]
                 },
-                "rust/serde/serde_core_macros.rs": {
+                "c/doom/doomdef.h": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_core_macros.rs",
-                        "Path": "rust/serde/serde_core_macros.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
+                        "Filename": "doomdef.h",
+                        "Path": "c/doom/doomdef.h",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6712.32,
-                        "Y": 44.17,
-                        "Z": 4725.14
+                        "X": -4947.7,
+                        "Y": -239.87,
+                        "Z": -5690.91
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 231,
-                        "Coding LOC": 119,
-                        "Documentation LOC": 109,
-                        "Structural Magnitude": 17.38,
+                        "Total LOC": 339,
+                        "Coding LOC": 134,
+                        "Documentation LOC": 120,
+                        "Structural Magnitude": 32.68,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Popularity Rank": 6,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -530652,55 +531190,55 @@
                     },
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Error & Exception Exposure": "58.68%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "8.23%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "19.13%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "28.75%",
+                        "Commented Logic Exposure": "7.81%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 4,
+                        "Sequential Logic Declarations": 21,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Class/Entity Declarations": 11,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 107,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 5,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 6,
-                        "Generic Type Abstractions": 12,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 3,
-                        "Pointer Arithmetic & Addressing": 1,
+                        "Preprocessor Macros": 42,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -530708,15 +531246,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 9,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 108,
+                        "Structural Space Indentations": 58,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -530733,12 +531271,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -530765,522 +531303,239 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 6,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 6
                     },
                     "9. Extracted Dependencies": [
-                        "Deserializer",
-                        "Visitor",
-                        "serde::de::value",
-                        "serde::forward_to_deserialize_any",
-                        "std::marker::PhantomData"
+                        "stdio.h",
+                        "string.h"
                     ]
                 },
-                "rust/serde/serde_derive_de.rs": {
+                "c/doom/i_system.c": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_derive_de.rs",
-                        "Path": "rust/serde/serde_derive_de.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Filename": "i_system.c",
+                        "Path": "c/doom/i_system.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (95.2% Spaces / 4.8% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6512.77,
-                        "Y": 139.3,
-                        "Z": 3731.27
+                        "X": -5092.59,
+                        "Y": -93.74,
+                        "Z": -6291.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 977,
-                        "Coding LOC": 800,
-                        "Documentation LOC": 82,
-                        "Structural Magnitude": 347.2,
-                        "Control Flow Ratio": "31.5%",
+                        "Total LOC": 184,
+                        "Coding LOC": 107,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 59.34,
+                        "Control Flow Ratio": "16.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.28
+                        "Raw Cognitive Density": 0.47
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.27%",
-                        "Error & Exception Exposure": "21.75%",
-                        "Tech Debt Exposure": "16.45%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "1.6%",
+                        "Cognitive Load Exposure": "24.57%",
+                        "Error & Exception Exposure": "77.35%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.44%",
+                        "API Exposure": "9.65%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "54.98%",
-                        "Commented Logic Exposure": "5.18%",
+                        "State Flux Exposure": "96.75%",
+                        "Commented Logic Exposure": "7.51%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "88.21%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "deserialize_seq",
-                            "Structural Impact": 39.5,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "30.8%",
-                            "Start Line": 451,
-                            "End Line": 552
-                        },
-                        {
-                            "Function Name": "deserialize_seq_in_place",
-                            "Structural Impact": 26.8,
-                            "Lines of Code (LOC)": 88,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 554,
-                            "End Line": 641
-                        },
-                        {
-                            "Function Name": "deserialize_body",
-                            "Structural Impact": 20.3,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 306,
-                            "End Line": 330
-                        },
-                        {
-                            "Function Name": "deserialize_in_place_body",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 332,
-                            "End Line": 375
-                        },
-                        {
-                            "Function Name": "deserialize_transparent",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 383,
-                            "End Line": 423
-                        },
-                        {
-                            "Function Name": "unwrap_to_variant_closure",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 719,
-                            "End Line": 764
-                        },
-                        {
-                            "Function Name": "expand_derive_deserialize",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.8%",
-                            "Start Line": 25,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "needs_deserialize_bound",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 236,
-                            "End Line": 245
-                        },
-                        {
-                            "Function Name": "expr_is_missing",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 766,
-                            "End Line": 806
-                        },
-                        {
-                            "Function Name": "expr_is_missing_seq",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 808,
-                            "End Line": 839
-                        },
-                        {
-                            "Function Name": "to_tokens",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 876,
-                            "End Line": 906
-                        },
-                        {
-                            "Function Name": "wrap_deserialize_with",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 664,
-                            "End Line": 708
-                        },
-                        {
-                            "Function Name": "borrowed_lifetimes",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 292,
-                            "End Line": 304
-                        },
-                        {
-                            "Function Name": "precondition_no_de_lifetime",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 102,
-                            "End Line": 114
-                        },
-                        {
-                            "Function Name": "precondition_sized",
-                            "Structural Impact": 7.5,
+                            "Function Name": "I_WaitVBL",
+                            "Structural Impact": 4.8,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 89,
-                            "End Line": 100
-                        },
-                        {
-                            "Function Name": "build_generics",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 192,
-                            "End Line": 228
-                        },
-                        {
-                            "Function Name": "requires_default",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 249,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "de_type_generics_to_tokens",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 920,
-                            "End Line": 940
-                        },
-                        {
-                            "Function Name": "effective_style",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 841,
-                            "End Line": 846
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 126,
+                            "End Line": 137
                         },
                         {
-                            "Function Name": "to_tokens",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "I_Error",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 861,
-                            "End Line": 871
-                        },
-                        {
-                            "Function Name": "de_lifetime_param",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 270,
-                            "End Line": 280
-                        },
-                        {
-                            "Function Name": "de_lifetime",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 263,
-                            "End Line": 268
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 162,
+                            "End Line": 183
                         },
                         {
-                            "Function Name": "has_flatten",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "I_GetTime",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 850,
-                            "End Line": 854
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 145,
-                            "End Line": 163
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 88,
+                            "End Line": 100
                         },
                         {
-                            "Function Name": "wrap_deserialize_field_with",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "I_Tactile",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 710,
-                            "End Line": 716
+                            "Start Line": 54,
+                            "End Line": 62
                         },
                         {
-                            "Function Name": "to_tokens",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "I_AllocLow",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 950,
-                            "End Line": 958
+                            "Start Line": 147,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "generics_with_de_lifetime",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "I_ZoneBase",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 174,
-                            "End Line": 186
+                            "Start Line": 76,
+                            "End Line": 80
                         },
                         {
-                            "Function Name": "deserialize_in_place",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "I_Quit",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 366,
-                            "End Line": 371
+                            "Start Line": 116,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "precondition",
-                            "Structural Impact": 1.9,
+                            "Function Name": "I_BaseTiccmd",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 84,
-                            "End Line": 87
+                            "Start Line": 65,
+                            "End Line": 68
                         },
                         {
-                            "Function Name": "deserialize_in_place_body",
-                            "Structural Impact": 1.9,
+                            "Function Name": "I_GetHeapSize",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 377,
-                            "End Line": 380
-                        },
-                        {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 692,
-                            "End Line": 701
-                        },
-                        {
-                            "Function Name": "to_tokens",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 943,
-                            "End Line": 945
-                        },
-                        {
-                            "Function Name": "deserialize_from",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 426,
-                            "End Line": 432
-                        },
-                        {
-                            "Function Name": "deserialize_try_from",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 435,
-                            "End Line": 441
-                        },
-                        {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 66,
-                            "End Line": 71
-                        },
-                        {
-                            "Function Name": "type_name",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 167,
-                            "End Line": 169
+                            "Start Line": 71,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "field_i",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "I_Init",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 658,
-                            "End Line": 660
+                            "Start Line": 107,
+                            "End Line": 111
                         },
                         {
-                            "Function Name": "in_place",
-                            "Structural Impact": 1.6,
+                            "Function Name": "I_BeginRead",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 911,
-                            "End Line": 913
+                            "Start Line": 139,
+                            "End Line": 141
                         },
                         {
-                            "Function Name": "in_place",
-                            "Structural Impact": 1.6,
+                            "Function Name": "I_EndRead",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 963,
-                            "End Line": 965
-                        },
-                        {
-                            "Function Name": "place_lifetime",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 968,
-                            "End Line": 976
+                            "Start Line": 143,
+                            "End Line": 145
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 93,
-                        "Sequential Logic Declarations": 202,
-                        "Function Parameters": 67,
-                        "Function/Method Declarations": 40,
-                        "Class/Entity Declarations": 10,
-                        "Defensive Programming Constructs": 115,
-                        "Type/Safety Bypasses": 3,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 21,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 12,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 53,
+                        "Exposed API / Public Exports": 16,
+                        "State Mutations / Variable Reassignments": 16,
                         "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 30,
-                        "Unit Test Assertions": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 5,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 14,
-                        "Generic Type Abstractions": 52,
-                        "Collection Iterators / Comprehensions": 21,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 13,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 35,
-                        "Manual Memory Allocation": 0,
+                        "Preprocessor Macros": 6,
+                        "Pointer Arithmetic & Addressing": 6,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 2,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 679,
+                        "Structural Tab Indentations": 2,
+                        "Structural Space Indentations": 40,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -531288,7 +531543,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -531297,15 +531552,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 98,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 93,
-                        "Design Pascal Case": 5,
+                        "Design Snake Case": 6,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -531329,210 +531584,322 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 33,
+                        "Direct Upstream (Fragility)": 13,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Ctxt",
-                        "Data",
-                        "Derive",
-                        "Field",
-                        "Fragment",
-                        "Ident",
-                        "Index",
-                        "Member",
-                        "Stmts",
-                        "Style",
-                        "ToTokens",
-                        "TokenStream",
-                        "Variant",
-                        "crate::bound",
-                        "crate::deprecated::allow_deprecated",
-                        "crate::fragment::Expr",
-                        "crate::internals::ast::Container",
-                        "crate::internals::attr",
-                        "crate::internals::name::Name",
-                        "dummy",
-                        "pretend",
-                        "private",
-                        "proc_macro2::Span",
-                        "quote::quote",
-                        "quote_spanned",
-                        "replace_receiver",
-                        "std::collections::BTreeSet",
-                        "std::ptr",
-                        "syn::parse_quote",
-                        "syn::punctuated::Punctuated",
-                        "syn::spanned::Spanned",
-                        "this",
-                        "ungroup"
+                        "d_net.h",
+                        "doomdef.h",
+                        "g_game.h",
+                        "i_sound.h",
+                        "i_system.h",
+                        "i_video.h",
+                        "m_misc.h",
+                        "stdarg.h",
+                        "stdio.h",
+                        "stdlib.h",
+                        "string.h",
+                        "sys/time.h",
+                        "unistd.h"
                     ]
                 },
-                "rust/serde/serde_internals_ast.rs": {
+                "c/doom/m_fixed.c": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_internals_ast.rs",
-                        "Path": "rust/serde/serde_internals_ast.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Filename": "m_fixed.c",
+                        "Path": "c/doom/m_fixed.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (86.7% Spaces / 13.3% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6049.45,
-                        "Y": 121.45,
-                        "Z": 4003.93
+                        "X": -6188.98,
+                        "Y": -82.17,
+                        "Z": -5835.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 226,
-                        "Coding LOC": 190,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 91.1,
-                        "Control Flow Ratio": "32.6%",
+                        "Total LOC": 88,
+                        "Coding LOC": 41,
+                        "Documentation LOC": 26,
+                        "Structural Magnitude": 26.42,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.221
+                        "Raw Cognitive Density": 0.38
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.38%",
-                        "Error & Exception Exposure": "31.25%",
-                        "Tech Debt Exposure": "12.2%",
-                        "Testing Exposure": "2.38%",
-                        "API Exposure": "5.78%",
+                        "Cognitive Load Exposure": "18.54%",
+                        "Error & Exception Exposure": "71.97%",
+                        "Tech Debt Exposure": "99.85%",
+                        "Testing Exposure": "2.49%",
+                        "API Exposure": "4.63%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "63.35%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "94.27%",
+                        "Commented Logic Exposure": "12.16%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "74.09%",
+                        "Documentation Exposure": "17.04%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "from_ast",
-                            "Structural Impact": 18.4,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 62,
-                            "End Line": 115
-                        },
-                        {
-                            "Function Name": "enum_from_ast",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "FixedDiv2",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 133,
-                            "End Line": 172
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 69,
+                            "End Line": 87
                         },
                         {
-                            "Function Name": "fields_from_ast",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 28,
+                            "Function Name": "FixedDiv",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 5,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 198,
-                            "End Line": 225
-                        },
-                        {
-                            "Function Name": "struct_from_ast",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 174,
-                            "End Line": 196
-                        },
-                        {
-                            "Function Name": "all_fields",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 119,
-                            "End Line": 126
+                            "Start Line": 57,
+                            "End Line": 65
                         },
                         {
-                            "Function Name": "has_getter",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "FixedMul",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 130
+                            "Start Line": 43,
+                            "End Line": 49
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 14,
-                        "Sequential Logic Declarations": 29,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 19,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 22,
-                        "State Mutations / Variable Reassignments": 14,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 18,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 7,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 32,
-                        "Collection Iterators / Comprehensions": 4,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 4,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 4,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 2,
+                        "Structural Space Indentations": 13,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 2,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 2,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 1,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "doomtype.h",
+                        "i_system.h",
+                        "m_fixed.h",
+                        "stdlib.h"
+                    ]
+                },
+                "c/doom/m_fixed.h": {
+                    "1. Artifact Identity": {
+                        "Filename": "m_fixed.h",
+                        "Path": "c/doom/m_fixed.h",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Sibling Anchor (.c)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5250.94,
+                        "Y": 63.22,
+                        "Z": -6598.12
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 52,
+                        "Coding LOC": 12,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 19.24,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 3,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "8.11%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "21.94%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "24.87%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 6,
-                        "Manual Memory Allocation": 3,
+                        "Preprocessor Macros": 6,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 8,
+                        "Bitwise Operations": 1,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 22,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 162,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -531549,15 +531916,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 1,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 1,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -531581,1018 +531948,838 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
-                    "9. Extracted Dependencies": [
-                        "Ctxt",
-                        "Derive",
-                        "check",
-                        "crate::internals::attr",
-                        "proc_macro2::Ident",
-                        "syn::Token",
-                        "syn::punctuated::Punctuated"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "rust/serde/serde_internals_attr.rs": {
+                "c/doom/p_mobj.c": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_internals_attr.rs",
-                        "Path": "rust/serde/serde_internals_attr.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Filename": "p_mobj.c",
+                        "Path": "c/doom/p_mobj.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (63.6% Spaces / 36.4% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6565.24,
-                        "Y": 78.53,
-                        "Z": 4074.14
+                        "X": -5535.22,
+                        "Y": -102.3,
+                        "Z": -5989.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1819,
-                        "Coding LOC": 1507,
-                        "Documentation LOC": 173,
-                        "Structural Magnitude": 1112.14,
-                        "Control Flow Ratio": "49.9%",
+                        "Total LOC": 989,
+                        "Coding LOC": 631,
+                        "Documentation LOC": 158,
+                        "Structural Magnitude": 879.12,
+                        "Control Flow Ratio": "76.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.581
+                        "Raw Cognitive Density": 1.007
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.07%",
-                        "Error & Exception Exposure": "10.16%",
-                        "Tech Debt Exposure": "85.57%",
-                        "Testing Exposure": "2.5%",
-                        "API Exposure": "5.6%",
+                        "Cognitive Load Exposure": "73.63%",
+                        "Error & Exception Exposure": "99.35%",
+                        "Tech Debt Exposure": "46.93%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "8.96%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "77.95%",
-                        "Commented Logic Exposure": "7.21%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.14%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "31.0%",
+                        "Documentation Exposure": "20.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "from_ast",
-                            "Structural Impact": 216.1,
-                            "Lines of Code (LOC)": 248,
-                            "Control Flow Branches": 76,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "53.9%",
-                            "Start Line": 1015,
-                            "End Line": 1262
-                        },
-                        {
-                            "Function Name": "from_ast",
-                            "Structural Impact": 180.0,
-                            "Lines of Code (LOC)": 309,
-                            "Control Flow Branches": 94,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "51.6%",
-                            "Start Line": 237,
-                            "End Line": 545
-                        },
-                        {
-                            "Function Name": "from_ast",
-                            "Structural Impact": 105.4,
-                            "Lines of Code (LOC)": 168,
-                            "Control Flow Branches": 55,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 748,
-                            "End Line": 915
-                        },
-                        {
-                            "Function Name": "get_ser_and_de",
-                            "Structural Impact": 38.0,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "57.7%",
-                            "Start Line": 1341,
-                            "End Line": 1384
-                        },
-                        {
-                            "Function Name": "parse_lit_into_lifetimes",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 1541,
-                            "End Line": 1577
-                        },
-                        {
-                            "Function Name": "decide_tag",
-                            "Structural Impact": 20.1,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 622,
-                            "End Line": 681
-                        },
-                        {
-                            "Function Name": "get_lit_str2",
-                            "Structural Impact": 17.4,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1419,
-                            "End Line": 1453
-                        },
-                        {
-                            "Function Name": "collect_lifetimes",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1732,
-                            "End Line": 1797
-                        },
-                        {
-                            "Function Name": "is_cow",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1609,
-                            "End Line": 1631
-                        },
-                        {
-                            "Function Name": "is_option",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1633,
-                            "End Line": 1655
-                        },
-                        {
-                            "Function Name": "collect_lifetimes_from_tokens",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 1799,
-                            "End Line": 1818
-                        },
-                        {
-                            "Function Name": "parse_lit_into_where",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1497,
-                            "End Line": 1516
-                        },
-                        {
-                            "Function Name": "parse_lit_into_path",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1455,
-                            "End Line": 1474
-                        },
-                        {
-                            "Function Name": "parse_lit_into_expr_path",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1476,
-                            "End Line": 1495
-                        },
-                        {
-                            "Function Name": "parse_lit_into_ty",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1518,
-                            "End Line": 1537
-                        },
-                        {
-                            "Function Name": "is_primitive_path",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1702,
-                            "End Line": 1707
-                        },
-                        {
-                            "Function Name": "borrowable_lifetimes",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1716,
-                            "End Line": 1730
-                        },
-                        {
-                            "Function Name": "decide_identifier",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 683,
-                            "End Line": 725
-                        },
-                        {
-                            "Function Name": "set",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 41,
-                            "End Line": 51
-                        },
-                        {
-                            "Function Name": "rename_by_rules",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 925,
-                            "End Line": 938
-                        },
-                        {
-                            "Function Name": "rename_by_rules",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1272,
-                            "End Line": 1284
-                        },
-                        {
-                            "Function Name": "is_reference",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1677,
-                            "End Line": 1682
-                        },
-                        {
-                            "Function Name": "is_primitive_type",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1695,
-                            "End Line": 1700
-                        },
-                        {
-                            "Function Name": "at_most_one",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 117,
-                            "End Line": 126
-                        },
-                        {
-                            "Function Name": "get_renames",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1386,
-                            "End Line": 1393
-                        },
-                        {
-                            "Function Name": "insert",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 110,
-                            "End Line": 115
-                        },
-                        {
-                            "Function Name": "set_opt",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 53,
-                            "End Line": 57
-                        },
-                        {
-                            "Function Name": "get_multiple_renames",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1395,
-                            "End Line": 1401
-                        },
-                        {
-                            "Function Name": "get_where_predicates",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1403,
-                            "End Line": 1409
-                        },
-                        {
-                            "Function Name": "set_if_none",
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-                            "End Line": 1270
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                         {
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-                            "End Line": 1292
+                            "Control Flow Ratio": "66.7%",
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                         {
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1298,
-                            "End Line": 1300
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                         {
-                            "Function Name": "serialize_with",
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+                            "Function Name": "P_ExplodeMissile",
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                         {
-                            "Function Name": "deserialize_with",
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+                        }
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+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 50,
+                        "Function Parameters": 18,
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+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 24,
+                        "State Mutations / Variable Reassignments": 536,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 10,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 2,
+                        "Pointer Arithmetic & Addressing": 364,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 33,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 169,
+                        "Structural Space Indentations": 295,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 65,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 65,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 35,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 5,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 10,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "doomdef.h",
+                        "doomstat.h",
+                        "hu_stuff.h",
+                        "i_system.h",
+                        "m_random.h",
+                        "p_local.h",
+                        "s_sound.h",
+                        "sounds.h",
+                        "st_stuff.h",
+                        "z_zone.h"
+                    ]
+                },
+                "c/doom/p_mobj.h": {
+                    "1. Artifact Identity": {
+                        "Filename": "p_mobj.h",
+                        "Path": "c/doom/p_mobj.h",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Sibling Anchor (.c)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5735.95,
+                        "Y": -233.3,
+                        "Z": -5437.65
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 296,
+                        "Coding LOC": 80,
+                        "Documentation LOC": 169,
+                        "Structural Magnitude": 46.6,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "87.21%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "3.86%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.32%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 10,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 28,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 5,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 4,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 63,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 28,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 28,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                    },
+                    "9. Extracted Dependencies": [
+                        "d_think.h",
+                        "doomdata.h",
+                        "info.h",
+                        "m_fixed.h",
+                        "tables.h"
+                    ]
+                },
+                "c/doom/r_bsp.c": {
+                    "1. Artifact Identity": {
+                        "Filename": "r_bsp.c",
+                        "Path": "c/doom/r_bsp.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (70.7% Spaces / 29.3% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5485.49,
+                        "Y": -28.38,
+                        "Z": -6246.0
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 581,
+                        "Coding LOC": 331,
+                        "Documentation LOC": 127,
+                        "Structural Magnitude": 391.72,
+                        "Control Flow Ratio": "61.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.001
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "73.17%",
+                        "Error & Exception Exposure": "98.45%",
+                        "Tech Debt Exposure": "14.87%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "9.11%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.36%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "33.16%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "ser_bound",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "R_CheckBBox",
+                            "Structural Impact": 32.2,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1310,
-                            "End Line": 1312
+                            "Control Flow Ratio": "56.2%",
+                            "Start Line": 381,
+                            "End Line": 487
                         },
                         {
-                            "Function Name": "de_bound",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "R_AddLine",
+                            "Structural Impact": 31.8,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1314,
-                            "End Line": 1316
+                            "Control Flow Ratio": "72.0%",
+                            "Start Line": 259,
+                            "End Line": 356
                         },
                         {
-                            "Function Name": "borrowed_lifetimes",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1318,
-                            "End Line": 1320
+                            "Function Name": "R_ClipSolidWallSegment",
+                            "Structural Impact": 23.2,
+                            "Lines of Code (LOC)": 83,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 103,
+                            "End Line": 185
                         },
                         {
-                            "Function Name": "getter",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1322,
-                            "End Line": 1324
+                            "Function Name": "R_ClipPassWallSegment",
+                            "Structural Impact": 14.3,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 196,
+                            "End Line": 238
                         },
                         {
-                            "Function Name": "flatten",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "R_Subsector",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1326,
-                            "End Line": 1328
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 497,
+                            "End Line": 542
                         },
                         {
-                            "Function Name": "transparent",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "R_RenderBSPNode",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1330,
-                            "End Line": 1332
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 552,
+                            "End Line": 578
                         },
                         {
-                            "Function Name": "mark_transparent",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "R_ClearClipSegs",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1334,
-                            "End Line": 1336
+                            "Start Line": 245,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "is_str",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "R_ClearDrawSegs",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1684,
-                            "End Line": 1686
+                            "Start Line": 68,
+                            "End Line": 71
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 328,
-                        "Sequential Logic Declarations": 329,
-                        "Function Parameters": 108,
-                        "Function/Method Declarations": 91,
-                        "Class/Entity Declarations": 11,
-                        "Defensive Programming Constructs": 342,
+                        "Control Flow Branches": 63,
+                        "Sequential Logic Declarations": 39,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 66,
-                        "State Mutations / Variable Reassignments": 138,
-                        "Commented-out Code (Dead Logic)": 9,
-                        "Structured Documentation Blocks": 43,
+                        "Exposed API / Public Exports": 20,
+                        "State Mutations / Variable Reassignments": 239,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 6,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 4,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 2,
+                        "Pointer Arithmetic & Addressing": 74,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 8,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 72,
+                        "Structural Space Indentations": 174,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 55,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 55,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 6,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "doomdef.h",
+                        "doomstat.h",
+                        "i_system.h",
+                        "m_bbox.h",
+                        "r_main.h",
+                        "r_plane.h",
+                        "r_state.h",
+                        "r_things.h"
+                    ]
+                },
+                "c/doom/r_defs.h": {
+                    "1. Artifact Identity": {
+                        "Filename": "r_defs.h",
+                        "Path": "c/doom/r_defs.h",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5841.56,
+                        "Y": 109.12,
+                        "Z": -6331.35
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 491,
+                        "Coding LOC": 179,
+                        "Documentation LOC": 171,
+                        "Structural Magnitude": 37.58,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "9.67%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "15.23%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "26.08%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 40,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 20,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 19,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 7,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 4,
-                        "Generic Type Abstractions": 65,
-                        "Collection Iterators / Comprehensions": 11,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
-                        "Authorship Metadata": 0,
+                        "Module Dependencies (Imports)": 4,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 85,
+                        "Preprocessor Macros": 9,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -532600,15 +532787,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 17,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 66,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1384,
+                        "Structural Space Indentations": 113,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -532625,15 +532812,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 136,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 119,
-                        "Design Pascal Case": 3,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 14,
-                        "Design Long Vars": 2,
-                        "Duplicate Logic": 25,
-                        "Orphaned Logic": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -532657,1019 +532844,543 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
+                        "Direct Upstream (Fragility)": 4,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 3,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Ctxt",
-                        "Ident",
-                        "Lifetime",
-                        "Name",
-                        "Span",
-                        "Token",
-                        "TokenStream",
-                        "TokenTree",
-                        "crate::internals::case::RenameRule",
-                        "crate::internals::name::MultiName",
-                        "crate::internals::symbol::*",
-                        "crate::internals::ungroup",
-                        "proc_macro2::Spacing",
-                        "quote::ToTokens",
-                        "std::borrow::Cow",
-                        "std::collections::BTreeSet",
-                        "std::iter::FromIterator",
-                        "syn::meta::ParseNestedMeta",
-                        "syn::parse::ParseStream",
-                        "syn::punctuated::Punctuated",
-                        "syn::spanned::Spanned",
-                        "syn::token"
+                        "d_think.h",
+                        "doomdef.h",
+                        "m_fixed.h",
+                        "p_mobj.h"
                     ]
                 },
-                "rust/serde/test_annotations.rs": {
+                "c/doom/w_wad.c": {
                     "1. Artifact Identity": {
-                        "Filename": "test_annotations.rs",
-                        "Path": "rust/serde/test_annotations.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Filename": "w_wad.c",
+                        "Path": "c/doom/w_wad.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (67.1% Spaces / 32.9% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7107.13,
-                        "Y": 28.12,
-                        "Z": 3962.58
+                        "X": -5286.63,
+                        "Y": -202.18,
+                        "Z": -5479.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3577,
-                        "Coding LOC": 3187,
-                        "Documentation LOC": 130,
-                        "Structural Magnitude": 295.54,
-                        "Control Flow Ratio": "13.4%",
+                        "Total LOC": 578,
+                        "Coding LOC": 323,
+                        "Documentation LOC": 116,
+                        "Structural Magnitude": 367.46,
+                        "Control Flow Ratio": "64.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.038
+                        "Raw Cognitive Density": 0.908
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.49%",
-                        "Error & Exception Exposure": "33.15%",
-                        "Tech Debt Exposure": "53.97%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.34%",
+                        "Cognitive Load Exposure": "65.28%",
+                        "Error & Exception Exposure": "98.57%",
+                        "Tech Debt Exposure": "13.23%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "9.58%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "9.54%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "7.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "38.97%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "deserialize_string_as_variant",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
+                            "Function Name": "W_AddFile",
+                            "Structural Impact": 19.9,
+                            "Lines of Code (LOC)": 86,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 1205,
-                            "End Line": 1224
-                        },
-                        {
-                            "Function Name": "flatten_any_after_flatten_struct",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "23.5%",
-                            "Start Line": 2426,
-                            "End Line": 2485
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 141,
+                            "End Line": 226
                         },
                         {
-                            "Function Name": "test_partially_untagged_enum_desugared",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 85,
-                            "Control Flow Branches": 2,
+                            "Function Name": "W_Profile",
+                            "Structural Impact": 15.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 1680,
-                            "End Line": 1764
-                        },
-                        {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 2432,
-                            "End Line": 2455
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 522,
+                            "End Line": 575
                         },
                         {
-                            "Function Name": "deserialize_with",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
+                            "Function Name": "W_ReadLump",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 71,
-                            "End Line": 80
+                            "Start Line": 431,
+                            "End Line": 467
                         },
                         {
-                            "Function Name": "serialize_with",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
+                            "Function Name": "ExtractFileBase",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 58,
-                            "End Line": 67
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 85,
+                            "End Line": 114
                         },
                         {
-                            "Function Name": "visit_map",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
+                            "Function Name": "W_CacheLumpNum",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 2445,
-                            "End Line": 2451
-                        },
-                        {
-                            "Function Name": "lifetime_propagation",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2198,
-                            "End Line": 2279
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 475,
+                            "End Line": 500
                         },
                         {
-                            "Function Name": "deserialize_i8_as_unit_variant",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
+                            "Function Name": "W_CheckNumForName",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1187,
-                            "End Line": 1196
-                        },
-                        {
-                            "Function Name": "test_partially_untagged_enum_generic",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "9.1%",
-                            "Start Line": 1641,
-                            "End Line": 1678
+                            "Start Line": 351,
+                            "End Line": 390
                         },
                         {
-                            "Function Name": "structs",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 0,
+                            "Function Name": "W_Reload",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3422,
-                            "End Line": 3484
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 236,
+                            "End Line": 275
                         },
                         {
-                            "Function Name": "unit_enum_with_unknown_fields",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3486,
-                            "End Line": 3542
+                            "Function Name": "W_InitMultipleFiles",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 292,
+                            "End Line": 316
                         },
                         {
-                            "Function Name": "into",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "W_GetNumForName",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1537,
-                            "End Line": 1545
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 399,
+                            "End Line": 409
                         },
                         {
-                            "Function Name": "from",
+                            "Function Name": "filelength",
                             "Structural Impact": 3.3,
                             "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1549,
-                            "End Line": 1557
-                        },
-                        {
-                            "Function Name": "test_expecting_message_identifier_enum",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1898,
-                            "End Line": 1943
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 74,
+                            "End Line": 82
                         },
                         {
-                            "Function Name": "try_from",
+                            "Function Name": "W_LumpLength",
                             "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1570,
-                            "End Line": 1576
-                        },
-                        {
-                            "Function Name": "from",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1712,
-                            "End Line": 1719
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 416,
+                            "End Line": 422
                         },
                         {
-                            "Function Name": "into",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "strupr",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1513,
-                            "End Line": 1517
-                        },
-                        {
-                            "Function Name": "test_expecting_message",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1834,
-                            "End Line": 1876
-                        },
-                        {
-                            "Function Name": "map_twice",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2052,
-                            "End Line": 2093
-                        },
-                        {
-                            "Function Name": "complex",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 103,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1948,
-                            "End Line": 2050
-                        },
-                        {
-                            "Function Name": "option",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2331,
-                            "End Line": 2399
-                        },
-                        {
-                            "Function Name": "straightforward",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2609,
-                            "End Line": 2645
-                        },
-                        {
-                            "Function Name": "test_partially_untagged_enum",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1610,
-                            "End Line": 1639
-                        },
-                        {
-                            "Function Name": "test_partially_untagged_internally_tagged_enum",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1766,
-                            "End Line": 1794
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 69,
+                            "End Line": 72
                         },
                         {
-                            "Function Name": "unknown_field",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 37,
+                            "Function Name": "W_CacheLumpName",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2129,
-                            "End Line": 2165
+                            "Start Line": 507,
+                            "End Line": 513
                         },
                         {
-                            "Function Name": "non_string_keys",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 30,
+                            "Function Name": "W_InitFile",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2167,
-                            "End Line": 2196
+                            "Start Line": 325,
+                            "End Line": 332
                         },
                         {
-                            "Function Name": "enum_tuple_and_struct",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 48,
+                            "Function Name": "W_NumLumps",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2282,
-                            "End Line": 2329
-                        },
+                            "Start Line": 339,
+                            "End Line": 342
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 51,
+                        "Sequential Logic Declarations": 28,
+                        "Function Parameters": 17,
+                        "Function/Method Declarations": 15,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 5,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 19,
+                        "Exposed API / Public Exports": 23,
+                        "State Mutations / Variable Reassignments": 227,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 13,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 5,
+                        "Pointer Arithmetic & Addressing": 38,
+                        "Manual Memory Allocation": 4,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 5,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 1,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 72,
+                        "Structural Space Indentations": 147,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 33,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 33,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 9,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 13,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "alloca.h",
+                        "ctype.h",
+                        "doomtype.h",
+                        "fcntl.h",
+                        "i_system.h",
+                        "m_swap.h",
+                        "malloc.h",
+                        "string.h",
+                        "sys/stat.h",
+                        "sys/types.h",
+                        "unistd.h",
+                        "w_wad.h",
+                        "z_zone.h"
+                    ]
+                },
+                "c/doom/z_zone.c": {
+                    "1. Artifact Identity": {
+                        "Filename": "z_zone.c",
+                        "Path": "c/doom/z_zone.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (61.0% Spaces / 39.0% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -6107.83,
+                        "Y": 1.26,
+                        "Z": -6134.09
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 468,
+                        "Coding LOC": 256,
+                        "Documentation LOC": 99,
+                        "Structural Magnitude": 339.22,
+                        "Control Flow Ratio": "67.9%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.965
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "70.25%",
+                        "Error & Exception Exposure": "99.63%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "8.45%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.82%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "26.35%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "serialize_variant_as_string",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Z_Malloc",
+                            "Structural Impact": 35.4,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1198,
-                            "End Line": 1203
-                        },
-                        {
-                            "Function Name": "unit_struct",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2575,
-                            "End Line": 2599
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 183,
+                            "End Line": 289
                         },
                         {
-                            "Function Name": "test_skip_serializing_struct",
-                            "Structural Impact": 2.0,
+                            "Function Name": "Z_DumpHeap",
+                            "Structural Impact": 19.1,
                             "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 818,
-                            "End Line": 852
-                        },
-                        {
-                            "Function Name": "test_skip_serializing_tuple_struct",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 863,
-                            "End Line": 890
-                        },
-                        {
-                            "Function Name": "test_skip_serializing_enum",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 947,
-                            "End Line": 1010
-                        },
-                        {
-                            "Function Name": "serialize_with",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1021,
-                            "End Line": 1026
-                        },
-                        {
-                            "Function Name": "test_elt_not_serialize",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1044,
-                            "End Line": 1067
-                        },
-                        {
-                            "Function Name": "test_serialize_with_struct",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1079,
-                            "End Line": 1111
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 326,
+                            "End Line": 360
                         },
                         {
-                            "Function Name": "test_serialize_with_enum",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1125,
-                            "End Line": 1159
+                            "Function Name": "Z_FileDumpHeap",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 366,
+                            "End Line": 392
                         },
                         {
-                            "Function Name": "assert_tokens_desugared",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1722,
-                            "End Line": 1726
+                            "Function Name": "Z_Free",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 122,
+                            "End Line": 172
                         },
                         {
-                            "Function Name": "test_transparent_struct",
-                            "Structural Impact": 2.0,
+                            "Function Name": "Z_FreeTags",
+                            "Structural Impact": 11.5,
                             "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1796,
-                            "End Line": 1818
-                        },
-                        {
-                            "Function Name": "test_expecting_message_externally_tagged_enum",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1878,
-                            "End Line": 1896
-                        },
-                        {
-                            "Function Name": "unsupported_type",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2095,
-                            "End Line": 2127
-                        },
-                        {
-                            "Function Name": "ignored_any",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2401,
-                            "End Line": 2424
-                        },
-                        {
-                            "Function Name": "alias",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2487,
-                            "End Line": 2547
-                        },
-                        {
-                            "Function Name": "unit",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2552,
-                            "End Line": 2573
-                        },
-                        {
-                            "Function Name": "unit",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2664,
-                            "End Line": 2696
-                        },
-                        {
-                            "Function Name": "newtype",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2698,
-                            "End Line": 2736
-                        },
-                        {
-                            "Function Name": "tuple",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2741,
-                            "End Line": 2779
-                        },
-                        {
-                            "Function Name": "struct_from_seq",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2784,
-                            "End Line": 2825
-                        },
-                        {
-                            "Function Name": "struct_from_map",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2830,
-                            "End Line": 2881
-                        },
-                        {
-                            "Function Name": "unit",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 163,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2911,
-                            "End Line": 3073
-                        },
-                        {
-                            "Function Name": "newtype",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 163,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3075,
-                            "End Line": 3237
-                        },
-                        {
-                            "Function Name": "struct_",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 178,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3239,
-                            "End Line": 3416
-                        },
-                        {
-                            "Function Name": "serialize_with",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 34,
-                            "End Line": 36
-                        },
-                        {
-                            "Function Name": "test_collect_other",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1591,
-                            "End Line": 1608
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 296,
+                            "End Line": 318
                         },
                         {
-                            "Function Name": "expecting",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Z_ChangeTag2",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2441,
-                            "End Line": 2443
-                        },
-                        {
-                            "Function Name": "deserialize_with",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 369,
-                            "End Line": 374
-                        },
-                        {
-                            "Function Name": "serialize_unit_variant_as_i8",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1180,
-                            "End Line": 1185
-                        },
-                        {
-                            "Function Name": "deserialize_with",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 40,
-                            "End Line": 42
-                        },
-                        {
-                            "Function Name": "should_skip",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 52,
-                            "End Line": 54
-                        },
-                        {
-                            "Function Name": "from",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1521,
-                            "End Line": 1523
-                        },
-                        {
-                            "Function Name": "test_transparent_tuple_struct",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1820,
-                            "End Line": 1832
-                        },
-                        {
-                            "Function Name": "should_skip",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 30,
-                            "End Line": 30
-                        },
-                        {
-                            "Function Name": "test_default_struct",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 117,
-                            "End Line": 164
-                        },
-                        {
-                            "Function Name": "test_default_tuple",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 166,
-                            "End Line": 193
-                        },
-                        {
-                            "Function Name": "test_default_struct_variant",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 226,
-                            "End Line": 275
-                        },
-                        {
-                            "Function Name": "test_default_tuple_variant",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 277,
-                            "End Line": 306
-                        },
-                        {
-                            "Function Name": "test_no_std_default",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 326,
-                            "End Line": 356
-                        },
-                        {
-                            "Function Name": "test_elt_not_deserialize",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 404,
-                            "End Line": 421
-                        },
-                        {
-                            "Function Name": "test_ignore_unknown",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 429,
-                            "End Line": 475
-                        },
-                        {
-                            "Function Name": "test_rename_struct",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 89,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 503,
-                            "End Line": 591
-                        },
-                        {
-                            "Function Name": "test_unknown_field_rename_struct",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 593,
-                            "End Line": 610
-                        },
-                        {
-                            "Function Name": "test_rename_enum",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 123,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 653,
-                            "End Line": 775
-                        },
-                        {
-                            "Function Name": "test_unknown_field_rename_enum",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 777,
-                            "End Line": 804
-                        },
-                        {
-                            "Function Name": "test_skip_struct",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 899,
-                            "End Line": 926
-                        },
-                        {
-                            "Function Name": "test_serialize_with_variant",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1226,
-                            "End Line": 1274
-                        },
-                        {
-                            "Function Name": "test_deserialize_with_variant",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1276,
-                            "End Line": 1324
-                        },
-                        {
-                            "Function Name": "test_deserialize_with_struct",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1336,
-                            "End Line": 1367
-                        },
-                        {
-                            "Function Name": "test_deserialize_with_enum",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1381,
-                            "End Line": 1414
-                        },
-                        {
-                            "Function Name": "test_missing_renamed_field_struct",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1416,
-                            "End Line": 1443
-                        },
-                        {
-                            "Function Name": "test_missing_renamed_field_enum",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1445,
-                            "End Line": 1472
-                        },
-                        {
-                            "Function Name": "test_invalid_length_enum",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1480,
-                            "End Line": 1506
-                        },
-                        {
-                            "Function Name": "test_from_into_traits",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1579,
-                            "End Line": 1589
-                        },
-                        {
-                            "Function Name": "struct_",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3560,
-                            "End Line": 3573
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-                        {
-                            "Function Name": "my_default",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 26
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 428,
+                            "End Line": 444
                         },
                         {
-                            "Function Name": "my_default",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Z_CheckHeap",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 48
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 399,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "my_default",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Z_FreeMemory",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 313,
-                            "End Line": 315
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 451,
+                            "End Line": 466
                         },
                         {
-                            "Function Name": "default",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Z_ClearZone",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 363,
-                            "End Line": 365
+                            "Start Line": 67,
+                            "End Line": 86
                         },
                         {
-                            "Function Name": "my_default",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Z_Init",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 24,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 384,
-                            "End Line": 386
+                            "Start Line": 93,
+                            "End Line": 116
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 36,
-                        "Sequential Logic Declarations": 233,
-                        "Function Parameters": 88,
-                        "Function/Method Declarations": 88,
-                        "Class/Entity Declarations": 95,
-                        "Defensive Programming Constructs": 163,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 55,
+                        "Sequential Logic Declarations": 26,
+                        "Function Parameters": 10,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 18,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 12,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Exposed API / Public Exports": 15,
+                        "State Mutations / Variable Reassignments": 200,
+                        "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 61,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 279,
-                        "Generic Type Abstractions": 154,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 21,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 26,
-                        "Manual Memory Allocation": 3,
+                        "Preprocessor Macros": 2,
+                        "Pointer Arithmetic & Addressing": 147,
+                        "Manual Memory Allocation": 7,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 1,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2887,
+                        "Structural Tab Indentations": 67,
+                        "Structural Space Indentations": 105,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -533686,15 +533397,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 44,
+                        "Core Var Decl": 24,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 34,
-                        "Design Pascal Case": 7,
+                        "Design Snake Case": 24,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 12,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 52,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -533718,46 +533429,335 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 28,
+                        "Direct Upstream (Fragility)": 3,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Deserialize",
-                        "Deserializer",
-                        "E::*",
-                        "Exp::*",
-                        "HashMap",
-                        "IgnoredAny",
-                        "MapAccess",
-                        "Serialize",
-                        "Serializer",
-                        "Test::*",
-                        "Token",
-                        "Unexpected",
-                        "Visitor",
-                        "assert_de_tokens_error",
-                        "assert_ser_tokens",
-                        "assert_ser_tokens_error",
-                        "assert_tokens",
-                        "desugared::Test",
-                        "serde::de::self",
-                        "serde::ser::Serialize",
-                        "serde_derive::Deserialize",
-                        "serde_test::\n    assert_de_tokens",
-                        "std::collections::BTreeMap",
-                        "std::convert::TryFrom",
-                        "std::fmt",
-                        "std::iter::FromIterator",
-                        "std::marker::PhantomData",
-                        "super::*"
+                        "doomdef.h",
+                        "i_system.h",
+                        "z_zone.h"
                     ]
+                },
+                "c/doom/LICENSE.TXT": {
+                    "1. Artifact Identity": {
+                        "Filename": "LICENSE.TXT",
+                        "Path": "c/doom/LICENSE.TXT",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5329.72,
+                        "Y": -268.97,
+                        "Z": -5114.69
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 341,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 281,
+                        "Structural Magnitude": 6.82,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "c/doom/README.TXT": {
+                    "1. Artifact Identity": {
+                        "Filename": "README.TXT",
+                        "Path": "c/doom/README.TXT",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -6185.92,
+                        "Y": 77.16,
+                        "Z": -6360.32
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 82,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 62,
+                        "Structural Magnitude": 1.64,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
                 }
             }
         },
         "objective-c/worldwideweb": {
-            "Directory Group Magnitude": 3005.8,
+            "Directory Group Magnitude": 2947.8,
             "File Count": 6,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -533767,14 +533767,14 @@
                 "Error & Exception Exposure": "76.33%",
                 "Tech Debt Exposure": "16.63%",
                 "Testing Exposure": "67.09%",
-                "API Exposure": "9.29%",
+                "API Exposure": "9.11%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "83.31%",
                 "Commented Logic Exposure": "3.45%",
                 "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "48.6%",
+                "Documentation Exposure": "48.56%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -533791,9 +533791,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9498.0,
-                        "Y": -139.03,
-                        "Z": -711.29
+                        "X": -9497.58,
+                        "Y": -138.86,
+                        "Z": -711.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -533805,7 +533805,7 @@
                         "Total LOC": 794,
                         "Coding LOC": 507,
                         "Documentation LOC": 154,
-                        "Structural Magnitude": 929.34,
+                        "Structural Magnitude": 868.34,
                         "Control Flow Ratio": "68.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -533818,14 +533818,14 @@
                         "Error & Exception Exposure": "99.51%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "I/O and Network Boundaries": 0,
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                         "Identity Proof": "Single Indicator (Ext: .tcl)"
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                         "Identity Proof": "Single Indicator (Ext: .tcl)"
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                         "Identity Proof": "Single Indicator (Ext: .tcl)"
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                     "3. Architectural Profile": {
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                     "2. Topological Coordinates": {
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                     "3. Architectural Profile": {
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@@ -558388,6 +558388,1787 @@
                 }
             }
         },
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+            "File Count": 5,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "74.56%",
+                "Error & Exception Exposure": "77.95%",
+                "Tech Debt Exposure": "17.72%",
+                "Testing Exposure": "64.46%",
+                "API Exposure": "1.67%",
+                "Concurrency Exposure": "40.0%",
+                "State Flux Exposure": "80.0%",
+                "Commented Logic Exposure": "0.0%",
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+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "38.0%",
+                "Hardcoded Payload Artifacts": "0.0%"
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+            "Files": {
+                "perl/mojo/IOLoop.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "IOLoop.pm",
+                        "Path": "perl/mojo/IOLoop.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
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+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
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+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
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+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 204,
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+                            "Start Line": 90,
+                            "End Line": 102
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 171,
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+                            "Start Line": 83,
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+                        {
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+                            "Start Line": 144,
+                            "End Line": 149
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+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 158,
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 178,
+                            "End Line": 183
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 151,
+                            "End Line": 154
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+                        {
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+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 31,
+                            "End Line": 44
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 75,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "start",
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 131,
+                            "End Line": 135
+                        },
+                        {
+                            "Function Name": "_instance",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 167,
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+                        },
+                        {
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 169,
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 165,
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+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
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+                            "End Line": 185
+                        },
+                        {
+                            "Function Name": "client",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 46,
+                            "End Line": 65
+                        },
+                        {
+                            "Function Name": "next_tick",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 69,
+                            "End Line": 73
+                        },
+                        {
+                            "Function Name": "_timer",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 217,
+                            "End Line": 221
+                        },
+                        {
+                            "Function Name": "stop_gracefully",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 139,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "is_running",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 67,
+                            "End Line": 67
+                        },
+                        {
+                            "Function Name": "recurring",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 81,
+                            "End Line": 81
+                        },
+                        {
+                            "Function Name": "singleton",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 129,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "stop",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 137,
+                            "End Line": 137
+                        },
+                        {
+                            "Function Name": "timer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 156,
+                            "End Line": 156
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 85,
+                        "Sequential Logic Declarations": 186,
+                        "Function Parameters": 52,
+                        "Function/Method Declarations": 26,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 19,
+                        "Exposed API / Public Exports": 16,
+                        "State Mutations / Variable Reassignments": 232,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 334,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 43,
+                        "Global State Dependencies": 12,
+                        "Decorators and Annotations": 123,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 6,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 12,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 8,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 34,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 13,
+                        "Private / Encapsulated Scopes": 68,
+                        "Event Listeners & Subscribers": 8,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 199,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 7,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 6,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 7,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 2,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 12,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::IOLoop",
+                        "Mojo::IOLoop::Client",
+                        "Mojo::IOLoop::Server",
+                        "Mojo::IOLoop::Stream",
+                        "Mojo::IOLoop::Subprocess",
+                        "Mojo::Reactor::Poll",
+                        "Mojo::Util",
+                        "Scalar::Util",
+                        "constant",
+                        "events"
+                    ]
+                },
+                "perl/mojo/Makefile.PL": {
+                    "1. Artifact Identity": {
+                        "Filename": "Makefile.PL",
+                        "Path": "perl/mojo/Makefile.PL",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5440.92,
+                        "Y": -177.32,
+                        "Z": 7761.19
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 38,
+                        "Coding LOC": 32,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 15.64,
+                        "Control Flow Ratio": "73.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.28
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "9.27%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 14,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 11,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 26,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 21,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 12,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ExtUtils::MakeMaker",
+                        "strict",
+                        "warnings"
+                    ]
+                },
+                "perl/mojo/Promise.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "Promise.pm",
+                        "Path": "perl/mojo/Promise.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4953.59,
+                        "Y": -211.99,
+                        "Z": 7621.32
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 551,
+                        "Coding LOC": 379,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 744.78,
+                        "Control Flow Ratio": "34.4%",
+                        "Popularity Rank": 6,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 4.352
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "97.36%",
+                        "Error & Exception Exposure": "96.46%",
+                        "Tech Debt Exposure": "70.35%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.12%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "68.64%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_all",
+                            "Structural Impact": 22.6,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "32.1%",
+                            "Start Line": 125,
+                            "End Line": 177
+                        },
+                        {
+                            "Function Name": "_settle",
+                            "Structural Impact": 18.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.3%",
+                            "Start Line": 216,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "_finally",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "41.2%",
+                            "Start Line": 199,
+                            "End Line": 214
+                        },
+                        {
+                            "Function Name": "map",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.0%",
+                            "Start Line": 68,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "AWAIT_GET",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 18,
+                            "End Line": 24
+                        },
+                        {
+                            "Function Name": "DESTROY",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 51,
+                            "End Line": 56
+                        },
+                        {
+                            "Function Name": "_timer",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 254,
+                            "End Line": 260
+                        },
+                        {
+                            "Function Name": "_settle_await",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 236,
+                            "End Line": 242
+                        },
+                        {
+                            "Function Name": "_defer",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 189,
+                            "End Line": 197
+                        },
+                        {
+                            "Function Name": "_then_cb",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 244,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "wait",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 117,
+                            "End Line": 123
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 89,
+                            "End Line": 94
+                        },
+                        {
+                            "Function Name": "then",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 101,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "AWAIT_IS_READY",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 28,
+                            "End Line": 32
+                        },
+                        {
+                            "Function Name": "catch",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 62,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "AWAIT_WAIT",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 45,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "finally",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 66,
+                            "End Line": 66
+                        },
+                        {
+                            "Function Name": "AWAIT_ON_READY",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 39,
+                            "End Line": 43
+                        },
+                        {
+                            "Function Name": "_await",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 182,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "reject",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 98,
+                            "End Line": 98
+                        },
+                        {
+                            "Function Name": "resolve",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 99,
+                            "End Line": 99
+                        },
+                        {
+                            "Function Name": "timer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 114,
+                            "End Line": 114
+                        },
+                        {
+                            "Function Name": "timeout",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 115,
+                            "End Line": 115
+                        },
+                        {
+                            "Function Name": "AWAIT_CHAIN_CANCEL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 13,
+                            "End Line": 13
+                        },
+                        {
+                            "Function Name": "AWAIT_CLONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14,
+                            "End Line": 14
+                        },
+                        {
+                            "Function Name": "AWAIT_DONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 15,
+                            "End Line": 15
+                        },
+                        {
+                            "Function Name": "AWAIT_FAIL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 16,
+                            "End Line": 16
+                        },
+                        {
+                            "Function Name": "AWAIT_IS_CANCELLED",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "AWAIT_NEW_DONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 34,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "AWAIT_NEW_FAIL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 35,
+                            "End Line": 35
+                        },
+                        {
+                            "Function Name": "AWAIT_ON_CANCEL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 37
+                        },
+                        {
+                            "Function Name": "all",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 58,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "all_settled",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 59
+                        },
+                        {
+                            "Function Name": "any",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 60,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "clone",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "race",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 96,
+                            "End Line": 96
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 120,
+                        "Sequential Logic Declarations": 229,
+                        "Function Parameters": 46,
+                        "Function/Method Declarations": 37,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 29,
+                        "State Mutations / Variable Reassignments": 256,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 270,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 57,
+                        "Global State Dependencies": 11,
+                        "Decorators and Annotations": 59,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 33,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 12,
+                        "Dependency Injection Constructs": 36,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 45,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 14,
+                        "Explicit Type Casts": 5,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 71,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 235,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 2,
+                        "Time Date Logic": 3,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 12,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::Exception",
+                        "Mojo::IOLoop",
+                        "Mojo::Promise",
+                        "Mojo::UserAgent",
+                        "Scalar::Util",
+                        "constant"
+                    ]
+                },
+                "perl/mojo/Template.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "Template.pm",
+                        "Path": "perl/mojo/Template.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4880.86,
+                        "Y": -142.33,
+                        "Z": 7463.52
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 673,
+                        "Coding LOC": 422,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 611.54,
+                        "Control Flow Ratio": "52.6%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.113
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "79.08%",
+                        "Error & Exception Exposure": "99.43%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.2%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "17.08%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse",
+                            "Structural Impact": 128.6,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 70,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.3%",
+                            "Start Line": 27,
+                            "End Line": 138
+                        },
+                        {
+                            "Function Name": "_compile",
+                            "Structural Impact": 49.6,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 32,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.1%",
+                            "Start Line": 176,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "process",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "35.7%",
+                            "Start Line": 140,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "_wrap",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "26.7%",
+                            "Start Line": 255,
+                            "End Line": 274
+                        },
+                        {
+                            "Function Name": "_trim",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 242,
+                            "End Line": 253
+                        },
+                        {
+                            "Function Name": "render_file",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 165,
+                            "End Line": 174
+                        },
+                        {
+                            "Function Name": "_line",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 236,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "render",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 163,
+                            "End Line": 163
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 153,
+                        "Sequential Logic Declarations": 138,
+                        "Function Parameters": 19,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 375,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 148,
+                        "Closures and Anonymous Functions": 7,
+                        "Global State Dependencies": 9,
+                        "Decorators and Annotations": 47,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 8,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 15,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 42,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 16,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 18,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 95,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 291,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 20,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 11,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 13,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::ByteStream",
+                        "Mojo::Exception",
+                        "Mojo::File",
+                        "Mojo::Template",
+                        "Mojo::Util",
+                        "Time::Piece",
+                        "a",
+                        "at",
+                        "constant",
+                        "newline",
+                        "warnings"
+                    ]
+                },
+                "perl/mojo/WebSocket.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "WebSocket.pm",
+                        "Path": "perl/mojo/WebSocket.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4606.51,
+                        "Y": -214.81,
+                        "Z": 8273.67
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 455,
+                        "Coding LOC": 275,
+                        "Documentation LOC": 12,
+                        "Structural Magnitude": 287.8,
+                        "Control Flow Ratio": "39.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.409
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "89.91%",
+                        "Error & Exception Exposure": "95.8%",
+                        "Tech Debt Exposure": "18.24%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.31%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "69.32%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse_message",
+                            "Structural Impact": 34.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.9%",
+                            "Start Line": 66,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "build_message",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13,
+                            "End Line": 35
+                        },
+                        {
+                            "Function Name": "finish",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 48,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "server_read",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 124,
+                            "End Line": 135
+                        },
+                        {
+                            "Function Name": "server_write",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 137,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "closed",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 40,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "send",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 116,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "with_protocols",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 152,
+                            "End Line": 160
+                        },
+                        {
+                            "Function Name": "with_compression",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 144,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "client_read",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 37
+                        },
+                        {
+                            "Function Name": "client_write",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 38,
+                            "End Line": 38
+                        },
+                        {
+                            "Function Name": "connection",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 46,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "kept_alive",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 62,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "local_address",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 63,
+                            "End Line": 63
+                        },
+                        {
+                            "Function Name": "local_port",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "protocol",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 107,
+                            "End Line": 107
+                        },
+                        {
+                            "Function Name": "remote_address",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 109,
+                            "End Line": 109
+                        },
+                        {
+                            "Function Name": "remote_port",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 110,
+                            "End Line": 110
+                        },
+                        {
+                            "Function Name": "req",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 111,
+                            "End Line": 111
+                        },
+                        {
+                            "Function Name": "res",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 112,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "is_websocket",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 60,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "resume",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 114,
+                            "End Line": 114
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 75,
+                        "Sequential Logic Declarations": 116,
+                        "Function Parameters": 36,
+                        "Function/Method Declarations": 22,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 22,
+                        "State Mutations / Variable Reassignments": 148,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 18,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 56,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 11,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 12,
+                        "Dependency Injection Constructs": 1,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 48,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 12,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 28,
+                        "Private / Encapsulated Scopes": 46,
+                        "Event Listeners & Subscribers": 16,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 143,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Compress::Raw::Zlib",
+                        "List::Util",
+                        "Mojo::Base",
+                        "Mojo::JSON",
+                        "Mojo::Transaction::WebSocket",
+                        "Mojo::Util",
+                        "Mojo::WebSocket"
+                    ]
+                }
+            }
+        },
         "powershell/PowerToys": {
             "Directory Group Magnitude": 2359.8,
             "File Count": 24,
@@ -562441,1581 +564222,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/PowerToys/generateMonacoWxs.ps1": {
-                    "1. Artifact Identity": {
-                        "Filename": "generateMonacoWxs.ps1",
-                        "Path": "powershell/PowerToys/generateMonacoWxs.ps1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -3150.15,
-                        "Y": -208.07,
-                        "Z": 1908.24
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 97,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 71.08,
-                        "Control Flow Ratio": "90.9%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.028
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "75.23%",
-                        "Error & Exception Exposure": "99.53%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "3.02%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 54,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 8,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 4,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 25,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 6,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 2,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 2,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "perl/mojo": {
-            "Directory Group Magnitude": 2298.02,
-            "File Count": 5,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "74.56%",
-                "Error & Exception Exposure": "77.95%",
-                "Tech Debt Exposure": "17.72%",
-                "Testing Exposure": "64.46%",
-                "API Exposure": "0.0%",
-                "Concurrency Exposure": "40.0%",
-                "State Flux Exposure": "80.0%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "80.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "2.51%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "perl/mojo/IOLoop.pm": {
-                    "1. Artifact Identity": {
-                        "Filename": "IOLoop.pm",
-                        "Path": "perl/mojo/IOLoop.pm",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5241.03,
-                        "Y": -220.14,
-                        "Z": 8056.15
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 552,
-                        "Coding LOC": 353,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 693.26,
-                        "Control Flow Ratio": "31.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.829
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "97.17%",
-                        "Error & Exception Exposure": "98.06%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "_remove",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.0%",
-                            "Start Line": 187,
-                            "End Line": 202
-                        },
-                        {
-                            "Function Name": "_stream",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 204,
-                            "End Line": 215
-                        },
-                        {
-                            "Function Name": "server",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 104,
-                            "End Line": 127
-                        },
-                        {
-                            "Function Name": "reset",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 90,
-                            "End Line": 102
-                        },
-                        {
-                            "Function Name": "_maybe_accepting",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 171,
-                            "End Line": 176
-                        },
-                        {
-                            "Function Name": "remove",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 83,
-                            "End Line": 88
-                        },
-                        {
-                            "Function Name": "stream",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 144,
-                            "End Line": 149
-                        },
-                        {
-                            "Function Name": "_id",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 158,
-                            "End Line": 163
-                        },
-                        {
-                            "Function Name": "_not_accepting",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 178,
-                            "End Line": 183
-                        },
-                        {
-                            "Function Name": "subprocess",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 151,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "acceptor",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 31,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "one_tick",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 75,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "start",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 131,
-                            "End Line": 135
-                        },
-                        {
-                            "Function Name": "_instance",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 167,
-                            "End Line": 167
-                        },
-                        {
-                            "Function Name": "_limit",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 169,
-                            "End Line": 169
-                        },
-                        {
-                            "Function Name": "_in",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 165,
-                            "End Line": 165
-                        },
-                        {
-                            "Function Name": "_out",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 185,
-                            "End Line": 185
-                        },
-                        {
-                            "Function Name": "client",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "next_tick",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 69,
-                            "End Line": 73
-                        },
-                        {
-                            "Function Name": "_timer",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 217,
-                            "End Line": 221
-                        },
-                        {
-                            "Function Name": "stop_gracefully",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "is_running",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 67,
-                            "End Line": 67
-                        },
-                        {
-                            "Function Name": "recurring",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 81
-                        },
-                        {
-                            "Function Name": "singleton",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 129,
-                            "End Line": 129
-                        },
-                        {
-                            "Function Name": "stop",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 137,
-                            "End Line": 137
-                        },
-                        {
-                            "Function Name": "timer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 156,
-                            "End Line": 156
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 85,
-                        "Sequential Logic Declarations": 186,
-                        "Function Parameters": 52,
-                        "Function/Method Declarations": 26,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 2,
-                        "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 232,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 334,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 43,
-                        "Global State Dependencies": 12,
-                        "Decorators and Annotations": 123,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 6,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 12,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 8,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 34,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 11,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 1,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 13,
-                        "Private / Encapsulated Scopes": 68,
-                        "Event Listeners & Subscribers": 8,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 199,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 7,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 12,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::IOLoop",
-                        "Mojo::IOLoop::Client",
-                        "Mojo::IOLoop::Server",
-                        "Mojo::IOLoop::Stream",
-                        "Mojo::IOLoop::Subprocess",
-                        "Mojo::Reactor::Poll",
-                        "Mojo::Util",
-                        "Scalar::Util",
-                        "constant",
-                        "events"
-                    ]
-                },
-                "perl/mojo/Makefile.PL": {
-                    "1. Artifact Identity": {
-                        "Filename": "Makefile.PL",
-                        "Path": "perl/mojo/Makefile.PL",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5440.12,
-                        "Y": -177.34,
-                        "Z": 7760.84
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 38,
-                        "Coding LOC": 32,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 15.64,
-                        "Control Flow Ratio": "73.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.28
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.27%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 14,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 11,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 26,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 1,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 21,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 12,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "ExtUtils::MakeMaker",
-                        "strict",
-                        "warnings"
-                    ]
-                },
-                "perl/mojo/Promise.pm": {
-                    "1. Artifact Identity": {
-                        "Filename": "Promise.pm",
-                        "Path": "perl/mojo/Promise.pm",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -4953.31,
-                        "Y": -211.99,
-                        "Z": 7620.87
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 551,
-                        "Coding LOC": 379,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 715.78,
-                        "Control Flow Ratio": "34.4%",
-                        "Popularity Rank": 6,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.352
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "97.36%",
-                        "Error & Exception Exposure": "96.46%",
-                        "Tech Debt Exposure": "70.35%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "_all",
-                            "Structural Impact": 22.6,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "32.1%",
-                            "Start Line": 125,
-                            "End Line": 177
-                        },
-                        {
-                            "Function Name": "_settle",
-                            "Structural Impact": 18.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 216,
-                            "End Line": 234
-                        },
-                        {
-                            "Function Name": "_finally",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "41.2%",
-                            "Start Line": 199,
-                            "End Line": 214
-                        },
-                        {
-                            "Function Name": "map",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.0%",
-                            "Start Line": 68,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "AWAIT_GET",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 18,
-                            "End Line": 24
-                        },
-                        {
-                            "Function Name": "DESTROY",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 51,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "_timer",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 254,
-                            "End Line": 260
-                        },
-                        {
-                            "Function Name": "_settle_await",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 236,
-                            "End Line": 242
-                        },
-                        {
-                            "Function Name": "_defer",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 189,
-                            "End Line": 197
-                        },
-                        {
-                            "Function Name": "_then_cb",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 244,
-                            "End Line": 252
-                        },
-                        {
-                            "Function Name": "wait",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 117,
-                            "End Line": 123
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 89,
-                            "End Line": 94
-                        },
-                        {
-                            "Function Name": "then",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 101,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "AWAIT_IS_READY",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 28,
-                            "End Line": 32
-                        },
-                        {
-                            "Function Name": "catch",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 62,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "AWAIT_WAIT",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 45,
-                            "End Line": 49
-                        },
-                        {
-                            "Function Name": "finally",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 66,
-                            "End Line": 66
-                        },
-                        {
-                            "Function Name": "AWAIT_ON_READY",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 39,
-                            "End Line": 43
-                        },
-                        {
-                            "Function Name": "_await",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 182,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "reject",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 98,
-                            "End Line": 98
-                        },
-                        {
-                            "Function Name": "resolve",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 99,
-                            "End Line": 99
-                        },
-                        {
-                            "Function Name": "timer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 114
-                        },
-                        {
-                            "Function Name": "timeout",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 115,
-                            "End Line": 115
-                        },
-                        {
-                            "Function Name": "AWAIT_CHAIN_CANCEL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13,
-                            "End Line": 13
-                        },
-                        {
-                            "Function Name": "AWAIT_CLONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14,
-                            "End Line": 14
-                        },
-                        {
-                            "Function Name": "AWAIT_DONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 15,
-                            "End Line": 15
-                        },
-                        {
-                            "Function Name": "AWAIT_FAIL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 16,
-                            "End Line": 16
-                        },
-                        {
-                            "Function Name": "AWAIT_IS_CANCELLED",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 26
-                        },
-                        {
-                            "Function Name": "AWAIT_NEW_DONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 34,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "AWAIT_NEW_FAIL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 35,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "AWAIT_ON_CANCEL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "all",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 58,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "all_settled",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 59
-                        },
-                        {
-                            "Function Name": "any",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 60,
-                            "End Line": 60
-                        },
-                        {
-                            "Function Name": "clone",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
-                        },
-                        {
-                            "Function Name": "race",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 96,
-                            "End Line": 96
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 120,
-                        "Sequential Logic Declarations": 229,
-                        "Function Parameters": 46,
-                        "Function/Method Declarations": 37,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 256,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 270,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 57,
-                        "Global State Dependencies": 11,
-                        "Decorators and Annotations": 59,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 33,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 8,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 12,
-                        "Dependency Injection Constructs": 36,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 45,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 14,
-                        "Explicit Type Casts": 5,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 71,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 235,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 2,
-                        "Time Date Logic": 3,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 2,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 6,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::Exception",
-                        "Mojo::IOLoop",
-                        "Mojo::Promise",
-                        "Mojo::UserAgent",
-                        "Scalar::Util",
-                        "constant"
-                    ]
-                },
-                "perl/mojo/Template.pm": {
-                    "1. Artifact Identity": {
-                        "Filename": "Template.pm",
-                        "Path": "perl/mojo/Template.pm",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -4880.63,
-                        "Y": -142.36,
-                        "Z": 7463.68
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 673,
-                        "Coding LOC": 422,
-                        "Documentation LOC": 49,
-                        "Structural Magnitude": 607.54,
-                        "Control Flow Ratio": "52.6%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.113
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "79.08%",
-                        "Error & Exception Exposure": "99.43%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.54%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "parse",
-                            "Structural Impact": 128.6,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 70,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.3%",
-                            "Start Line": 27,
-                            "End Line": 138
-                        },
-                        {
-                            "Function Name": "_compile",
-                            "Structural Impact": 49.6,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 32,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.1%",
-                            "Start Line": 176,
-                            "End Line": 234
-                        },
-                        {
-                            "Function Name": "process",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 140,
-                            "End Line": 161
-                        },
-                        {
-                            "Function Name": "_wrap",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "26.7%",
-                            "Start Line": 255,
-                            "End Line": 274
-                        },
-                        {
-                            "Function Name": "_trim",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 242,
-                            "End Line": 253
-                        },
-                        {
-                            "Function Name": "render_file",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 165,
-                            "End Line": 174
-                        },
-                        {
-                            "Function Name": "_line",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 236,
-                            "End Line": 240
-                        },
-                        {
-                            "Function Name": "render",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 163,
-                            "End Line": 163
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 153,
-                        "Sequential Logic Declarations": 138,
-                        "Function Parameters": 19,
-                        "Function/Method Declarations": 8,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 375,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 148,
-                        "Closures and Anonymous Functions": 7,
-                        "Global State Dependencies": 9,
-                        "Decorators and Annotations": 47,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 8,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 15,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 42,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 16,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 11,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 18,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 95,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 291,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 20,
-                        "Time Date Logic": 1,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 11,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 13,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::ByteStream",
-                        "Mojo::Exception",
-                        "Mojo::File",
-                        "Mojo::Template",
-                        "Mojo::Util",
-                        "Time::Piece",
-                        "a",
-                        "at",
-                        "constant",
-                        "newline",
-                        "warnings"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "perl/mojo/WebSocket.pm": {
+                "powershell/PowerToys/generateMonacoWxs.ps1": {
                     "1. Artifact Identity": {
-                        "Filename": "WebSocket.pm",
-                        "Path": "perl/mojo/WebSocket.pm",
-                        "Language": "Perl",
+                        "Filename": "generateMonacoWxs.ps1",
+                        "Path": "powershell/PowerToys/generateMonacoWxs.ps1",
+                        "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4607.11,
-                        "Y": -214.74,
-                        "Z": 8272.08
+                        "X": -3150.15,
+                        "Y": -208.07,
+                        "Z": 1908.24
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564024,313 +564253,92 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 455,
-                        "Coding LOC": 275,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 265.8,
-                        "Control Flow Ratio": "39.3%",
+                        "Total LOC": 97,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 71.08,
+                        "Control Flow Ratio": "90.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.409
+                        "Raw Cognitive Density": 1.028
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "89.91%",
-                        "Error & Exception Exposure": "95.8%",
-                        "Tech Debt Exposure": "18.24%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "75.23%",
+                        "Error & Exception Exposure": "99.53%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "3.02%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "parse_message",
-                            "Structural Impact": 34.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 66,
-                            "End Line": 105
-                        },
-                        {
-                            "Function Name": "build_message",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 13,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "finish",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 48,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "server_read",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 124,
-                            "End Line": 135
-                        },
-                        {
-                            "Function Name": "server_write",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 137,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "closed",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 40,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "send",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 116,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "with_protocols",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 152,
-                            "End Line": 160
-                        },
-                        {
-                            "Function Name": "with_compression",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 144,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "client_read",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "client_write",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 38,
-                            "End Line": 38
-                        },
-                        {
-                            "Function Name": "connection",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "kept_alive",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 62,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "local_address",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 63,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "local_port",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
-                        },
-                        {
-                            "Function Name": "protocol",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 107,
-                            "End Line": 107
-                        },
-                        {
-                            "Function Name": "remote_address",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 109,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "remote_port",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 110,
-                            "End Line": 110
-                        },
-                        {
-                            "Function Name": "req",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 111,
-                            "End Line": 111
-                        },
-                        {
-                            "Function Name": "res",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 112,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "is_websocket",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 60,
-                            "End Line": 60
-                        },
-                        {
-                            "Function Name": "resume",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 114
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 75,
-                        "Sequential Logic Declarations": 116,
-                        "Function Parameters": 36,
-                        "Function/Method Declarations": 22,
-                        "Class/Entity Declarations": 1,
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 148,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 54,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 18,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 56,
+                        "Closures and Anonymous Functions": 8,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 4,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 11,
+                        "Collection Iterators / Comprehensions": 2,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 8,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 4,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 12,
-                        "Dependency Injection Constructs": 1,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 48,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 12,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 28,
-                        "Private / Encapsulated Scopes": 46,
-                        "Event Listeners & Subscribers": 16,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 143,
+                        "Structural Space Indentations": 25,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 6,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -564339,12 +564347,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
                         "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
+                        "Design Pascal Case": 2,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -564352,7 +564360,7 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
+                        "High-Entropy / Obfuscated Logic": 2,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
@@ -564371,20 +564379,12 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "Compress::Raw::Zlib",
-                        "List::Util",
-                        "Mojo::Base",
-                        "Mojo::JSON",
-                        "Mojo::Transaction::WebSocket",
-                        "Mojo::Util",
-                        "Mojo::WebSocket"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
@@ -564423,9 +564423,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7901.93,
+                        "X": -7900.06,
                         "Y": -39.7,
-                        "Z": -4142.52
+                        "Z": -4141.55
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564686,9 +564686,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8214.0,
+                        "X": -8212.14,
                         "Y": -50.45,
-                        "Z": -3868.01
+                        "Z": -3867.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564937,9 +564937,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7997.48,
+                        "X": -7995.62,
                         "Y": 75.91,
-                        "Z": -4550.87
+                        "Z": -4549.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -565169,9 +565169,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9044.85,
+                        "X": -9042.99,
                         "Y": 39.31,
-                        "Z": -4606.1
+                        "Z": -4605.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -565412,9 +565412,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9008.77,
+                        "X": -9006.91,
                         "Y": 33.16,
-                        "Z": -4425.31
+                        "Z": -4424.33
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -565635,9 +565635,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9046.66,
+                        "X": -9044.8,
                         "Y": -72.82,
-                        "Z": -4352.06
+                        "Z": -4351.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -565816,9 +565816,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8201.38,
+                        "X": -8199.52,
                         "Y": 89.9,
-                        "Z": -4996.12
+                        "Z": -4995.15
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -566087,9 +566087,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8432.1,
+                        "X": -8430.24,
                         "Y": 26.06,
-                        "Z": -4860.62
+                        "Z": -4859.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -566352,9 +566352,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8436.68,
+                        "X": -8434.82,
                         "Y": 19.08,
-                        "Z": -4571.75
+                        "Z": -4570.78
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -566726,9 +566726,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8730.42,
+                        "X": -8728.56,
                         "Y": 58.11,
-                        "Z": -4928.05
+                        "Z": -4927.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -566937,9 +566937,9 @@
                         "Identity Proof": "Metadata Anchor (boot.py)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8175.15,
+                        "X": -8173.29,
                         "Y": -67.41,
-                        "Z": -4206.46
+                        "Z": -4205.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -567340,9 +567340,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7734.08,
+                        "X": -7732.22,
                         "Y": 7.96,
-                        "Z": -4697.05
+                        "Z": -4696.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -567520,9 +567520,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8729.58,
+                        "X": -8727.72,
                         "Y": -68.26,
-                        "Z": -4108.86
+                        "Z": -4107.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -567855,9 +567855,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8591.51,
+                        "X": -8589.65,
                         "Y": -36.74,
-                        "Z": -3761.22
+                        "Z": -3760.25
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -572315,9 +572315,9 @@
                         "Identity Proof": "Prose Extension (.txt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5662.88,
+                        "X": -5662.86,
                         "Y": 206.9,
-                        "Z": 9184.18
+                        "Z": 9184.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -572472,9 +572472,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5649.71,
+                        "X": -5649.69,
                         "Y": 177.77,
-                        "Z": 10140.65
+                        "Z": 10140.62
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -572827,9 +572827,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4928.96,
+                        "X": -4928.94,
                         "Y": 202.14,
-                        "Z": 9583.4
+                        "Z": 9583.36
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -573006,9 +573006,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5074.33,
+                        "X": -5074.31,
                         "Y": 201.18,
-                        "Z": 10128.24
+                        "Z": 10128.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -573459,9 +573459,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5893.48,
+                        "X": -5893.45,
                         "Y": 197.64,
-                        "Z": 9522.02
+                        "Z": 9521.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -573724,9 +573724,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5292.22,
+                        "X": -5292.2,
                         "Y": 265.74,
-                        "Z": 9344.21
+                        "Z": 9344.17
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -574025,9 +574025,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5395.15,
+                        "X": -5395.13,
                         "Y": 235.59,
-                        "Z": 9914.37
+                        "Z": 9914.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -574513,9 +574513,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5475.09,
+                        "X": -5475.07,
                         "Y": 156.02,
-                        "Z": 10317.54
+                        "Z": 10317.5
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -574679,7 +574679,7 @@
             }
         },
         "swift/alamofire": {
-            "Directory Group Magnitude": 2100.0,
+            "Directory Group Magnitude": 2098.0,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -574689,14 +574689,14 @@
                 "Error & Exception Exposure": "28.24%",
                 "Tech Debt Exposure": "12.33%",
                 "Testing Exposure": "46.72%",
-                "API Exposure": "8.32%",
+                "API Exposure": "7.81%",
                 "Concurrency Exposure": "55.74%",
                 "State Flux Exposure": "40.05%",
                 "Commented Logic Exposure": "7.75%",
                 "Specification Exposure": "71.43%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "10.4%",
+                "Documentation Exposure": "8.6%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -574882,8 +574882,8 @@
                     },
                     "2. Topological Coordinates": {
                         "X": -7903.7,
-                        "Y": 286.85,
-                        "Z": 3082.56
+                        "Y": 286.84,
+                        "Z": 3082.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -574895,7 +574895,7 @@
                         "Total LOC": 875,
                         "Coding LOC": 653,
                         "Documentation LOC": 155,
-                        "Structural Magnitude": 238.66,
+                        "Structural Magnitude": 237.66,
                         "Control Flow Ratio": "61.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -574908,14 +574908,14 @@
                         "Error & Exception Exposure": "65.36%",
                         "Tech Debt Exposure": "8.73%",
                         "Testing Exposure": "2.31%",
-                        "API Exposure": "11.43%",
+                        "API Exposure": "11.37%",
                         "Concurrency Exposure": "44.27%",
                         "State Flux Exposure": "94.93%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.2%",
+                        "Documentation Exposure": "12.53%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -574961,7 +574961,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 47,
+                        "Exposed API / Public Exports": 46,
                         "State Mutations / Variable Reassignments": 147,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 129,
@@ -575071,9 +575071,9 @@
                         "Identity Proof": "Metadata Anchor (Package.swift)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7521.98,
-                        "Y": 252.72,
-                        "Z": 2979.57
+                        "X": -7522.44,
+                        "Y": 252.63,
+                        "Z": 2979.86
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -575085,7 +575085,7 @@
                         "Total LOC": 53,
                         "Coding LOC": 26,
                         "Documentation LOC": 24,
-                        "Structural Magnitude": 16.52,
+                        "Structural Magnitude": 15.52,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -575098,14 +575098,14 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "3.48%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -575120,7 +575120,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -586171,1480 +586171,133 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/moby/validate-swagger.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "validate-swagger.sh",
-                        "Path": "shell/moby/validate-swagger.sh",
-                        "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5938.82,
-                        "Y": -201.29,
-                        "Z": 3487.77
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 17,
-                        "Coding LOC": 11,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 8.02,
-                        "Control Flow Ratio": "83.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.1
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.91%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 11,
-                            "End Line": 16
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 16
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 3,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "assembly/cosmopolitan": {
-            "Directory Group Magnitude": 2008.46,
-            "File Count": 4,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "23.84%",
-                "Error & Exception Exposure": "39.21%",
-                "Tech Debt Exposure": "10.59%",
-                "Testing Exposure": "41.18%",
-                "API Exposure": "4.42%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "33.2%",
-                "Commented Logic Exposure": "2.9%",
-                "Specification Exposure": "75.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "27.77%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "assembly/cosmopolitan/ape.S": {
-                    "1. Artifact Identity": {
-                        "Filename": "ape.S",
-                        "Path": "assembly/cosmopolitan/ape.S",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (3.6% Spaces / 96.4% Tabs)",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7997.17,
-                        "Y": 134.84,
-                        "Z": 6229.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1889,
-                        "Coding LOC": 1522,
-                        "Documentation LOC": 269,
-                        "Structural Magnitude": 445.44,
-                        "Control Flow Ratio": "31.8%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.159
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.41%",
-                        "Error & Exception Exposure": "57.42%",
-                        "Tech Debt Exposure": "32.61%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "5.51%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "32.78%",
-                        "Commented Logic Exposure": "6.5%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "e820",
-                            "Structural Impact": 31.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "52.4%",
-                            "Start Line": 1413,
-                            "End Line": 1445
-                        },
-                        {
-                            "Function Name": "a20",
-                            "Structural Impact": 30.6,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "35.1%",
-                            "Start Line": 1458,
-                            "End Line": 1508
-                        },
-                        {
-                            "Function Name": "dsknfo",
-                            "Structural Impact": 26.3,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 346,
-                            "End Line": 395
-                        },
-                        {
-                            "Function Name": "lcheck",
-                            "Structural Impact": 23.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 1376,
-                            "End Line": 1412
-                        },
-                        {
-                            "Function Name": "pcread",
-                            "Structural Impact": 23.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 412,
-                            "End Line": 446
-                        },
-                        {
-                            "Function Name": "pc",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 95,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "17.2%",
-                            "Start Line": 251,
-                            "End Line": 345
-                        },
-                        {
-                            "Function Name": "loadhi",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 1555,
-                            "End Line": 1592
-                        },
-                        {
-                            "Function Name": "stub",
-                            "Structural Impact": 13.9,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 216,
-                            "End Line": 250
-                        },
-                        {
-                            "Function Name": "long",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "17.6%",
-                            "Start Line": 1645,
-                            "End Line": 1700
-                        },
-                        {
-                            "Function Name": "rvputs",
-                            "Structural Impact": 12.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 447,
-                            "End Line": 462
-                        },
-                        {
-                            "Function Name": "sinit4",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 475,
-                            "End Line": 488
-                        },
-                        {
-                            "Function Name": "realmodeloader",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1283,
-                            "End Line": 1296
-                        },
-                        {
-                            "Function Name": "kernel",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "8.7%",
-                            "Start Line": 1743,
-                            "End Line": 1817
-                        },
-                        {
-                            "Function Name": "sinit",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 497,
-                            "End Line": 525
-                        },
-                        {
-                            "Function Name": "longmodeloader",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1365,
-                            "End Line": 1375
-                        },
-                        {
-                            "Function Name": "rldie",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 463,
-                            "End Line": 474
-                        },
-                        {
-                            "Function Name": "lhinit",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1297,
-                            "End Line": 1310
-                        },
-                        {
-                            "Function Name": "pinit",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "9.5%",
-                            "Start Line": 1593,
-                            "End Line": 1620
-                        },
-                        {
-                            "Function Name": "ape_loader_end",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 334,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 713,
-                            "End Line": 1046
-                        },
-                        {
-                            "Function Name": "_gdt",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 1186,
-                            "End Line": 1276
-                        },
-                        {
-                            "Function Name": "cpyhi",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 1516,
-                            "End Line": 1526
-                        },
-                        {
-                            "Function Name": "unreal",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 1534,
-                            "End Line": 1549
-                        },
-                        {
-                            "Function Name": "ape_disk",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 187,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 526,
-                            "End Line": 712
-                        },
-                        {
-                            "Function Name": "ape_grub_entry",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1701,
-                            "End Line": 1713
-                        },
-                        {
-                            "Function Name": "rlinit",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1311,
-                            "End Line": 1316
-                        },
-                        {
-                            "Function Name": "golong",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1626,
-                            "End Line": 1644
-                        },
-                        {
-                            "Function Name": "ape_pe",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 105,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1047,
-                            "End Line": 1151
-                        },
-                        {
-                            "Function Name": "ape_idata_idt",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1152,
-                            "End Line": 1168
-                        },
-                        {
-                            "Function Name": "ape_idata_iat",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1169,
-                            "End Line": 1185
-                        },
-                        {
-                            "Function Name": "__bss_end",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1864,
-                            "End Line": 1888
-                        },
-                        {
-                            "Function Name": "ape_idata_ro",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1839,
-                            "End Line": 1845
-                        },
-                        {
-                            "Function Name": "ape_pad_data",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1833,
-                            "End Line": 1838
-                        },
-                        {
-                            "Function Name": "__data_start",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1846,
-                            "End Line": 1851
-                        },
-                        {
-                            "Function Name": "__data_end",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1852,
-                            "End Line": 1857
-                        },
-                        {
-                            "Function Name": "__bss_start",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1858,
-                            "End Line": 1863
-                        },
-                        {
-                            "Function Name": "ape_pad_head",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1818,
-                            "End Line": 1822
-                        },
-                        {
-                            "Function Name": "ape_pad_text",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1823,
-                            "End Line": 1827
-                        },
-                        {
-                            "Function Name": "ape_pad_privileged",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1828,
-                            "End Line": 1832
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 114,
-                        "Sequential Logic Declarations": 244,
-                        "Function Parameters": 369,
-                        "Function/Method Declarations": 39,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 26,
-                        "Exposed API / Public Exports": 7,
-                        "State Mutations / Variable Reassignments": 64,
-                        "Commented-out Code (Dead Logic)": 7,
-                        "Structured Documentation Blocks": 21,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 7,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 52,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 5,
-                        "Pointer Arithmetic & Addressing": 31,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 102,
-                        "Thread Synchronization Locks": 12,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1007,
-                        "Structural Space Indentations": 38,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 27,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 19,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
-                        "Design Short Vars": 11,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "APE_LOADER"
-                    ]
-                },
-                "assembly/cosmopolitan/notice.inc": {
-                    "1. Artifact Identity": {
-                        "Filename": "notice.inc",
-                        "Path": "assembly/cosmopolitan/notice.inc",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7445.52,
-                        "Y": 124.77,
-                        "Z": 6524.83
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 10.52,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/cosmopolitan/start.S": {
-                    "1. Artifact Identity": {
-                        "Filename": "start.S",
-                        "Path": "assembly/cosmopolitan/start.S",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7736.03,
-                        "Y": 160.35,
-                        "Z": 5639.61
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 85,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 24,
-                        "Structural Magnitude": 11.08,
-                        "Control Flow Ratio": "33.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.037
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.46%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.43%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "ElfEntrypoint",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 35,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "_start",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 25,
-                            "End Line": 29
-                        },
-                        {
-                            "Function Name": "XnuEntrypoint",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 33,
-                            "End Line": 34
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 31,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/cosmopolitan/loader.c": {
+                "shell/moby/validate-swagger.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "loader.c",
-                        "Path": "assembly/cosmopolitan/loader.c",
-                        "Language": "C",
-                        "Architect": "2021 Justine Alexandra Roberts Tunney                              │",
-                        "Indentation Style": "Spaces",
+                        "Filename": "validate-swagger.sh",
+                        "Path": "shell/moby/validate-swagger.sh",
+                        "Language": "Shell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7711.88,
-                        "Y": 101.25,
-                        "Z": 6028.95
+                        "X": -5938.82,
+                        "Y": -201.29,
+                        "Z": 3487.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1128,
-                        "Coding LOC": 911,
-                        "Documentation LOC": 134,
-                        "Structural Magnitude": 1541.42,
-                        "Control Flow Ratio": "74.8%",
+                        "Total LOC": 17,
+                        "Coding LOC": 11,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 8.02,
+                        "Control Flow Ratio": "83.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.154
+                        "Raw Cognitive Density": 0.1
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "82.51%",
-                        "Error & Exception Exposure": "99.44%",
-                        "Tech Debt Exposure": "9.75%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "12.15%",
+                        "Cognitive Load Exposure": "6.91%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.12%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.17%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Spawn",
-                            "Structural Impact": 138.7,
-                            "Lines of Code (LOC)": 171,
-                            "Control Flow Branches": 45,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "84.9%",
-                            "Start Line": 633,
-                            "End Line": 803
-                        },
-                        {
-                            "Function Name": "TryElf",
-                            "Structural Impact": 132.3,
-                            "Lines of Code (LOC)": 126,
-                            "Control Flow Branches": 41,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "70.7%",
-                            "Start Line": 805,
-                            "End Line": 930
-                        },
-                        {
-                            "Function Name": "Printf",
-                            "Structural Impact": 56.2,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 23,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "95.8%",
-                            "Start Line": 520,
-                            "End Line": 569
-                        },
-                        {
-                            "Function Name": "Mmap",
-                            "Structural Impact": 37.9,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 480,
-                            "End Line": 501
-                        },
-                        {
-                            "Function Name": "Pread",
-                            "Structural Impact": 32.9,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 405,
-                            "End Line": 425
-                        },
-                        {
-                            "Function Name": "Commandv",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 615,
-                            "End Line": 631
-                        },
-                        {
-                            "Function Name": "GetEnv",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 321,
-                            "End Line": 339
-                        },
-                        {
-                            "Function Name": "MemMove",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 291,
-                            "End Line": 319
-                        },
-                        {
-                            "Function Name": "SearchPath",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 596,
-                            "End Line": 613
-                        },
-                        {
-                            "Function Name": "Write",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 427,
-                            "End Line": 439
-                        },
-                        {
-                            "Function Name": "Mprotect",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 466,
-                            "End Line": 478
-                        },
-                        {
-                            "Function Name": "Open",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 457,
-                            "End Line": 464
-                        },
-                        {
-                            "Function Name": "Access",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 441,
-                            "End Line": 447
-                        },
-                        {
-                            "Function Name": "Print",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 503,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "Utoa",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 341,
-                            "End Line": 358
-                        },
-                        {
-                            "Function Name": "Exit",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 376,
-                            "End Line": 389
-                        },
-                        {
-                            "Function Name": "Close",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 391,
-                            "End Line": 403
-                        },
-                        {
-                            "Function Name": "AccessCommand",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 586,
-                            "End Line": 594
-                        },
-                        {
-                            "Function Name": "Perror",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 571,
-                            "End Line": 578
-                        },
-                        {
-                            "Function Name": "CallSystem",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 366,
-                            "End Line": 374
-                        },
-                        {
-                            "Function Name": "MemChr",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 282,
-                            "End Line": 289
-                        },
-                        {
-                            "Function Name": "Msyscall",
+                            "Function Name": "Anonymous_Block",
                             "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 449,
-                            "End Line": 455
-                        },
-                        {
-                            "Function Name": "Bzero",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 267,
-                            "End Line": 280
-                        },
-                        {
-                            "Function Name": "StrCmp",
-                            "Structural Impact": 5.5,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 239,
-                            "End Line": 244
-                        },
-                        {
-                            "Function Name": "Itoa",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 360,
-                            "End Line": 364
-                        },
-                        {
-                            "Function Name": "StrLen",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 232,
-                            "End Line": 237
-                        },
-                        {
-                            "Function Name": "ShowUsage",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 932,
-                            "End Line": 947
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 11,
+                            "End Line": 16
                         },
                         {
-                            "Function Name": "Pexit",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 580,
-                            "End Line": 584
+                            "Start Line": 1,
+                            "End Line": 16
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 97,
-                        "Function Parameters": 43,
-                        "Function/Method Declarations": 30,
-                        "Class/Entity Declarations": 16,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 9,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 147,
-                        "State Mutations / Variable Reassignments": 773,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 1,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 16,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 2,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 72,
-                        "Pointer Arithmetic & Addressing": 174,
-                        "Manual Memory Allocation": 5,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 19,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 21,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 33,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 25,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 757,
+                        "Structural Tab Indentations": 3,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 5,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -587657,12 +586310,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 122,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 121,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 47,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -587689,19 +586342,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "ape/ape.h"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
         "typescript/assemblyscript": {
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+            "Directory Group Magnitude": 1974.42,
             "File Count": 5,
             "Ecosystem Fingerprint (Archetypes)": {
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@@ -587712,14 +586363,14 @@
                 "Error & Exception Exposure": "51.83%",
                 "Tech Debt Exposure": "11.43%",
                 "Testing Exposure": "48.46%",
-                "API Exposure": "3.53%",
+                "API Exposure": "3.41%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "59.05%",
                 "Commented Logic Exposure": "2.27%",
                 "Specification Exposure": "60.0%",
                 "Instability Exposure": "40.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "22.97%",
+                "Documentation Exposure": "22.92%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -591823,7 +590474,7 @@
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                         "X": 4599.26,
                         "Y": 227.35,
-                        "Z": -9001.67
+                        "Z": -9001.68
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -591835,7 +590486,7 @@
                         "Total LOC": 4588,
                         "Coding LOC": 4099,
                         "Documentation LOC": 194,
-                        "Structural Magnitude": 481.8,
+                        "Structural Magnitude": 481.6,
                         "Control Flow Ratio": "73.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -591848,14 +590499,14 @@
                         "Error & Exception Exposure": "97.23%",
                         "Tech Debt Exposure": "9.51%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.92%",
+                        "API Exposure": "1.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.5%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.32%",
+                        "Documentation Exposure": "14.08%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -592501,7 +591152,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 17,
-                        "Exposed API / Public Exports": 7,
+                        "Exposed API / Public Exports": 5,
                         "State Mutations / Variable Reassignments": 2473,
                         "Commented-out Code (Dead Logic)": 8,
                         "Structured Documentation Blocks": 28,
@@ -592646,7 +591297,7 @@
                     "2. Topological Coordinates": {
                         "X": 463.53,
                         "Y": -200.51,
-                        "Z": -9539.14
+                        "Z": -9539.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -592806,7 +591457,7 @@
                     "2. Topological Coordinates": {
                         "X": 110.61,
                         "Y": -101.16,
-                        "Z": -8995.08
+                        "Z": -8995.07
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -593334,7 +591985,7 @@
                     "2. Topological Coordinates": {
                         "X": 356.32,
                         "Y": -98.31,
-                        "Z": -9210.06
+                        "Z": -9210.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -604927,715 +603578,2181 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 89,
+                        "Direct Upstream (Fragility)": 89,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "java.lang.StackWalker.StackFrame",
+                        "java.lang.management.ManagementFactory",
+                        "java.lang.reflect.Method",
+                        "java.time.Duration",
+                        "java.util.ArrayList",
+                        "java.util.Arrays",
+                        "java.util.Collection",
+                        "java.util.Collections",
+                        "java.util.Comparator",
+                        "java.util.HashMap",
+                        "java.util.IdentityHashMap",
+                        "java.util.LinkedHashSet",
+                        "java.util.List",
+                        "java.util.Map",
+                        "java.util.Objects",
+                        "java.util.Optional",
+                        "java.util.Properties",
+                        "java.util.Set",
+                        "java.util.concurrent.atomic.AtomicBoolean",
+                        "java.util.concurrent.atomic.AtomicReference",
+                        "java.util.stream.Stream",
+                        "org.apache.commons.logging.Log",
+                        "org.apache.commons.logging.LogFactory",
+                        "org.crac.management.CRaCMXBean",
+                        "org.jspecify.annotations.Nullable",
+                        "org.springframework.aot.AotDetector",
+                        "org.springframework.beans.BeansException",
+                        "org.springframework.beans.factory.NoSuchBeanDefinitionException",
+                        "org.springframework.beans.factory.config.BeanDefinition",
+                        "org.springframework.beans.factory.config.BeanFactoryPostProcessor",
+                        "org.springframework.beans.factory.config.ConfigurableBeanFactory",
+                        "org.springframework.beans.factory.config.ConfigurableListableBeanFactory",
+                        "org.springframework.beans.factory.groovy.GroovyBeanDefinitionReader",
+                        "org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory",
+                        "org.springframework.beans.factory.support.BeanDefinitionRegistry",
+                        "org.springframework.beans.factory.support.BeanNameGenerator",
+                        "org.springframework.beans.factory.support.DefaultListableBeanFactory",
+                        "org.springframework.beans.factory.support.RootBeanDefinition",
+                        "org.springframework.beans.factory.xml.XmlBeanDefinitionReader",
+                        "org.springframework.boot.Banner.Mode",
+                        "org.springframework.boot.bootstrap.BootstrapRegistry",
+                        "org.springframework.boot.bootstrap.BootstrapRegistryInitializer",
+                        "org.springframework.boot.bootstrap.DefaultBootstrapContext",
+                        "org.springframework.boot.context.properties.bind.Bindable",
+                        "org.springframework.boot.context.properties.bind.Binder",
+                        "org.springframework.boot.context.properties.source.ConfigurationPropertySources",
+                        "org.springframework.boot.convert.ApplicationConversionService",
+                        "org.springframework.boot.env.DefaultPropertiesPropertySource",
+                        "org.springframework.boot.system.JavaVersion",
+                        "org.springframework.context.ApplicationContext",
+                        "org.springframework.context.ApplicationContextInitializer",
+                        "org.springframework.context.ApplicationListener",
+                        "org.springframework.context.ConfigurableApplicationContext",
+                        "org.springframework.context.annotation.AnnotatedBeanDefinitionReader",
+                        "org.springframework.context.annotation.AnnotationConfigUtils",
+                        "org.springframework.context.annotation.ClassPathBeanDefinitionScanner",
+                        "org.springframework.context.annotation.ConfigurationClassPostProcessor",
+                        "org.springframework.context.aot.AotApplicationContextInitializer",
+                        "org.springframework.context.event.ApplicationContextEvent",
+                        "org.springframework.context.event.ContextClosedEvent",
+                        "org.springframework.context.event.ContextRefreshedEvent",
+                        "org.springframework.context.support.AbstractApplicationContext",
+                        "org.springframework.context.support.GenericApplicationContext",
+                        "org.springframework.core.GenericTypeResolver",
+                        "org.springframework.core.NativeDetector",
+                        "org.springframework.core.OrderComparator",
+                        "org.springframework.core.OrderComparator.OrderSourceProvider",
+                        "org.springframework.core.Ordered",
+                        "org.springframework.core.annotation.AnnotationAwareOrderComparator",
+                        "org.springframework.core.annotation.Order",
+                        "org.springframework.core.env.CommandLinePropertySource",
+                        "org.springframework.core.env.CompositePropertySource",
+                        "org.springframework.core.env.ConfigurableEnvironment",
+                        "org.springframework.core.env.Environment",
+                        "org.springframework.core.env.MutablePropertySources",
+                        "org.springframework.core.env.PropertySource",
+                        "org.springframework.core.env.SimpleCommandLinePropertySource",
+                        "org.springframework.core.io.DefaultResourceLoader",
+                        "org.springframework.core.io.ResourceLoader",
+                        "org.springframework.core.io.support.SpringFactoriesLoader",
+                        "org.springframework.core.io.support.SpringFactoriesLoader.ArgumentResolver",
+                        "org.springframework.core.metrics.ApplicationStartup",
+                        "org.springframework.util.Assert",
+                        "org.springframework.util.ClassUtils",
+                        "org.springframework.util.CollectionUtils",
+                        "org.springframework.util.ObjectUtils",
+                        "org.springframework.util.StringUtils",
+                        "org.springframework.util.function.ThrowingConsumer",
+                        "org.springframework.util.function.ThrowingSupplier"
+                    ]
+                },
+                "java/springboot/WebMvcAutoConfiguration.java": {
+                    "1. Artifact Identity": {
+                        "Filename": "WebMvcAutoConfiguration.java",
+                        "Path": "java/springboot/WebMvcAutoConfiguration.java",
+                        "Language": "Java",
+                        "Architect": "Phillip Webb",
+                        "Indentation Style": "Tabs",
+                        "Parent Entity": "WebMvcConfigurer, ServletContextAware, DelegatingWebMvcConfiguration implements ResourceLoaderAware, ResourceHandlerRegistrationCustomizer",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "java",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .java)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10274.08,
+                        "Y": 10.63,
+                        "Z": 5511.5
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 741,
+                        "Coding LOC": 602,
+                        "Documentation LOC": 44,
+                        "Structural Magnitude": 317.54,
+                        "Control Flow Ratio": "27.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.391
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "17.95%",
+                        "Error & Exception Exposure": "77.33%",
+                        "Tech Debt Exposure": "62.01%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "5.95%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "36.06%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "57.22%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "configureApiVersioning",
+                            "Structural Impact": 33.2,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 404,
+                            "End Line": 416
+                        },
+                        {
+                            "Function Name": "configureApiVersioningUse",
+                            "Structural Impact": 26.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 418,
+                            "End Line": 424
+                        },
+                        {
+                            "Function Name": "WebMvcAutoConfigurationAdapter",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 222,
+                            "End Line": 241
+                        },
+                        {
+                            "Function Name": "addResourceHandler",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 374,
+                            "End Line": 391
+                        },
+                        {
+                            "Function Name": "configureContentNegotiation",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 293,
+                            "End Line": 306
+                        },
+                        {
+                            "Function Name": "extendHandlerExceptionResolvers",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 624,
+                            "End Line": 634
+                        },
+                        {
+                            "Function Name": "addResourceHandlers",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 353,
+                            "End Line": 368
+                        },
+                        {
+                            "Function Name": "configureAsyncSupport",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 254,
+                            "End Line": 267
+                        },
+                        {
+                            "Function Name": "welcomePageHandlerMapping",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 478,
+                            "End Line": 483
+                        },
+                        {
+                            "Function Name": "welcomePageNotAcceptableHandlerMapping",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 485,
+                            "End Line": 491
+                        },
+                        {
+                            "Function Name": "getIndexHtmlResource",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 552,
+                            "End Line": 563
+                        },
+                        {
+                            "Function Name": "getIndexHtmlResource",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 534,
+                            "End Line": 546
+                        },
+                        {
+                            "Function Name": "getConfigurableWebBindingInitializer",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 601,
+                            "End Line": 610
+                        },
+                        {
+                            "Function Name": "configureResourceChain",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 690,
+                            "End Line": 698
+                        },
+                        {
+                            "Function Name": "singleDispatcherServlet",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 286,
+                            "End Line": 291
+                        },
+                        {
+                            "Function Name": "configurePathMatch",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 269,
+                            "End Line": 284
+                        },
+                        {
+                            "Function Name": "getVersionResourceResolver",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 700,
+                            "End Line": 713
+                        },
+                        {
+                            "Function Name": "getSeconds",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 393,
+                            "End Line": 396
+                        },
+                        {
+                            "Function Name": "createRequestMappingHandlerAdapter",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 467,
+                            "End Line": 476
+                        },
+                        {
+                            "Function Name": "createRequestMappingHandlerMapping",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 590,
+                            "End Line": 599
+                        },
+                        {
+                            "Function Name": "createExceptionHandlerExceptionResolver",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 612,
+                            "End Line": 622
+                        },
+                        {
+                            "Function Name": "customizeResourceHandlerRegistration",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 398,
+                            "End Line": 402
+                        },
+                        {
+                            "Function Name": "EnableWebMvcConfiguration",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 456,
+                            "End Line": 465
+                        },
+                        {
+                            "Function Name": "createWelcomePageHandlerMapping",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 493,
+                            "End Line": 504
+                        },
+                        {
+                            "Function Name": "localeResolver",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 506,
+                            "End Line": 518
+                        },
+                        {
+                            "Function Name": "mvcValidator",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 577,
+                            "End Line": 588
+                        },
+                        {
+                            "Function Name": "getMessageCodesResolver",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 338,
+                            "End Line": 346
+                        },
+                        {
+                            "Function Name": "create",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 664,
+                            "End Line": 665
+                        },
+                        {
+                            "Function Name": "addResourceHandler",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 370,
+                            "End Line": 372
+                        },
+                        {
+                            "Function Name": "viewResolver",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 326,
+                            "End Line": 336
+                        },
+                        {
+                            "Function Name": "registerHints",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 732,
+                            "End Line": 736
+                        },
+                        {
+                            "Function Name": "configureMessageConverters",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 248,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "resourceHandlerRegistrationCustomizer",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 653,
+                            "End Line": 657
+                        },
+                        {
+                            "Function Name": "customize",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 684,
+                            "End Line": 688
+                        },
+                        {
+                            "Function Name": "setServletContext",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 243,
+                            "End Line": 246
+                        },
+                        {
+                            "Function Name": "addFormatters",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 348,
+                            "End Line": 351
+                        },
+                        {
+                            "Function Name": "getIndexHtmlResource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 548,
+                            "End Line": 550
+                        },
+                        {
+                            "Function Name": "mvcConversionService",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 565,
+                            "End Line": 575
+                        },
+                        {
+                            "Function Name": "setResourceLoader",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 636,
+                            "End Line": 639
+                        },
+                        {
+                            "Function Name": "ResourceChainResourceHandlerRegistrationCustomizer",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 680,
+                            "End Line": 682
+                        },
+                        {
+                            "Function Name": "customize",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 672,
+                            "End Line": 672
+                        },
+                        {
+                            "Function Name": "defaultViewResolver",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 308,
+                            "End Line": 315
+                        },
+                        {
+                            "Function Name": "beanNameViewResolver",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 317,
+                            "End Line": 324
+                        },
+                        {
+                            "Function Name": "hiddenHttpMethodFilter",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 176,
+                            "End Line": 181
+                        },
+                        {
+                            "Function Name": "formContentFilter",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 183,
+                            "End Line": 188
+                        },
+                        {
+                            "Function Name": "requestContextFilter",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 426,
+                            "End Line": 431
+                        },
+                        {
+                            "Function Name": "flashMapManager",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 520,
+                            "End Line": 525
+                        },
+                        {
+                            "Function Name": "viewNameTranslator",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 527,
+                            "End Line": 532
+                        },
+                        {
+                            "Function Name": "problemDetailsExceptionHandler",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 721,
+                            "End Line": 726
+                        },
+                        {
+                            "Function Name": "mvcApiVersionStrategy",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 641,
+                            "End Line": 645
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 92,
+                        "Sequential Logic Declarations": 240,
+                        "Function Parameters": 78,
+                        "Function/Method Declarations": 50,
+                        "Class/Entity Declarations": 9,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 34,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 41,
+                        "State Mutations / Variable Reassignments": 38,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 4,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 29,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 78,
+                        "Generic Type Abstractions": 22,
+                        "Collection Iterators / Comprehensions": 8,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 118,
+                        "Authorship Metadata": 10,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 27,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 4,
+                        "Thread Synchronization Locks": 7,
+                        "Immutable Data Declarations": 21,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 37,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 475,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 3,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 43,
+                        "Design Camel Case": 16,
+                        "Design Snake Case": 24,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 3,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 18,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 118,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "jakarta.servlet.Servlet",
+                        "jakarta.servlet.ServletContext",
+                        "java.time.Duration",
+                        "java.util.List",
+                        "java.util.Locale",
+                        "java.util.Map",
+                        "java.util.function.Consumer",
+                        "org.apache.commons.logging.Log",
+                        "org.apache.commons.logging.LogFactory",
+                        "org.jspecify.annotations.Nullable",
+                        "org.springframework.aot.hint.RuntimeHints",
+                        "org.springframework.aot.hint.RuntimeHintsRegistrar",
+                        "org.springframework.aot.hint.TypeReference",
+                        "org.springframework.beans.factory.BeanFactory",
+                        "org.springframework.beans.factory.ListableBeanFactory",
+                        "org.springframework.beans.factory.NoSuchBeanDefinitionException",
+                        "org.springframework.beans.factory.ObjectProvider",
+                        "org.springframework.boot.autoconfigure.AutoConfiguration",
+                        "org.springframework.boot.autoconfigure.AutoConfigureOrder",
+                        "org.springframework.boot.autoconfigure.EnableAutoConfiguration",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnBean",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnBooleanProperty",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnClass",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnMissingBean",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnMissingFilterBean",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnWebApplication",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnWebApplication.Type",
+                        "org.springframework.boot.autoconfigure.task.TaskExecutionAutoConfiguration",
+                        "org.springframework.boot.autoconfigure.template.TemplateAvailabilityProviders",
+                        "org.springframework.boot.autoconfigure.web.ConditionalOnEnabledResourceChain",
+                        "org.springframework.boot.autoconfigure.web.WebProperties",
+                        "org.springframework.boot.autoconfigure.web.WebProperties.Resources",
+                        "org.springframework.boot.autoconfigure.web.WebProperties.Resources.Chain.Strategy",
+                        "org.springframework.boot.autoconfigure.web.WebResourcesRuntimeHints",
+                        "org.springframework.boot.autoconfigure.web.format.DateTimeFormatters",
+                        "org.springframework.boot.autoconfigure.web.format.WebConversionService",
+                        "org.springframework.boot.context.properties.EnableConfigurationProperties",
+                        "org.springframework.boot.context.properties.PropertyMapper",
+                        "org.springframework.boot.convert.ApplicationConversionService",
+                        "org.springframework.boot.http.converter.autoconfigure.ServerHttpMessageConvertersCustomizer",
+                        "org.springframework.boot.servlet.filter.OrderedFormContentFilter",
+                        "org.springframework.boot.servlet.filter.OrderedHiddenHttpMethodFilter",
+                        "org.springframework.boot.servlet.filter.OrderedRequestContextFilter",
+                        "org.springframework.boot.validation.autoconfigure.ValidatorAdapter",
+                        "org.springframework.boot.web.servlet.ServletRegistrationBean",
+                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Apiversion",
+                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Apiversion.Use",
+                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Format",
+                        "org.springframework.context.ApplicationContext",
+                        "org.springframework.context.ResourceLoaderAware",
+                        "org.springframework.context.annotation.Bean",
+                        "org.springframework.context.annotation.Configuration",
+                        "org.springframework.context.annotation.Import",
+                        "org.springframework.context.annotation.ImportRuntimeHints",
+                        "org.springframework.core.Ordered",
+                        "org.springframework.core.annotation.Order",
+                        "org.springframework.core.io.Resource",
+                        "org.springframework.core.io.ResourceLoader",
+                        "org.springframework.core.task.AsyncTaskExecutor",
+                        "org.springframework.format.FormatterRegistry",
+                        "org.springframework.format.support.FormattingConversionService",
+                        "org.springframework.http.CacheControl",
+                        "org.springframework.http.MediaType",
+                        "org.springframework.http.converter.HttpMessageConverters.ServerBuilder",
+                        "org.springframework.lang.Contract",
+                        "org.springframework.util.AntPathMatcher",
+                        "org.springframework.util.Assert",
+                        "org.springframework.util.ClassUtils",
+                        "org.springframework.util.CollectionUtils",
+                        "org.springframework.validation.DefaultMessageCodesResolver",
+                        "org.springframework.validation.MessageCodesResolver",
+                        "org.springframework.validation.Validator",
+                        "org.springframework.web.accept.ApiVersionDeprecationHandler",
+                        "org.springframework.web.accept.ApiVersionParser",
+                        "org.springframework.web.accept.ApiVersionResolver",
+                        "org.springframework.web.accept.ApiVersionStrategy",
+                        "org.springframework.web.accept.ContentNegotiationManager",
+                        "org.springframework.web.bind.support.ConfigurableWebBindingInitializer",
+                        "org.springframework.web.context.ServletContextAware",
+                        "org.springframework.web.context.request.RequestContextListener",
+                        "org.springframework.web.context.support.ServletContextResource",
+                        "org.springframework.web.filter.FormContentFilter",
+                        "org.springframework.web.filter.HiddenHttpMethodFilter",
+                        "org.springframework.web.filter.RequestContextFilter",
+                        "org.springframework.web.servlet.DispatcherServlet",
+                        "org.springframework.web.servlet.FlashMapManager",
+                        "org.springframework.web.servlet.HandlerExceptionResolver",
+                        "org.springframework.web.servlet.LocaleResolver",
+                        "org.springframework.web.servlet.RequestToViewNameTranslator",
+                        "org.springframework.web.servlet.View",
+                        "org.springframework.web.servlet.ViewResolver",
+                        "org.springframework.web.servlet.config.annotation.ApiVersionConfigurer",
+                        "org.springframework.web.servlet.config.annotation.AsyncSupportConfigurer",
+                        "org.springframework.web.servlet.config.annotation.ContentNegotiationConfigurer",
+                        "org.springframework.web.servlet.config.annotation.DelegatingWebMvcConfiguration",
+                        "org.springframework.web.servlet.config.annotation.EnableWebMvc",
+                        "org.springframework.web.servlet.config.annotation.PathMatchConfigurer",
+                        "org.springframework.web.servlet.config.annotation.ResourceChainRegistration",
+                        "org.springframework.web.servlet.config.annotation.ResourceHandlerRegistration",
+                        "org.springframework.web.servlet.config.annotation.ResourceHandlerRegistry",
+                        "org.springframework.web.servlet.config.annotation.WebMvcConfigurationSupport",
+                        "org.springframework.web.servlet.config.annotation.WebMvcConfigurer",
+                        "org.springframework.web.servlet.handler.AbstractHandlerExceptionResolver",
+                        "org.springframework.web.servlet.handler.AbstractUrlHandlerMapping",
+                        "org.springframework.web.servlet.i18n.AcceptHeaderLocaleResolver",
+                        "org.springframework.web.servlet.i18n.FixedLocaleResolver",
+                        "org.springframework.web.servlet.mvc.method.annotation.ExceptionHandlerExceptionResolver",
+                        "org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerAdapter",
+                        "org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerMapping",
+                        "org.springframework.web.servlet.mvc.method.annotation.ResponseEntityExceptionHandler",
+                        "org.springframework.web.servlet.resource.EncodedResourceResolver",
+                        "org.springframework.web.servlet.resource.ResourceResolver",
+                        "org.springframework.web.servlet.resource.ResourceUrlProvider",
+                        "org.springframework.web.servlet.resource.VersionResourceResolver",
+                        "org.springframework.web.servlet.view.BeanNameViewResolver",
+                        "org.springframework.web.servlet.view.ContentNegotiatingViewResolver",
+                        "org.springframework.web.servlet.view.InternalResourceViewResolver",
+                        "org.springframework.web.util.UrlPathHelper"
+                    ]
+                }
+            }
+        },
+        "assembly/cosmopolitan": {
+            "Directory Group Magnitude": 1873.46,
+            "File Count": 4,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "23.84%",
+                "Error & Exception Exposure": "39.21%",
+                "Tech Debt Exposure": "10.59%",
+                "Testing Exposure": "41.18%",
+                "API Exposure": "1.97%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "33.2%",
+                "Commented Logic Exposure": "2.9%",
+                "Specification Exposure": "75.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "9.62%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "assembly/cosmopolitan/ape.S": {
+                    "1. Artifact Identity": {
+                        "Filename": "ape.S",
+                        "Path": "assembly/cosmopolitan/ape.S",
+                        "Language": "Assembly",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Mixed (3.6% Spaces / 96.4% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7993.27,
+                        "Y": 134.97,
+                        "Z": 6225.92
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1889,
+                        "Coding LOC": 1522,
+                        "Documentation LOC": 269,
+                        "Structural Magnitude": 445.44,
+                        "Control Flow Ratio": "31.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.159
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "7.41%",
+                        "Error & Exception Exposure": "57.42%",
+                        "Tech Debt Exposure": "32.61%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "5.51%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "32.78%",
+                        "Commented Logic Exposure": "6.5%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "e820",
+                            "Structural Impact": 31.0,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "52.4%",
+                            "Start Line": 1413,
+                            "End Line": 1445
+                        },
+                        {
+                            "Function Name": "a20",
+                            "Structural Impact": 30.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "35.1%",
+                            "Start Line": 1458,
+                            "End Line": 1508
+                        },
+                        {
+                            "Function Name": "dsknfo",
+                            "Structural Impact": 26.3,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 346,
+                            "End Line": 395
+                        },
+                        {
+                            "Function Name": "lcheck",
+                            "Structural Impact": 23.9,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 1376,
+                            "End Line": 1412
+                        },
+                        {
+                            "Function Name": "pcread",
+                            "Structural Impact": 23.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 412,
+                            "End Line": 446
+                        },
+                        {
+                            "Function Name": "pc",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "17.2%",
+                            "Start Line": 251,
+                            "End Line": 345
+                        },
+                        {
+                            "Function Name": "loadhi",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 1555,
+                            "End Line": 1592
+                        },
+                        {
+                            "Function Name": "stub",
+                            "Structural Impact": 13.9,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "46.2%",
+                            "Start Line": 216,
+                            "End Line": 250
+                        },
+                        {
+                            "Function Name": "long",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "17.6%",
+                            "Start Line": 1645,
+                            "End Line": 1700
+                        },
+                        {
+                            "Function Name": "rvputs",
+                            "Structural Impact": 12.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 447,
+                            "End Line": 462
+                        },
+                        {
+                            "Function Name": "sinit4",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 475,
+                            "End Line": 488
+                        },
+                        {
+                            "Function Name": "realmodeloader",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1283,
+                            "End Line": 1296
+                        },
+                        {
+                            "Function Name": "kernel",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "8.7%",
+                            "Start Line": 1743,
+                            "End Line": 1817
+                        },
+                        {
+                            "Function Name": "sinit",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 497,
+                            "End Line": 525
+                        },
+                        {
+                            "Function Name": "longmodeloader",
+                            "Structural Impact": 8.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1365,
+                            "End Line": 1375
+                        },
+                        {
+                            "Function Name": "rldie",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 463,
+                            "End Line": 474
+                        },
+                        {
+                            "Function Name": "lhinit",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1297,
+                            "End Line": 1310
+                        },
+                        {
+                            "Function Name": "pinit",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "9.5%",
+                            "Start Line": 1593,
+                            "End Line": 1620
+                        },
+                        {
+                            "Function Name": "ape_loader_end",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 334,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 713,
+                            "End Line": 1046
+                        },
+                        {
+                            "Function Name": "_gdt",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 91,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 1186,
+                            "End Line": 1276
+                        },
+                        {
+                            "Function Name": "cpyhi",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 1516,
+                            "End Line": 1526
+                        },
+                        {
+                            "Function Name": "unreal",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 1534,
+                            "End Line": 1549
+                        },
+                        {
+                            "Function Name": "ape_disk",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 187,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 526,
+                            "End Line": 712
+                        },
+                        {
+                            "Function Name": "ape_grub_entry",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1701,
+                            "End Line": 1713
+                        },
+                        {
+                            "Function Name": "rlinit",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1311,
+                            "End Line": 1316
+                        },
+                        {
+                            "Function Name": "golong",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1626,
+                            "End Line": 1644
+                        },
+                        {
+                            "Function Name": "ape_pe",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 105,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1047,
+                            "End Line": 1151
+                        },
+                        {
+                            "Function Name": "ape_idata_idt",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1152,
+                            "End Line": 1168
+                        },
+                        {
+                            "Function Name": "ape_idata_iat",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1169,
+                            "End Line": 1185
+                        },
+                        {
+                            "Function Name": "__bss_end",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1864,
+                            "End Line": 1888
+                        },
+                        {
+                            "Function Name": "ape_idata_ro",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1839,
+                            "End Line": 1845
+                        },
+                        {
+                            "Function Name": "ape_pad_data",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1833,
+                            "End Line": 1838
+                        },
+                        {
+                            "Function Name": "__data_start",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1846,
+                            "End Line": 1851
+                        },
+                        {
+                            "Function Name": "__data_end",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1852,
+                            "End Line": 1857
+                        },
+                        {
+                            "Function Name": "__bss_start",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1858,
+                            "End Line": 1863
+                        },
+                        {
+                            "Function Name": "ape_pad_head",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1818,
+                            "End Line": 1822
+                        },
+                        {
+                            "Function Name": "ape_pad_text",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1823,
+                            "End Line": 1827
+                        },
+                        {
+                            "Function Name": "ape_pad_privileged",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1828,
+                            "End Line": 1832
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 114,
+                        "Sequential Logic Declarations": 244,
+                        "Function Parameters": 369,
+                        "Function/Method Declarations": 39,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 26,
+                        "Exposed API / Public Exports": 7,
+                        "State Mutations / Variable Reassignments": 64,
+                        "Commented-out Code (Dead Logic)": 7,
+                        "Structured Documentation Blocks": 21,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 7,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 52,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 5,
+                        "Pointer Arithmetic & Addressing": 31,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 102,
+                        "Thread Synchronization Locks": 12,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 1007,
+                        "Structural Space Indentations": 38,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 27,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 19,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 11,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "APE_LOADER"
+                    ]
+                },
+                "assembly/cosmopolitan/notice.inc": {
+                    "1. Artifact Identity": {
+                        "Filename": "notice.inc",
+                        "Path": "assembly/cosmopolitan/notice.inc",
+                        "Language": "Assembly",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7443.45,
+                        "Y": 124.86,
+                        "Z": 6521.46
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "assembly/cosmopolitan/start.S": {
+                    "1. Artifact Identity": {
+                        "Filename": "start.S",
+                        "Path": "assembly/cosmopolitan/start.S",
+                        "Language": "Assembly",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7733.25,
+                        "Y": 160.2,
+                        "Z": 5638.66
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 85,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 24,
+                        "Structural Magnitude": 11.08,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.037
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.46%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.43%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "ElfEntrypoint",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 35,
+                            "End Line": 82
+                        },
+                        {
+                            "Function Name": "_start",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 25,
+                            "End Line": 29
+                        },
+                        {
+                            "Function Name": "XnuEntrypoint",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 33,
+                            "End Line": 34
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 31,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "java.lang.StackWalker.StackFrame",
-                        "java.lang.management.ManagementFactory",
-                        "java.lang.reflect.Method",
-                        "java.time.Duration",
-                        "java.util.ArrayList",
-                        "java.util.Arrays",
-                        "java.util.Collection",
-                        "java.util.Collections",
-                        "java.util.Comparator",
-                        "java.util.HashMap",
-                        "java.util.IdentityHashMap",
-                        "java.util.LinkedHashSet",
-                        "java.util.List",
-                        "java.util.Map",
-                        "java.util.Objects",
-                        "java.util.Optional",
-                        "java.util.Properties",
-                        "java.util.Set",
-                        "java.util.concurrent.atomic.AtomicBoolean",
-                        "java.util.concurrent.atomic.AtomicReference",
-                        "java.util.stream.Stream",
-                        "org.apache.commons.logging.Log",
-                        "org.apache.commons.logging.LogFactory",
-                        "org.crac.management.CRaCMXBean",
-                        "org.jspecify.annotations.Nullable",
-                        "org.springframework.aot.AotDetector",
-                        "org.springframework.beans.BeansException",
-                        "org.springframework.beans.factory.NoSuchBeanDefinitionException",
-                        "org.springframework.beans.factory.config.BeanDefinition",
-                        "org.springframework.beans.factory.config.BeanFactoryPostProcessor",
-                        "org.springframework.beans.factory.config.ConfigurableBeanFactory",
-                        "org.springframework.beans.factory.config.ConfigurableListableBeanFactory",
-                        "org.springframework.beans.factory.groovy.GroovyBeanDefinitionReader",
-                        "org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory",
-                        "org.springframework.beans.factory.support.BeanDefinitionRegistry",
-                        "org.springframework.beans.factory.support.BeanNameGenerator",
-                        "org.springframework.beans.factory.support.DefaultListableBeanFactory",
-                        "org.springframework.beans.factory.support.RootBeanDefinition",
-                        "org.springframework.beans.factory.xml.XmlBeanDefinitionReader",
-                        "org.springframework.boot.Banner.Mode",
-                        "org.springframework.boot.bootstrap.BootstrapRegistry",
-                        "org.springframework.boot.bootstrap.BootstrapRegistryInitializer",
-                        "org.springframework.boot.bootstrap.DefaultBootstrapContext",
-                        "org.springframework.boot.context.properties.bind.Bindable",
-                        "org.springframework.boot.context.properties.bind.Binder",
-                        "org.springframework.boot.context.properties.source.ConfigurationPropertySources",
-                        "org.springframework.boot.convert.ApplicationConversionService",
-                        "org.springframework.boot.env.DefaultPropertiesPropertySource",
-                        "org.springframework.boot.system.JavaVersion",
-                        "org.springframework.context.ApplicationContext",
-                        "org.springframework.context.ApplicationContextInitializer",
-                        "org.springframework.context.ApplicationListener",
-                        "org.springframework.context.ConfigurableApplicationContext",
-                        "org.springframework.context.annotation.AnnotatedBeanDefinitionReader",
-                        "org.springframework.context.annotation.AnnotationConfigUtils",
-                        "org.springframework.context.annotation.ClassPathBeanDefinitionScanner",
-                        "org.springframework.context.annotation.ConfigurationClassPostProcessor",
-                        "org.springframework.context.aot.AotApplicationContextInitializer",
-                        "org.springframework.context.event.ApplicationContextEvent",
-                        "org.springframework.context.event.ContextClosedEvent",
-                        "org.springframework.context.event.ContextRefreshedEvent",
-                        "org.springframework.context.support.AbstractApplicationContext",
-                        "org.springframework.context.support.GenericApplicationContext",
-                        "org.springframework.core.GenericTypeResolver",
-                        "org.springframework.core.NativeDetector",
-                        "org.springframework.core.OrderComparator",
-                        "org.springframework.core.OrderComparator.OrderSourceProvider",
-                        "org.springframework.core.Ordered",
-                        "org.springframework.core.annotation.AnnotationAwareOrderComparator",
-                        "org.springframework.core.annotation.Order",
-                        "org.springframework.core.env.CommandLinePropertySource",
-                        "org.springframework.core.env.CompositePropertySource",
-                        "org.springframework.core.env.ConfigurableEnvironment",
-                        "org.springframework.core.env.Environment",
-                        "org.springframework.core.env.MutablePropertySources",
-                        "org.springframework.core.env.PropertySource",
-                        "org.springframework.core.env.SimpleCommandLinePropertySource",
-                        "org.springframework.core.io.DefaultResourceLoader",
-                        "org.springframework.core.io.ResourceLoader",
-                        "org.springframework.core.io.support.SpringFactoriesLoader",
-                        "org.springframework.core.io.support.SpringFactoriesLoader.ArgumentResolver",
-                        "org.springframework.core.metrics.ApplicationStartup",
-                        "org.springframework.util.Assert",
-                        "org.springframework.util.ClassUtils",
-                        "org.springframework.util.CollectionUtils",
-                        "org.springframework.util.ObjectUtils",
-                        "org.springframework.util.StringUtils",
-                        "org.springframework.util.function.ThrowingConsumer",
-                        "org.springframework.util.function.ThrowingSupplier"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "java/springboot/WebMvcAutoConfiguration.java": {
+                "assembly/cosmopolitan/loader.c": {
                     "1. Artifact Identity": {
-                        "Filename": "WebMvcAutoConfiguration.java",
-                        "Path": "java/springboot/WebMvcAutoConfiguration.java",
-                        "Language": "Java",
-                        "Architect": "Phillip Webb",
-                        "Indentation Style": "Tabs",
-                        "Parent Entity": "WebMvcConfigurer, ServletContextAware, DelegatingWebMvcConfiguration implements ResourceLoaderAware, ResourceHandlerRegistrationCustomizer",
+                        "Filename": "loader.c",
+                        "Path": "assembly/cosmopolitan/loader.c",
+                        "Language": "C",
+                        "Architect": "2021 Justine Alexandra Roberts Tunney                              │",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "java",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .java)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 10274.08,
-                        "Y": 10.63,
-                        "Z": 5511.5
+                        "X": -7708.98,
+                        "Y": 101.25,
+                        "Z": 6026.66
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 741,
-                        "Coding LOC": 602,
-                        "Documentation LOC": 44,
-                        "Structural Magnitude": 317.54,
-                        "Control Flow Ratio": "27.7%",
+                        "Total LOC": 1128,
+                        "Coding LOC": 911,
+                        "Documentation LOC": 134,
+                        "Structural Magnitude": 1406.42,
+                        "Control Flow Ratio": "74.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.391
+                        "Raw Cognitive Density": 1.154
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.95%",
-                        "Error & Exception Exposure": "77.33%",
-                        "Tech Debt Exposure": "62.01%",
+                        "Cognitive Load Exposure": "82.51%",
+                        "Error & Exception Exposure": "99.44%",
+                        "Tech Debt Exposure": "9.75%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.95%",
+                        "API Exposure": "2.37%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "36.06%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.12%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "57.22%",
+                        "Documentation Exposure": "26.57%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "configureApiVersioning",
-                            "Structural Impact": 33.2,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "95.7%",
-                            "Start Line": 404,
-                            "End Line": 416
-                        },
-                        {
-                            "Function Name": "configureApiVersioningUse",
-                            "Structural Impact": 26.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "93.3%",
-                            "Start Line": 418,
-                            "End Line": 424
-                        },
-                        {
-                            "Function Name": "WebMvcAutoConfigurationAdapter",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 222,
-                            "End Line": 241
+                            "Function Name": "Spawn",
+                            "Structural Impact": 138.7,
+                            "Lines of Code (LOC)": 171,
+                            "Control Flow Branches": 45,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "84.9%",
+                            "Start Line": 633,
+                            "End Line": 803
                         },
                         {
-                            "Function Name": "addResourceHandler",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 374,
-                            "End Line": 391
+                            "Function Name": "TryElf",
+                            "Structural Impact": 132.3,
+                            "Lines of Code (LOC)": 126,
+                            "Control Flow Branches": 41,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "70.7%",
+                            "Start Line": 805,
+                            "End Line": 930
                         },
                         {
-                            "Function Name": "configureContentNegotiation",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 293,
-                            "End Line": 306
+                            "Function Name": "Printf",
+                            "Structural Impact": 56.2,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "95.8%",
+                            "Start Line": 520,
+                            "End Line": 569
                         },
                         {
-                            "Function Name": "extendHandlerExceptionResolvers",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 624,
-                            "End Line": 634
+                            "Function Name": "Mmap",
+                            "Structural Impact": 37.9,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 480,
+                            "End Line": 501
                         },
                         {
-                            "Function Name": "addResourceHandlers",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 353,
-                            "End Line": 368
+                            "Function Name": "Pread",
+                            "Structural Impact": 32.9,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 405,
+                            "End Line": 425
                         },
                         {
-                            "Function Name": "configureAsyncSupport",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 254,
-                            "End Line": 267
+                            "Function Name": "Commandv",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 615,
+                            "End Line": 631
                         },
                         {
-                            "Function Name": "welcomePageHandlerMapping",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 478,
-                            "End Line": 483
+                            "Function Name": "GetEnv",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 321,
+                            "End Line": 339
                         },
                         {
-                            "Function Name": "welcomePageNotAcceptableHandlerMapping",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
+                            "Function Name": "MemMove",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 485,
-                            "End Line": 491
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 291,
+                            "End Line": 319
                         },
                         {
-                            "Function Name": "getIndexHtmlResource",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
+                            "Function Name": "SearchPath",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 552,
-                            "End Line": 563
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 596,
+                            "End Line": 613
                         },
                         {
-                            "Function Name": "getIndexHtmlResource",
-                            "Structural Impact": 5.7,
+                            "Function Name": "Write",
+                            "Structural Impact": 11.8,
                             "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 534,
-                            "End Line": 546
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
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                         {
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-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 601,
-                            "End Line": 610
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-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 690,
-                            "End Line": 698
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 457,
+                            "End Line": 464
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                         {
-                            "Function Name": "singleDispatcherServlet",
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-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "Access",
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 286,
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+                            "Start Line": 441,
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                         },
                         {
-                            "Function Name": "configurePathMatch",
-                            "Structural Impact": 5.0,
+                            "Function Name": "Print",
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                             "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 269,
-                            "End Line": 284
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+                            "Control Flow Ratio": "75.0%",
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                         },
                         {
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 700,
-                            "End Line": 713
+                            "Function Name": "Utoa",
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 341,
+                            "End Line": 358
                         },
                         {
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 393,
-                            "End Line": 396
+                            "Function Name": "Exit",
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 376,
+                            "End Line": 389
                         },
                         {
-                            "Function Name": "createRequestMappingHandlerAdapter",
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 467,
-                            "End Line": 476
+                            "Function Name": "Close",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 391,
+                            "End Line": 403
                         },
                         {
-                            "Function Name": "createRequestMappingHandlerMapping",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
+                            "Function Name": "AccessCommand",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 590,
-                            "End Line": 599
+                            "Start Line": 586,
+                            "End Line": 594
                         },
                         {
-                            "Function Name": "createExceptionHandlerExceptionResolver",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "Perror",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 612,
-                            "End Line": 622
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-                        {
-                            "Function Name": "customizeResourceHandlerRegistration",
-                            "Structural Impact": 3.1,
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 398,
-                            "End Line": 402
-                        },
-                        {
-                            "Function Name": "EnableWebMvcConfiguration",
-                            "Structural Impact": 2.9,
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 456,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "createWelcomePageHandlerMapping",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 493,
-                            "End Line": 504
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-                        {
-                            "Function Name": "localeResolver",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 506,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "mvcValidator",
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 577,
-                            "End Line": 588
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 571,
+                            "End Line": 578
                         },
                         {
-                            "Function Name": "getMessageCodesResolver",
-                            "Structural Impact": 2.5,
+                            "Function Name": "CallSystem",
+                            "Structural Impact": 6.8,
                             "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 338,
-                            "End Line": 346
-                        },
-                        {
-                            "Function Name": "create",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 664,
-                            "End Line": 665
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 366,
+                            "End Line": 374
                         },
                         {
-                            "Function Name": "addResourceHandler",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "MemChr",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 370,
-                            "End Line": 372
+                            "Control Flow Ratio": "50.0%",
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+                            "End Line": 289
                         },
                         {
-                            "Function Name": "viewResolver",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 326,
-                            "End Line": 336
+                            "Function Name": "Msyscall",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 449,
+                            "End Line": 455
                         },
                         {
-                            "Function Name": "registerHints",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Bzero",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 732,
-                            "End Line": 736
-                        },
-                        {
-                            "Function Name": "configureMessageConverters",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 248,
-                            "End Line": 252
-                        },
-                        {
-                            "Function Name": "resourceHandlerRegistrationCustomizer",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 653,
-                            "End Line": 657
-                        },
-                        {
-                            "Function Name": "customize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 684,
-                            "End Line": 688
-                        },
-                        {
-                            "Function Name": "setServletContext",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 243,
-                            "End Line": 246
-                        },
-                        {
-                            "Function Name": "addFormatters",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 348,
-                            "End Line": 351
-                        },
-                        {
-                            "Function Name": "getIndexHtmlResource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 548,
-                            "End Line": 550
-                        },
-                        {
-                            "Function Name": "mvcConversionService",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 565,
-                            "End Line": 575
-                        },
-                        {
-                            "Function Name": "setResourceLoader",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 636,
-                            "End Line": 639
-                        },
-                        {
-                            "Function Name": "ResourceChainResourceHandlerRegistrationCustomizer",
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-                            "Start Line": 680,
-                            "End Line": 682
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-                        {
-                            "Function Name": "customize",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 672,
-                            "End Line": 672
-                        },
-                        {
-                            "Function Name": "defaultViewResolver",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 308,
-                            "End Line": 315
-                        },
-                        {
-                            "Function Name": "beanNameViewResolver",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 317,
-                            "End Line": 324
-                        },
-                        {
-                            "Function Name": "hiddenHttpMethodFilter",
-                            "Structural Impact": 1.3,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 176,
-                            "End Line": 181
-                        },
-                        {
-                            "Function Name": "formContentFilter",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 183,
-                            "End Line": 188
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 267,
+                            "End Line": 280
                         },
                         {
-                            "Function Name": "requestContextFilter",
-                            "Structural Impact": 1.3,
+                            "Function Name": "StrCmp",
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                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 426,
-                            "End Line": 431
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 239,
+                            "End Line": 244
                         },
                         {
-                            "Function Name": "flashMapManager",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 520,
-                            "End Line": 525
+                            "Function Name": "Itoa",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 360,
+                            "End Line": 364
                         },
                         {
-                            "Function Name": "viewNameTranslator",
-                            "Structural Impact": 1.3,
+                            "Function Name": "StrLen",
+                            "Structural Impact": 3.1,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 527,
-                            "End Line": 532
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 232,
+                            "End Line": 237
                         },
                         {
-                            "Function Name": "problemDetailsExceptionHandler",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "ShowUsage",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 721,
-                            "End Line": 726
+                            "Start Line": 932,
+                            "End Line": 947
                         },
                         {
-                            "Function Name": "mvcApiVersionStrategy",
-                            "Structural Impact": 1.2,
+                            "Function Name": "Pexit",
+                            "Structural Impact": 2.5,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 641,
-                            "End Line": 645
+                            "Start Line": 580,
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 240,
-                        "Function Parameters": 78,
-                        "Function/Method Declarations": 50,
-                        "Class/Entity Declarations": 9,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 34,
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+                        "Sequential Logic Declarations": 97,
+                        "Function Parameters": 43,
+                        "Function/Method Declarations": 30,
+                        "Class/Entity Declarations": 16,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 41,
-                        "State Mutations / Variable Reassignments": 38,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 4,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 12,
+                        "State Mutations / Variable Reassignments": 773,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 29,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 78,
-                        "Generic Type Abstractions": 22,
-                        "Collection Iterators / Comprehensions": 8,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 118,
-                        "Authorship Metadata": 10,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Metaprogramming & Reflection": 16,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 2,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 27,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 72,
+                        "Pointer Arithmetic & Addressing": 174,
+                        "Manual Memory Allocation": 5,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 19,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
-                        "Thread Synchronization Locks": 7,
-                        "Immutable Data Declarations": 21,
+                        "Bitwise Operations": 21,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 33,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 37,
+                        "Private / Encapsulated Scopes": 25,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 475,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 757,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 5,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 3,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -605644,15 +605761,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 43,
-                        "Design Camel Case": 16,
-                        "Design Snake Case": 24,
+                        "Core Var Decl": 122,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 121,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 3,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 1,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 47,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 18,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -605676,130 +605793,13 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 118,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "jakarta.servlet.Servlet",
-                        "jakarta.servlet.ServletContext",
-                        "java.time.Duration",
-                        "java.util.List",
-                        "java.util.Locale",
-                        "java.util.Map",
-                        "java.util.function.Consumer",
-                        "org.apache.commons.logging.Log",
-                        "org.apache.commons.logging.LogFactory",
-                        "org.jspecify.annotations.Nullable",
-                        "org.springframework.aot.hint.RuntimeHints",
-                        "org.springframework.aot.hint.RuntimeHintsRegistrar",
-                        "org.springframework.aot.hint.TypeReference",
-                        "org.springframework.beans.factory.BeanFactory",
-                        "org.springframework.beans.factory.ListableBeanFactory",
-                        "org.springframework.beans.factory.NoSuchBeanDefinitionException",
-                        "org.springframework.beans.factory.ObjectProvider",
-                        "org.springframework.boot.autoconfigure.AutoConfiguration",
-                        "org.springframework.boot.autoconfigure.AutoConfigureOrder",
-                        "org.springframework.boot.autoconfigure.EnableAutoConfiguration",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnBean",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnBooleanProperty",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnClass",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnMissingBean",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnMissingFilterBean",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnWebApplication",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnWebApplication.Type",
-                        "org.springframework.boot.autoconfigure.task.TaskExecutionAutoConfiguration",
-                        "org.springframework.boot.autoconfigure.template.TemplateAvailabilityProviders",
-                        "org.springframework.boot.autoconfigure.web.ConditionalOnEnabledResourceChain",
-                        "org.springframework.boot.autoconfigure.web.WebProperties",
-                        "org.springframework.boot.autoconfigure.web.WebProperties.Resources",
-                        "org.springframework.boot.autoconfigure.web.WebProperties.Resources.Chain.Strategy",
-                        "org.springframework.boot.autoconfigure.web.WebResourcesRuntimeHints",
-                        "org.springframework.boot.autoconfigure.web.format.DateTimeFormatters",
-                        "org.springframework.boot.autoconfigure.web.format.WebConversionService",
-                        "org.springframework.boot.context.properties.EnableConfigurationProperties",
-                        "org.springframework.boot.context.properties.PropertyMapper",
-                        "org.springframework.boot.convert.ApplicationConversionService",
-                        "org.springframework.boot.http.converter.autoconfigure.ServerHttpMessageConvertersCustomizer",
-                        "org.springframework.boot.servlet.filter.OrderedFormContentFilter",
-                        "org.springframework.boot.servlet.filter.OrderedHiddenHttpMethodFilter",
-                        "org.springframework.boot.servlet.filter.OrderedRequestContextFilter",
-                        "org.springframework.boot.validation.autoconfigure.ValidatorAdapter",
-                        "org.springframework.boot.web.servlet.ServletRegistrationBean",
-                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Apiversion",
-                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Apiversion.Use",
-                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Format",
-                        "org.springframework.context.ApplicationContext",
-                        "org.springframework.context.ResourceLoaderAware",
-                        "org.springframework.context.annotation.Bean",
-                        "org.springframework.context.annotation.Configuration",
-                        "org.springframework.context.annotation.Import",
-                        "org.springframework.context.annotation.ImportRuntimeHints",
-                        "org.springframework.core.Ordered",
-                        "org.springframework.core.annotation.Order",
-                        "org.springframework.core.io.Resource",
-                        "org.springframework.core.io.ResourceLoader",
-                        "org.springframework.core.task.AsyncTaskExecutor",
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-                        "org.springframework.format.support.FormattingConversionService",
-                        "org.springframework.http.CacheControl",
-                        "org.springframework.http.MediaType",
-                        "org.springframework.http.converter.HttpMessageConverters.ServerBuilder",
-                        "org.springframework.lang.Contract",
-                        "org.springframework.util.AntPathMatcher",
-                        "org.springframework.util.Assert",
-                        "org.springframework.util.ClassUtils",
-                        "org.springframework.util.CollectionUtils",
-                        "org.springframework.validation.DefaultMessageCodesResolver",
-                        "org.springframework.validation.MessageCodesResolver",
-                        "org.springframework.validation.Validator",
-                        "org.springframework.web.accept.ApiVersionDeprecationHandler",
-                        "org.springframework.web.accept.ApiVersionParser",
-                        "org.springframework.web.accept.ApiVersionResolver",
-                        "org.springframework.web.accept.ApiVersionStrategy",
-                        "org.springframework.web.accept.ContentNegotiationManager",
-                        "org.springframework.web.bind.support.ConfigurableWebBindingInitializer",
-                        "org.springframework.web.context.ServletContextAware",
-                        "org.springframework.web.context.request.RequestContextListener",
-                        "org.springframework.web.context.support.ServletContextResource",
-                        "org.springframework.web.filter.FormContentFilter",
-                        "org.springframework.web.filter.HiddenHttpMethodFilter",
-                        "org.springframework.web.filter.RequestContextFilter",
-                        "org.springframework.web.servlet.DispatcherServlet",
-                        "org.springframework.web.servlet.FlashMapManager",
-                        "org.springframework.web.servlet.HandlerExceptionResolver",
-                        "org.springframework.web.servlet.LocaleResolver",
-                        "org.springframework.web.servlet.RequestToViewNameTranslator",
-                        "org.springframework.web.servlet.View",
-                        "org.springframework.web.servlet.ViewResolver",
-                        "org.springframework.web.servlet.config.annotation.ApiVersionConfigurer",
-                        "org.springframework.web.servlet.config.annotation.AsyncSupportConfigurer",
-                        "org.springframework.web.servlet.config.annotation.ContentNegotiationConfigurer",
-                        "org.springframework.web.servlet.config.annotation.DelegatingWebMvcConfiguration",
-                        "org.springframework.web.servlet.config.annotation.EnableWebMvc",
-                        "org.springframework.web.servlet.config.annotation.PathMatchConfigurer",
-                        "org.springframework.web.servlet.config.annotation.ResourceChainRegistration",
-                        "org.springframework.web.servlet.config.annotation.ResourceHandlerRegistration",
-                        "org.springframework.web.servlet.config.annotation.ResourceHandlerRegistry",
-                        "org.springframework.web.servlet.config.annotation.WebMvcConfigurationSupport",
-                        "org.springframework.web.servlet.config.annotation.WebMvcConfigurer",
-                        "org.springframework.web.servlet.handler.AbstractHandlerExceptionResolver",
-                        "org.springframework.web.servlet.handler.AbstractUrlHandlerMapping",
-                        "org.springframework.web.servlet.i18n.AcceptHeaderLocaleResolver",
-                        "org.springframework.web.servlet.i18n.FixedLocaleResolver",
-                        "org.springframework.web.servlet.mvc.method.annotation.ExceptionHandlerExceptionResolver",
-                        "org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerAdapter",
-                        "org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerMapping",
-                        "org.springframework.web.servlet.mvc.method.annotation.ResponseEntityExceptionHandler",
-                        "org.springframework.web.servlet.resource.EncodedResourceResolver",
-                        "org.springframework.web.servlet.resource.ResourceResolver",
-                        "org.springframework.web.servlet.resource.ResourceUrlProvider",
-                        "org.springframework.web.servlet.resource.VersionResourceResolver",
-                        "org.springframework.web.servlet.view.BeanNameViewResolver",
-                        "org.springframework.web.servlet.view.ContentNegotiatingViewResolver",
-                        "org.springframework.web.servlet.view.InternalResourceViewResolver",
-                        "org.springframework.web.util.UrlPathHelper"
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                     ]
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@@ -638074,7 +638074,7 @@
             }
         },
         "lua/pandoc": {
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+            "Directory Group Magnitude": 1305.84,
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             "Ecosystem Fingerprint (Archetypes)": {
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@@ -638085,14 +638085,14 @@
                 "Error & Exception Exposure": "50.07%",
                 "Tech Debt Exposure": "27.87%",
                 "Testing Exposure": "5.19%",
-                "API Exposure": "1.65%",
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                 "Specification Exposure": "50.0%",
                 "Instability Exposure": "46.15%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "9.33%",
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                 "Hardcoded Payload Artifacts": "0.0%"
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@@ -639749,9 +639749,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4147.0,
-                        "Y": -50.23,
-                        "Z": -4888.15
+                        "X": -5023.54,
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@@ -641965,9 +641965,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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-                        "X": -4499.68,
-                        "Y": -150.2,
-                        "Z": -3424.17
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -641979,7 +641979,7 @@
                         "Total LOC": 69,
                         "Coding LOC": 59,
                         "Documentation LOC": 4,
-                        "Structural Magnitude": 47.68,
+                        "Structural Magnitude": 45.68,
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@@ -641992,14 +641992,14 @@
                         "Error & Exception Exposure": "57.54%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.4%",
-                        "API Exposure": "1.03%",
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                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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@@ -642105,7 +642105,7 @@
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@@ -642989,9 +642989,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
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-                        "X": -5011.26,
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-                        "Z": -3846.59
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@@ -643003,7 +643003,7 @@
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                         "Documentation LOC": 10,
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@@ -643016,14 +643016,14 @@
                         "Error & Exception Exposure": "10.45%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.32%",
-                        "API Exposure": "0.23%",
+                        "API Exposure": "0.0%",
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                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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@@ -643129,7 +643129,7 @@
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@@ -648033,9 +648033,9 @@
                         "Identity Proof": "Single Indicator (Ext: .java)"
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@@ -648545,9 +648545,9 @@
                         "Identity Proof": "Single Indicator (Ext: .java)"
                     },
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-                        "X": 1930.52,
+                        "X": 1930.3,
                         "Y": 180.21,
-                        "Z": -9201.3
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -649470,338 +649470,1840 @@
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+                            "End Line": 850
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+                        {
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+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 379,
+                            "End Line": 381
+                        },
+                        {
+                            "Function Name": "getFileResolver",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 535,
+                            "End Line": 537
+                        },
+                        {
+                            "Function Name": "getTaskDependencyFactory",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 539,
+                            "End Line": 541
+                        },
+                        {
+                            "Function Name": "getArtifacts",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 547,
+                            "End Line": 549
+                        },
+                        {
+                            "Function Name": "getRepositories",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 551,
+                            "End Line": 553
+                        },
+                        {
+                            "Function Name": "getConfigurations",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 555,
+                            "End Line": 557
+                        },
+                        {
+                            "Function Name": "getCrossProjectModelAccess",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 590,
+                            "End Line": 591
+                        },
+                        {
+                            "Function Name": "getFileOperations",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 943,
+                            "End Line": 945
+                        },
+                        {
+                            "Function Name": "getProviders",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 947,
+                            "End Line": 949
+                        },
+                        {
+                            "Function Name": "getObjects",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 951,
+                            "End Line": 953
+                        },
+                        {
+                            "Function Name": "getLayout",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 955,
+                            "End Line": 957
+                        },
+                        {
+                            "Function Name": "getDependencies",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1060,
+                            "End Line": 1062
+                        },
+                        {
+                            "Function Name": "getDependencyFactory",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1064,
+                            "End Line": 1066
+                        },
+                        {
+                            "Function Name": "getLogging",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1115,
+                            "End Line": 1117
                         },
                         {
-                            "Function Name": "setBuildDir",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "getComponents",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 846,
-                            "End Line": 850
+                            "Start Line": 1119,
+                            "End Line": 1121
                         },
                         {
-                            "Function Name": "getProperty",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "getProcessOperations",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1135,
-                            "End Line": 1139
+                            "Start Line": 1214,
+                            "End Line": 1216
                         },
                         {
-                            "Function Name": "task",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "getConfigurationActions",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1295,
-                            "End Line": 1299
+                            "Start Line": 1342,
+                            "End Line": 1344
                         },
                         {
-                            "Function Name": "instanceDescriptorFor",
-                            "Structural Impact": 1.6,
+                            "Function Name": "getModelRegistry",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 359
+                            "Start Line": 1346,
+                            "End Line": 1348
                         },
                         {
-                            "Function Name": "getRootProject",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "getPluginManager",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 366,
-                            "End Line": 369
+                            "Start Line": 1356,
+                            "End Line": 1358
                         },
                         {
-                            "Function Name": "setDescription",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "getScriptPluginFactory",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 446,
-                            "End Line": 449
+                            "Start Line": 1360,
+                            "End Line": 1361
                         },
                         {
-                            "Function Name": "setGroup",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "getScriptHandlerFactory",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 477,
-                            "End Line": 480
+                            "Start Line": 1363,
+                            "End Line": 1364
                         },
                         {
-                            "Function Name": "setVersion",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "getDeferredProjectConfiguration",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 487,
-                            "End Line": 490
+                            "Start Line": 1435,
+                            "End Line": 1436
                         },
                         {
-                            "Function Name": "setStatus",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "getProjectConfigurator",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 497,
-                            "End Line": 500
+                            "Start Line": 1438,
+                            "End Line": 1439
                         },
                         {
-                            "Function Name": "setDefaultTasks",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "getListenerBuildOperationDecorator",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 525,
-                            "End Line": 528
+                            "Start Line": 1441,
+                            "End Line": 1442
                         },
                         {
-                            "Function Name": "setAnt",
-                            "Structural Impact": 1.6,
+                            "Function Name": "getNormalization",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 543,
-                            "End Line": 545
+                            "Start Line": 1486,
+                            "End Line": 1488
                         },
                         {
-                            "Function Name": "setLifecycleActionsState",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "getDependencyLocking",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 559,
-                            "End Line": 562
-                        },
+                            "Start Line": 1495,
+                            "End Line": 1497
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 81,
+                        "Sequential Logic Declarations": 410,
+                        "Function Parameters": 219,
+                        "Function/Method Declarations": 222,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 36,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 23,
+                        "Exposed API / Public Exports": 204,
+                        "State Mutations / Variable Reassignments": 37,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 7,
+                        "Unit Test Assertions": 6,
+                        "Asynchronous/Concurrent Execution": 6,
+                        "UI / View Layer Components": 12,
+                        "Closures and Anonymous Functions": 2,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 262,
+                        "Generic Type Abstractions": 89,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 132,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 28,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 8,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 27,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 115,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1099,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 40,
+                        "Design Camel Case": 20,
+                        "Design Snake Case": 15,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 6,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 68,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 132,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "com.google.common.base.Strings.isNullOrEmpty",
+                        "groovy.lang.Closure",
+                        "groovy.lang.MissingPropertyException",
+                        "java.io.File",
+                        "java.net.URI",
+                        "java.util.ArrayList",
+                        "java.util.Collections.singletonMap",
+                        "java.util.HashSet",
+                        "java.util.List",
+                        "java.util.Map",
+                        "java.util.Set",
+                        "java.util.TreeMap",
+                        "java.util.TreeSet",
+                        "java.util.concurrent.Callable",
+                        "java.util.stream.Collectors",
+                        "java.util.stream.Stream",
+                        "javax.inject.Inject",
+                        "org.gradle.api.Action",
+                        "org.gradle.api.AntBuilder",
+                        "org.gradle.api.CircularReferenceException",
+                        "org.gradle.api.InvalidUserCodeException",
+                        "org.gradle.api.InvalidUserDataException",
+                        "org.gradle.api.NamedDomainObjectContainer",
+                        "org.gradle.api.NamedDomainObjectFactory",
+                        "org.gradle.api.PathValidation",
+                        "org.gradle.api.Project",
+                        "org.gradle.api.ProjectConfigurationException",
+                        "org.gradle.api.ProjectEvaluationListener",
+                        "org.gradle.api.Task",
+                        "org.gradle.api.UnknownProjectException",
+                        "org.gradle.api.artifacts.ConfigurationContainer",
+                        "org.gradle.api.artifacts.dsl.ArtifactHandler",
+                        "org.gradle.api.artifacts.dsl.DependencyFactory",
+                        "org.gradle.api.artifacts.dsl.DependencyHandler",
+                        "org.gradle.api.artifacts.dsl.DependencyLockingHandler",
+                        "org.gradle.api.artifacts.dsl.RepositoryHandler",
+                        "org.gradle.api.component.SoftwareComponentContainer",
+                        "org.gradle.api.file.ConfigurableFileCollection",
+                        "org.gradle.api.file.ConfigurableFileTree",
+                        "org.gradle.api.file.CopySpec",
+                        "org.gradle.api.file.DeleteSpec",
+                        "org.gradle.api.file.FileTree",
+                        "org.gradle.api.file.ProjectLayout",
+                        "org.gradle.api.file.SyncSpec",
+                        "org.gradle.api.internal.CollectionCallbackActionDecorator",
+                        "org.gradle.api.internal.DynamicObjectAware",
+                        "org.gradle.api.internal.GradleInternal",
+                        "org.gradle.api.internal.ProcessOperations",
+                        "org.gradle.api.internal.artifacts.DependencyManagementServices",
+                        "org.gradle.api.internal.artifacts.DependencyResolutionServices",
+                        "org.gradle.api.internal.artifacts.configurations.RoleBasedConfigurationContainerInternal",
+                        "org.gradle.api.internal.collections.DomainObjectCollectionFactory",
+                        "org.gradle.api.internal.file.FileCollectionFactory",
+                        "org.gradle.api.internal.file.FileOperations",
+                        "org.gradle.api.internal.file.FileResolver",
+                        "org.gradle.api.internal.initialization.ClassLoaderScope",
+                        "org.gradle.api.internal.initialization.ScriptHandlerFactory",
+                        "org.gradle.api.internal.initialization.ScriptHandlerInternal",
+                        "org.gradle.api.internal.initialization.StandaloneDomainObjectContext",
+                        "org.gradle.api.internal.plugins.DefaultObjectConfigurationAction",
+                        "org.gradle.api.internal.plugins.ExtensionContainerInternal",
+                        "org.gradle.api.internal.plugins.PluginManagerInternal",
+                        "org.gradle.api.internal.project.taskfactory.TaskInstantiator",
+                        "org.gradle.api.internal.tasks.TaskContainerInternal",
+                        "org.gradle.api.internal.tasks.TaskDependencyFactory",
+                        "org.gradle.api.logging.Logger",
+                        "org.gradle.api.logging.Logging",
+                        "org.gradle.api.model.ObjectFactory",
+                        "org.gradle.api.plugins.ExtensionContainer",
+                        "org.gradle.api.plugins.ObjectConfigurationAction",
+                        "org.gradle.api.plugins.PluginContainer",
+                        "org.gradle.api.project.IsolatedProject",
+                        "org.gradle.api.provider.Property",
+                        "org.gradle.api.provider.Provider",
+                        "org.gradle.api.provider.ProviderFactory",
+                        "org.gradle.api.resources.ResourceHandler",
+                        "org.gradle.api.tasks.WorkResult",
+                        "org.gradle.configuration.ScriptPluginFactory",
+                        "org.gradle.configuration.internal.ListenerBuildOperationDecorator",
+                        "org.gradle.configuration.project.ProjectConfigurationActionContainer",
+                        "org.gradle.configuration.project.ProjectEvaluator",
+                        "org.gradle.features.internal.binding.ProjectFeatureApplicator",
+                        "org.gradle.features.internal.binding.ProjectFeatureDeclarations",
+                        "org.gradle.features.internal.binding.ProjectFeatureSupportInternal",
+                        "org.gradle.groovy.scripts.ScriptSource",
+                        "org.gradle.internal.Actions",
+                        "org.gradle.internal.Cast",
+                        "org.gradle.internal.Factories",
+                        "org.gradle.internal.Factory",
+                        "org.gradle.internal.deprecation.DeprecationLogger",
+                        "org.gradle.internal.event.ListenerBroadcast",
+                        "org.gradle.internal.extensibility.ExtensibleDynamicObject",
+                        "org.gradle.internal.extensibility.NoConventionMapping",
+                        "org.gradle.internal.instantiation.InstantiatorFactory",
+                        "org.gradle.internal.instantiation.generator.AsmBackedClassGenerator",
+                        "org.gradle.internal.logging.LoggingManagerInternal",
+                        "org.gradle.internal.logging.StandardOutputCapture",
+                        "org.gradle.internal.metaobject.BeanDynamicObject",
+                        "org.gradle.internal.metaobject.DynamicObject",
+                        "org.gradle.internal.model.ModelContainer",
+                        "org.gradle.internal.model.RuleBasedPluginListener",
+                        "org.gradle.internal.reflect.Instantiator",
+                        "org.gradle.internal.resource.TextUriResourceLoader",
+                        "org.gradle.internal.service.ServiceRegistry",
+                        "org.gradle.internal.service.scopes.ServiceRegistryFactory",
+                        "org.gradle.internal.typeconversion.TypeConverter",
+                        "org.gradle.listener.ClosureBackedMethodInvocationDispatch",
+                        "org.gradle.model.Model",
+                        "org.gradle.model.RuleSource",
+                        "org.gradle.model.dsl.internal.NonTransformedModelDslBacking",
+                        "org.gradle.model.dsl.internal.TransformedModelDslBacking",
+                        "org.gradle.model.internal.core.DefaultNodeInitializerRegistry",
+                        "org.gradle.model.internal.core.Hidden",
+                        "org.gradle.model.internal.core.ModelReference",
+                        "org.gradle.model.internal.core.ModelRegistrations",
+                        "org.gradle.model.internal.core.NamedEntityInstantiator",
+                        "org.gradle.model.internal.core.NodeInitializerRegistry",
+                        "org.gradle.model.internal.manage.binding.StructBindingsStore",
+                        "org.gradle.model.internal.manage.instance.ManagedProxyFactory",
+                        "org.gradle.model.internal.manage.schema.ModelSchemaStore",
+                        "org.gradle.model.internal.registry.ModelRegistry",
+                        "org.gradle.model.internal.type.ModelType",
+                        "org.gradle.normalization.InputNormalizationHandler",
+                        "org.gradle.normalization.internal.InputNormalizationHandlerInternal",
+                        "org.gradle.util.Configurable",
+                        "org.gradle.util.Path",
+                        "org.gradle.util.internal.ClosureBackedAction",
+                        "org.gradle.util.internal.ConfigureUtil",
+                        "org.gradle.util.internal.ConfigureUtil.configureUsing",
+                        "org.gradle.util.internal.GUtil.addMaps",
+                        "org.jspecify.annotations.NonNull",
+                        "org.jspecify.annotations.Nullable"
+                    ]
+                },
+                "groovy/gradle/DefaultTask.java": {
+                    "1. Artifact Identity": {
+                        "Filename": "DefaultTask.java",
+                        "Path": "groovy/gradle/DefaultTask.java",
+                        "Language": "Java",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "org",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "java",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .java)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 2015.66,
+                        "Y": 232.31,
+                        "Z": -9584.49
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 330,
+                        "Coding LOC": 250,
+                        "Documentation LOC": 20,
+                        "Structural Magnitude": 218.5,
+                        "Control Flow Ratio": "16.2%",
+                        "Popularity Rank": 7,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.68
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "41.35%",
+                        "Error & Exception Exposure": "77.94%",
+                        "Tech Debt Exposure": "9.11%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "12.59%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.81%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "99.76%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
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-                            "Structural Impact": 1.6,
+                            "Function Name": "usesService",
+                            "Structural Impact": 4.4,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 593,
-                            "End Line": 596
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 270,
+                            "End Line": 273
                         },
                         {
-                            "Function Name": "compareTo",
-                            "Structural Impact": 1.6,
+                            "Function Name": "onlyIf",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 598,
-                            "End Line": 601
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 93,
+                            "End Line": 96
                         },
                         {
-                            "Function Name": "absoluteProjectPath",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setOnlyIf",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 617,
-                            "End Line": 620
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 103,
+                            "End Line": 106
                         },
                         {
-                            "Function Name": "identityPath",
-                            "Structural Impact": 1.6,
+                            "Function Name": "doFirst",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 622,
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+                            "Start Line": 143,
+                            "End Line": 146
                         },
                         {
-                            "Function Name": "projectPath",
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                             "Lines of Code (LOC)": 4,
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-                            "Start Line": 653,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 153,
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                         },
                         {
-                            "Function Name": "relativeProjectPath",
-                            "Structural Impact": 1.6,
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 1,
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-                            "Start Line": 673,
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+                            "Start Line": 73,
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                         },
                         {
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 678,
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+                            "End Line": 86
                         },
                         {
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 1,
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-                            "Start Line": 692,
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+                            "Start Line": 88,
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                         },
                         {
-                            "Function Name": "allprojects",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 714,
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+                            "Start Line": 98,
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                         },
                         {
-                            "Function Name": "subprojects",
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                             "Lines of Code (LOC)": 4,
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                             "Input Parameters": 1,
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-                            "Start Line": 739,
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+                            "Start Line": 138,
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                         },
                         {
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-                            "Start Line": 959,
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+                            "Start Line": 148,
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                         },
                         {
-                            "Function Name": "uri",
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+                            "Function Name": "setMustRunAfter",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 1,
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-                            "Start Line": 969,
-                            "End Line": 972
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+                            "Start Line": 220,
+                            "End Line": 223
                         },
                         {
-                            "Function Name": "files",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 974,
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+                            "Start Line": 235,
+                            "End Line": 238
                         },
                         {
-                            "Function Name": "fileTree",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 991,
-                            "End Line": 994
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+                            "Start Line": 255,
+                            "End Line": 258
                         },
                         {
-                            "Function Name": "zipTree",
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                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1013,
-                            "End Line": 1016
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 68,
+                            "End Line": 71
                         },
                         {
-                            "Function Name": "tarTree",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setProperty",
+                            "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1018,
-                            "End Line": 1021
+                            "Start Line": 178,
+                            "End Line": 181
                         },
                         {
-                            "Function Name": "relativePath",
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                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1033,
-                            "End Line": 1036
+                            "Start Line": 113,
+                            "End Line": 116
                         },
                         {
-                            "Function Name": "mkdir",
+                            "Function Name": "setEnabled",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1038,
-                            "End Line": 1041
+                            "Start Line": 123,
+                            "End Line": 126
                         },
                         {
-                            "Function Name": "delete",
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1043,
-                            "End Line": 1046
+                            "Start Line": 133,
+                            "End Line": 136
                         },
                         {
-                            "Function Name": "property",
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1159,
-                            "End Line": 1162
+                            "Start Line": 158,
+                            "End Line": 161
                         },
                         {
-                            "Function Name": "findProperty",
+                            "Function Name": "property",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1164,
-                            "End Line": 1167
+                            "Start Line": 168,
+                            "End Line": 171
                         },
                         {
                             "Function Name": "hasProperty",
@@ -649810,1051 +651312,1993 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1174,
-                            "End Line": 1177
+                            "Start Line": 173,
+                            "End Line": 176
                         },
                         {
-                            "Function Name": "copy",
+                            "Function Name": "setDescription",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1184,
-                            "End Line": 1187
+                            "Start Line": 189,
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "copySpec",
+                            "Function Name": "setGroup",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1199,
-                            "End Line": 1202
+                            "Start Line": 200,
+                            "End Line": 203
                         },
                         {
-                            "Function Name": "ant",
+                            "Function Name": "mustRunAfter",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1223,
-                            "End Line": 1226
+                            "Start Line": 225,
+                            "End Line": 228
                         },
                         {
-                            "Function Name": "repositories",
+                            "Function Name": "finalizedBy",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1270,
-                            "End Line": 1273
+                            "Start Line": 240,
+                            "End Line": 243
                         },
                         {
-                            "Function Name": "dependencies",
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1275,
-                            "End Line": 1278
+                            "Start Line": 250,
+                            "End Line": 253
                         },
                         {
-                            "Function Name": "artifacts",
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1280,
-                            "End Line": 1283
+                            "Start Line": 285,
+                            "End Line": 288
                         },
                         {
-                            "Function Name": "buildscript",
+                            "Function Name": "setOnlyIf",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1290,
-                            "End Line": 1293
+                            "Start Line": 290,
+                            "End Line": 293
                         },
                         {
-                            "Function Name": "task",
+                            "Function Name": "doFirst",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1301,
-                            "End Line": 1304
-                        },
-                        {
-                            "Function Name": "passThrough",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1379,
-                            "End Line": 1381
+                            "Start Line": 310,
+                            "End Line": 313
                         },
                         {
-                            "Function Name": "addDeferredConfiguration",
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1444,
-                            "End Line": 1447
+                            "Start Line": 315,
+                            "End Line": 318
                         },
                         {
-                            "Function Name": "apply",
+                            "Function Name": "configure",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1454,
-                            "End Line": 1457
+                            "Start Line": 320,
+                            "End Line": 323
                         },
                         {
-                            "Function Name": "assertEagerContext",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "getAnt",
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+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1523,
-                            "End Line": 1525
+                            "Start Line": 53,
+                            "End Line": 56
                         },
                         {
-                            "Function Name": "newDetachedResolver",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "getProject",
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+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1532,
-                            "End Line": 1542
+                            "Start Line": 58,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "LocalDetachedResolver",
-                            "Structural Impact": 1.6,
+                            "Function Name": "getName",
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                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1547,
-                            "End Line": 1550
+                            "Start Line": 63,
+                            "End Line": 66
                         },
                         {
-                            "Function Name": "getRootProject",
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                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 361,
-                            "End Line": 364
+                            "Start Line": 78,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "getGradle",
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                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 371,
-                            "End Line": 374
+                            "Start Line": 108,
+                            "End Line": 111
                         },
                         {
-                            "Function Name": "getBuildFile",
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                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 383,
-                            "End Line": 386
+                            "Start Line": 118,
+                            "End Line": 121
                         },
                         {
-                            "Function Name": "getBuildScriptSource",
+                            "Function Name": "getPath",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 394,
-                            "End Line": 397
+                            "Start Line": 128,
+                            "End Line": 131
                         },
                         {
-                            "Function Name": "getRootDir",
+                            "Function Name": "getLogger",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 399,
-                            "End Line": 402
+                            "Start Line": 163,
+                            "End Line": 166
                         },
                         {
-                            "Function Name": "getParent",
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                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 404,
-                            "End Line": 408
+                            "Start Line": 183,
+                            "End Line": 187
                         },
                         {
-                            "Function Name": "getParentIdentifier",
+                            "Function Name": "getGroup",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 419,
-                            "End Line": 423
+                            "Start Line": 194,
+                            "End Line": 198
                         },
                         {
-                            "Function Name": "getAsDynamicObject",
+                            "Function Name": "getDestroyables",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 425,
-                            "End Line": 428
+                            "Start Line": 205,
+                            "End Line": 208
                         },
                         {
-                            "Function Name": "getInheritedScope",
+                            "Function Name": "getLocalState",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 430,
-                            "End Line": 433
+                            "Start Line": 210,
+                            "End Line": 213
                         },
                         {
-                            "Function Name": "getName",
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                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 435,
-                            "End Line": 438
+                            "Start Line": 215,
+                            "End Line": 218
                         },
                         {
-                            "Function Name": "getDescription",
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                             "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 440,
-                            "End Line": 444
+                            "Start Line": 230,
+                            "End Line": 233
                         },
                         {
-                            "Function Name": "getStatus",
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                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 492,
-                            "End Line": 495
+                            "Start Line": 245,
+                            "End Line": 248
                         },
                         {
-                            "Function Name": "getChildProjects",
+                            "Function Name": "getShouldRunAfter",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 510,
-                            "End Line": 513
+                            "Start Line": 260,
+                            "End Line": 263
                         },
                         {
-                            "Function Name": "getChildProjects",
+                            "Function Name": "getTimeout",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 515,
-                            "End Line": 518
+                            "Start Line": 265,
+                            "End Line": 268
                         },
                         {
-                            "Function Name": "getDefaultTasks",
+                            "Function Name": "getState",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 520,
-                            "End Line": 523
+                            "Start Line": 275,
+                            "End Line": 278
                         },
                         {
-                            "Function Name": "getState",
+                            "Function Name": "getTaskDependencies",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 530,
-                            "End Line": 533
+                            "Start Line": 280,
+                            "End Line": 283
                         },
                         {
-                            "Function Name": "getLifecycleActionsState",
+                            "Function Name": "getLogging",
                             "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 564,
-                            "End Line": 568
+                            "Start Line": 295,
+                            "End Line": 298
                         },
                         {
-                            "Function Name": "getPath",
+                            "Function Name": "getInputs",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 570,
-                            "End Line": 573
+                            "Start Line": 300,
+                            "End Line": 303
                         },
                         {
-                            "Function Name": "getBuildTreePath",
+                            "Function Name": "getOutputs",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 575,
-                            "End Line": 578
+                            "Start Line": 305,
+                            "End Line": 308
                         },
                         {
-                            "Function Name": "getIdentityPath",
+                            "Function Name": "getExtensions",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 580,
-                            "End Line": 583
+                            "Start Line": 325,
+                            "End Line": 328
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 16,
+                        "Sequential Logic Declarations": 83,
+                        "Function Parameters": 54,
+                        "Function/Method Declarations": 55,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 56,
+                        "State Mutations / Variable Reassignments": 54,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 60,
+                        "Generic Type Abstractions": 17,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 22,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 3,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 6,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 222,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 2,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 22,
+                        "Direct Downstream (Dependency Blast Radius)": 7,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "groovy.lang.Closure",
+                        "groovy.lang.MissingPropertyException",
+                        "java.io.File",
+                        "java.time.Duration",
+                        "java.util.List",
+                        "java.util.Set",
+                        "org.gradle.api.internal.TaskInputsInternal",
+                        "org.gradle.api.internal.TaskOutputsInternal",
+                        "org.gradle.api.internal.tasks.TaskDependencyInternal",
+                        "org.gradle.api.internal.tasks.TaskStateInternal",
+                        "org.gradle.api.logging.Logger",
+                        "org.gradle.api.plugins.ExtensionContainer",
+                        "org.gradle.api.provider.Property",
+                        "org.gradle.api.provider.Provider",
+                        "org.gradle.api.services.BuildService",
+                        "org.gradle.api.specs.Spec",
+                        "org.gradle.api.tasks.TaskDependency",
+                        "org.gradle.api.tasks.TaskDestroyables",
+                        "org.gradle.api.tasks.TaskLocalState",
+                        "org.gradle.internal.extensibility.NoConventionMapping",
+                        "org.gradle.work.DisableCachingByDefault",
+                        "org.jspecify.annotations.Nullable"
+                    ]
+                }
+            }
+        },
+        "abap/abapGit": {
+            "Directory Group Magnitude": 1153.74,
+            "File Count": 8,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "7.77%",
+                "Error & Exception Exposure": "31.46%",
+                "Tech Debt Exposure": "25.93%",
+                "Testing Exposure": "41.18%",
+                "API Exposure": "0.57%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "16.72%",
+                "Commented Logic Exposure": "8.68%",
+                "Specification Exposure": "75.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "9.87%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "abap/abapGit/package.devc.xml": {
+                    "1. Artifact Identity": {
+                        "Filename": "package.devc.xml",
+                        "Path": "abap/abapGit/package.devc.xml",
+                        "Language": "Xml",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .xml)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5543.46,
+                        "Y": 137.98,
+                        "Z": -9183.57
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 11,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 10,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zabapgit.prog.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zabapgit.prog.abap",
+                        "Path": "abap/abapGit/zabapgit.prog.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5619.22,
+                        "Y": 260.73,
+                        "Z": -8065.52
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 80,
+                        "Coding LOC": 27,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 15.54,
+                        "Control Flow Ratio": "75.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.06
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.95%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "59.27%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 5,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 3,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 6,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 12,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 3,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 3,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "zabapgit_authorizations_exit",
+                        "zabapgit_background_user_exit",
+                        "zabapgit_forms",
+                        "zabapgit_gui_pages_userexit",
+                        "zabapgit_password_dialog",
+                        "zabapgit_user_exit"
+                    ]
+                },
+                "abap/abapGit/zcl_abapgit_ajson.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_ajson.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_ajson.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5478.25,
+                        "Y": 205.12,
+                        "Z": -8549.89
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1023,
+                        "Coding LOC": 741,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 253.52,
+                        "Control Flow Ratio": "43.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.267
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "12.64%",
+                        "Error & Exception Exposure": "46.65%",
+                        "Tech Debt Exposure": "99.47%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.67%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "28.04%",
+                        "Commented Logic Exposure": "5.16%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "zif_abapgit_ajson~setx",
+                            "Structural Impact": 23.3,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "68.4%",
+                            "Start Line": 716,
+                            "End Line": 785
                         },
                         {
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                         {
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+                            "Function Name": "zif_abapgit_ajson~to_abap",
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                             "Control Flow Ratio": "0.0%",
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                         {
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+                            "Function Name": "constructor",
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+                        },
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+                        },
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                         },
                         {
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                         {
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                         {
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                         {
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                         {
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                         },
                         {
-                            "Function Name": "getDisplayName",
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                         {
-                            "Function Name": "toString",
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                         {
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                         {
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-                            "Start Line": 1068,
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                         {
-                            "Function Name": "getLogger",
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-                            "Start Line": 1105,
-                            "End Line": 1108
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                         },
                         {
-                            "Function Name": "getStandardOutputCapture",
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-                            "Start Line": 1110,
-                            "End Line": 1113
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                         },
                         {
-                            "Function Name": "copySpec",
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-                            "Start Line": 1209,
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                         {
-                            "Function Name": "getServices",
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1218,
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                         {
-                            "Function Name": "createObjectConfigurationAction",
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-                            "Start Line": 1350,
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                         {
-                            "Function Name": "getClassLoaderScope",
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                         {
-                            "Function Name": "getBaseClassLoaderScope",
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-                            "Start Line": 1371,
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+                        }
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+                    "6. Contextual Mitigations & Amplifications": "None Detected",
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+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 2,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
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+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
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+                        "Manual Memory Allocation": 9,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 737,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 253,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 253,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 3,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 37,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zcl_abapgit_git_porcelain.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_git_porcelain.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_git_porcelain.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5855.09,
+                        "Y": 149.3,
+                        "Z": -9178.84
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 837,
+                        "Coding LOC": 642,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 249.54,
+                        "Control Flow Ratio": "51.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.209
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "10.29%",
+                        "Error & Exception Exposure": "56.53%",
+                        "Tech Debt Exposure": "8.45%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.69%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "55.4%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "getExtensions",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1419,
-                            "End Line": 1422
+                            "Function Name": "receive_pack_push",
+                            "Structural Impact": 37.2,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 12,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 644,
+                            "End Line": 739
                         },
                         {
-                            "Function Name": "fireDeferredConfiguration",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1449,
-                            "End Line": 1452
+                            "Function Name": "push",
+                            "Structural Impact": 29.8,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 555,
+                            "End Line": 641
                         },
                         {
-                            "Function Name": "getOwner",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1527,
-                            "End Line": 1530
+                            "Function Name": "walk",
+                            "Structural Impact": 18.4,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 742,
+                            "End Line": 791
                         },
                         {
-                            "Function Name": "getRepositories",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1552,
-                            "End Line": 1555
+                            "Function Name": "walk_tree",
+                            "Structural Impact": 17.8,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 794,
+                            "End Line": 836
                         },
                         {
-                            "Function Name": "getDependencies",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1557,
-                            "End Line": 1560
+                            "Function Name": "create_tag",
+                            "Structural Impact": 14.7,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 324,
+                            "End Line": 349
                         },
                         {
-                            "Function Name": "getConfigurations",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1562,
-                            "End Line": 1565
+                            "Function Name": "find_folders",
+                            "Structural Impact": 14.1,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 435,
+                            "End Line": 473
                         },
                         {
-                            "Function Name": "newProjectEvaluationListenerBroadcast",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 327
+                            "Function Name": "build_trees",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 197,
+                            "End Line": 251
                         },
                         {
-                            "Function Name": "getProjectEvaluator",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 376,
-                            "End Line": 377
+                            "Function Name": "delete_tag",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 404,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "getBuildscript",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 379,
-                            "End Line": 381
+                            "Function Name": "delete_annotated_tag",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 352,
+                            "End Line": 376
                         },
                         {
-                            "Function Name": "getFileResolver",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 535,
-                            "End Line": 537
+                            "Function Name": "create_branch",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 296,
+                            "End Line": 309
                         },
                         {
-                            "Function Name": "getTaskDependencyFactory",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 539,
-                            "End Line": 541
+                            "Function Name": "pull",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 497,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "getArtifacts",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 547,
-                            "End Line": 549
+                            "Function Name": "full_tree",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 476,
+                            "End Line": 494
                         },
                         {
-                            "Function Name": "getRepositories",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "create_annotated_tag",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 40,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 551,
-                            "End Line": 553
+                            "Start Line": 254,
+                            "End Line": 293
                         },
                         {
-                            "Function Name": "getConfigurations",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "pull_by_branch",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 555,
-                            "End Line": 557
+                            "Start Line": 521,
+                            "End Line": 535
                         },
                         {
-                            "Function Name": "getCrossProjectModelAccess",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "pull_by_commit",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 590,
-                            "End Line": 591
+                            "Start Line": 538,
+                            "End Line": 552
                         },
                         {
-                            "Function Name": "getFileOperations",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "delete_branch",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 943,
-                            "End Line": 945
+                            "Start Line": 379,
+                            "End Line": 390
                         },
                         {
-                            "Function Name": "getProviders",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "create_lightweight_tag",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 947,
-                            "End Line": 949
+                            "Start Line": 312,
+                            "End Line": 321
                         },
                         {
-                            "Function Name": "getObjects",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "delete_lightweight_tag",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 951,
-                            "End Line": 953
+                            "Start Line": 393,
+                            "End Line": 401
                         },
                         {
-                            "Function Name": "getLayout",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "empty_packfile",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 955,
-                            "End Line": 957
-                        },
+                            "Start Line": 423,
+                            "End Line": 432
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 48,
+                        "Sequential Logic Declarations": 45,
+                        "Function Parameters": 41,
+                        "Function/Method Declarations": 19,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 43,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 14,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 2,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 115,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 2,
+                        "Resource Deallocation & Cleanup": 8,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 638,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 226,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 226,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 59,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zcl_abapgit_http_client.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_http_client.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_http_client.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5304.66,
+                        "Y": 269.32,
+                        "Z": -8739.61
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 228,
+                        "Coding LOC": 168,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 50.46,
+                        "Control Flow Ratio": "52.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.166
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "8.82%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.44%",
+                        "API Exposure": "0.85%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "13.1%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "getDependencies",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1060,
-                            "End Line": 1062
+                            "Function Name": "check_http_200",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 49,
+                            "End Line": 85
                         },
                         {
-                            "Function Name": "getDependencyFactory",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1064,
-                            "End Line": 1066
+                            "Function Name": "send_receive",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 126,
+                            "End Line": 166
                         },
                         {
-                            "Function Name": "getLogging",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "check_smart_response",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1115,
-                            "End Line": 1117
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 88,
+                            "End Line": 108
                         },
                         {
-                            "Function Name": "getComponents",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "set_headers",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1119,
-                            "End Line": 1121
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 193,
+                            "End Line": 227
                         },
                         {
-                            "Function Name": "getProcessOperations",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "set_header",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1214,
-                            "End Line": 1216
+                            "Start Line": 186,
+                            "End Line": 190
                         },
                         {
-                            "Function Name": "getConfigurationActions",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "send_receive_close",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1342,
-                            "End Line": 1344
+                            "Start Line": 169,
+                            "End Line": 178
                         },
                         {
-                            "Function Name": "getModelRegistry",
+                            "Function Name": "close",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1346,
-                            "End Line": 1348
+                            "Start Line": 111,
+                            "End Line": 113
                         },
                         {
-                            "Function Name": "getPluginManager",
+                            "Function Name": "constructor",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1356,
-                            "End Line": 1358
-                        },
-                        {
-                            "Function Name": "getScriptPluginFactory",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1360,
-                            "End Line": 1361
-                        },
-                        {
-                            "Function Name": "getScriptHandlerFactory",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1363,
-                            "End Line": 1364
-                        },
-                        {
-                            "Function Name": "getDeferredProjectConfiguration",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1435,
-                            "End Line": 1436
-                        },
-                        {
-                            "Function Name": "getProjectConfigurator",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1438,
-                            "End Line": 1439
-                        },
-                        {
-                            "Function Name": "getListenerBuildOperationDecorator",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1441,
-                            "End Line": 1442
+                            "Start Line": 116,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "getNormalization",
+                            "Function Name": "get_cdata",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1486,
-                            "End Line": 1488
+                            "Start Line": 121,
+                            "End Line": 123
                         },
                         {
-                            "Function Name": "getDependencyLocking",
+                            "Function Name": "set_digest",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1495,
-                            "End Line": 1497
+                            "Start Line": 181,
+                            "End Line": 183
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 81,
-                        "Sequential Logic Declarations": 410,
-                        "Function Parameters": 219,
-                        "Function/Method Declarations": 222,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 36,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 18,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 23,
-                        "Exposed API / Public Exports": 204,
-                        "State Mutations / Variable Reassignments": 37,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 7,
-                        "Unit Test Assertions": 6,
-                        "Asynchronous/Concurrent Execution": 6,
-                        "UI / View Layer Components": 12,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 262,
-                        "Generic Type Abstractions": 89,
-                        "Collection Iterators / Comprehensions": 2,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 3,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 132,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 28,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 4,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 8,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 27,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 115,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1099,
+                        "Structural Space Indentations": 164,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -650871,15 +653315,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 40,
-                        "Design Camel Case": 20,
-                        "Design Snake Case": 15,
+                        "Core Var Decl": 48,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 46,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 6,
+                        "Design Long Vars": 2,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 68,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -650903,163 +653347,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 132,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "com.google.common.base.Strings.isNullOrEmpty",
-                        "groovy.lang.Closure",
-                        "groovy.lang.MissingPropertyException",
-                        "java.io.File",
-                        "java.net.URI",
-                        "java.util.ArrayList",
-                        "java.util.Collections.singletonMap",
-                        "java.util.HashSet",
-                        "java.util.List",
-                        "java.util.Map",
-                        "java.util.Set",
-                        "java.util.TreeMap",
-                        "java.util.TreeSet",
-                        "java.util.concurrent.Callable",
-                        "java.util.stream.Collectors",
-                        "java.util.stream.Stream",
-                        "javax.inject.Inject",
-                        "org.gradle.api.Action",
-                        "org.gradle.api.AntBuilder",
-                        "org.gradle.api.CircularReferenceException",
-                        "org.gradle.api.InvalidUserCodeException",
-                        "org.gradle.api.InvalidUserDataException",
-                        "org.gradle.api.NamedDomainObjectContainer",
-                        "org.gradle.api.NamedDomainObjectFactory",
-                        "org.gradle.api.PathValidation",
-                        "org.gradle.api.Project",
-                        "org.gradle.api.ProjectConfigurationException",
-                        "org.gradle.api.ProjectEvaluationListener",
-                        "org.gradle.api.Task",
-                        "org.gradle.api.UnknownProjectException",
-                        "org.gradle.api.artifacts.ConfigurationContainer",
-                        "org.gradle.api.artifacts.dsl.ArtifactHandler",
-                        "org.gradle.api.artifacts.dsl.DependencyFactory",
-                        "org.gradle.api.artifacts.dsl.DependencyHandler",
-                        "org.gradle.api.artifacts.dsl.DependencyLockingHandler",
-                        "org.gradle.api.artifacts.dsl.RepositoryHandler",
-                        "org.gradle.api.component.SoftwareComponentContainer",
-                        "org.gradle.api.file.ConfigurableFileCollection",
-                        "org.gradle.api.file.ConfigurableFileTree",
-                        "org.gradle.api.file.CopySpec",
-                        "org.gradle.api.file.DeleteSpec",
-                        "org.gradle.api.file.FileTree",
-                        "org.gradle.api.file.ProjectLayout",
-                        "org.gradle.api.file.SyncSpec",
-                        "org.gradle.api.internal.CollectionCallbackActionDecorator",
-                        "org.gradle.api.internal.DynamicObjectAware",
-                        "org.gradle.api.internal.GradleInternal",
-                        "org.gradle.api.internal.ProcessOperations",
-                        "org.gradle.api.internal.artifacts.DependencyManagementServices",
-                        "org.gradle.api.internal.artifacts.DependencyResolutionServices",
-                        "org.gradle.api.internal.artifacts.configurations.RoleBasedConfigurationContainerInternal",
-                        "org.gradle.api.internal.collections.DomainObjectCollectionFactory",
-                        "org.gradle.api.internal.file.FileCollectionFactory",
-                        "org.gradle.api.internal.file.FileOperations",
-                        "org.gradle.api.internal.file.FileResolver",
-                        "org.gradle.api.internal.initialization.ClassLoaderScope",
-                        "org.gradle.api.internal.initialization.ScriptHandlerFactory",
-                        "org.gradle.api.internal.initialization.ScriptHandlerInternal",
-                        "org.gradle.api.internal.initialization.StandaloneDomainObjectContext",
-                        "org.gradle.api.internal.plugins.DefaultObjectConfigurationAction",
-                        "org.gradle.api.internal.plugins.ExtensionContainerInternal",
-                        "org.gradle.api.internal.plugins.PluginManagerInternal",
-                        "org.gradle.api.internal.project.taskfactory.TaskInstantiator",
-                        "org.gradle.api.internal.tasks.TaskContainerInternal",
-                        "org.gradle.api.internal.tasks.TaskDependencyFactory",
-                        "org.gradle.api.logging.Logger",
-                        "org.gradle.api.logging.Logging",
-                        "org.gradle.api.model.ObjectFactory",
-                        "org.gradle.api.plugins.ExtensionContainer",
-                        "org.gradle.api.plugins.ObjectConfigurationAction",
-                        "org.gradle.api.plugins.PluginContainer",
-                        "org.gradle.api.project.IsolatedProject",
-                        "org.gradle.api.provider.Property",
-                        "org.gradle.api.provider.Provider",
-                        "org.gradle.api.provider.ProviderFactory",
-                        "org.gradle.api.resources.ResourceHandler",
-                        "org.gradle.api.tasks.WorkResult",
-                        "org.gradle.configuration.ScriptPluginFactory",
-                        "org.gradle.configuration.internal.ListenerBuildOperationDecorator",
-                        "org.gradle.configuration.project.ProjectConfigurationActionContainer",
-                        "org.gradle.configuration.project.ProjectEvaluator",
-                        "org.gradle.features.internal.binding.ProjectFeatureApplicator",
-                        "org.gradle.features.internal.binding.ProjectFeatureDeclarations",
-                        "org.gradle.features.internal.binding.ProjectFeatureSupportInternal",
-                        "org.gradle.groovy.scripts.ScriptSource",
-                        "org.gradle.internal.Actions",
-                        "org.gradle.internal.Cast",
-                        "org.gradle.internal.Factories",
-                        "org.gradle.internal.Factory",
-                        "org.gradle.internal.deprecation.DeprecationLogger",
-                        "org.gradle.internal.event.ListenerBroadcast",
-                        "org.gradle.internal.extensibility.ExtensibleDynamicObject",
-                        "org.gradle.internal.extensibility.NoConventionMapping",
-                        "org.gradle.internal.instantiation.InstantiatorFactory",
-                        "org.gradle.internal.instantiation.generator.AsmBackedClassGenerator",
-                        "org.gradle.internal.logging.LoggingManagerInternal",
-                        "org.gradle.internal.logging.StandardOutputCapture",
-                        "org.gradle.internal.metaobject.BeanDynamicObject",
-                        "org.gradle.internal.metaobject.DynamicObject",
-                        "org.gradle.internal.model.ModelContainer",
-                        "org.gradle.internal.model.RuleBasedPluginListener",
-                        "org.gradle.internal.reflect.Instantiator",
-                        "org.gradle.internal.resource.TextUriResourceLoader",
-                        "org.gradle.internal.service.ServiceRegistry",
-                        "org.gradle.internal.service.scopes.ServiceRegistryFactory",
-                        "org.gradle.internal.typeconversion.TypeConverter",
-                        "org.gradle.listener.ClosureBackedMethodInvocationDispatch",
-                        "org.gradle.model.Model",
-                        "org.gradle.model.RuleSource",
-                        "org.gradle.model.dsl.internal.NonTransformedModelDslBacking",
-                        "org.gradle.model.dsl.internal.TransformedModelDslBacking",
-                        "org.gradle.model.internal.core.DefaultNodeInitializerRegistry",
-                        "org.gradle.model.internal.core.Hidden",
-                        "org.gradle.model.internal.core.ModelReference",
-                        "org.gradle.model.internal.core.ModelRegistrations",
-                        "org.gradle.model.internal.core.NamedEntityInstantiator",
-                        "org.gradle.model.internal.core.NodeInitializerRegistry",
-                        "org.gradle.model.internal.manage.binding.StructBindingsStore",
-                        "org.gradle.model.internal.manage.instance.ManagedProxyFactory",
-                        "org.gradle.model.internal.manage.schema.ModelSchemaStore",
-                        "org.gradle.model.internal.registry.ModelRegistry",
-                        "org.gradle.model.internal.type.ModelType",
-                        "org.gradle.normalization.InputNormalizationHandler",
-                        "org.gradle.normalization.internal.InputNormalizationHandlerInternal",
-                        "org.gradle.util.Configurable",
-                        "org.gradle.util.Path",
-                        "org.gradle.util.internal.ClosureBackedAction",
-                        "org.gradle.util.internal.ConfigureUtil",
-                        "org.gradle.util.internal.ConfigureUtil.configureUsing",
-                        "org.gradle.util.internal.GUtil.addMaps",
-                        "org.jspecify.annotations.NonNull",
-                        "org.jspecify.annotations.Nullable"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "groovy/gradle/DefaultTask.java": {
+                "abap/abapGit/zcl_abapgit_objects.clas.abap": {
                     "1. Artifact Identity": {
-                        "Filename": "DefaultTask.java",
-                        "Path": "groovy/gradle/DefaultTask.java",
-                        "Language": "Java",
+                        "Filename": "zcl_abapgit_objects.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_objects.clas.abap",
+                        "Language": "Abap",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "org",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "java",
+                        "Folder Dominant Lang": "abap",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .java)"
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2015.88,
-                        "Y": 232.31,
-                        "Z": -9585.53
+                        "X": 5807.85,
+                        "Y": 186.55,
+                        "Z": -8852.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -651068,619 +653378,865 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 330,
-                        "Coding LOC": 250,
-                        "Documentation LOC": 20,
-                        "Structural Magnitude": 218.5,
-                        "Control Flow Ratio": "16.2%",
-                        "Popularity Rank": 7,
+                        "Total LOC": 1428,
+                        "Coding LOC": 1039,
+                        "Documentation LOC": 58,
+                        "Structural Magnitude": 487.88,
+                        "Control Flow Ratio": "61.8%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.68
+                        "Raw Cognitive Density": 0.197
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "41.35%",
-                        "Error & Exception Exposure": "77.94%",
-                        "Tech Debt Exposure": "9.11%",
+                        "Cognitive Load Exposure": "9.88%",
+                        "Error & Exception Exposure": "42.0%",
+                        "Tech Debt Exposure": "8.85%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.59%",
+                        "API Exposure": "0.64%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.81%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "24.42%",
+                        "Commented Logic Exposure": "5.04%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.76%",
+                        "Documentation Exposure": "12.2%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "usesService",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 270,
-                            "End Line": 273
-                        },
-                        {
-                            "Function Name": "onlyIf",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 93,
-                            "End Line": 96
+                            "Function Name": "deserialize",
+                            "Structural Impact": 53.0,
+                            "Lines of Code (LOC)": 211,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "72.0%",
+                            "Start Line": 588,
+                            "End Line": 798
                         },
                         {
-                            "Function Name": "setOnlyIf",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 103,
-                            "End Line": 106
+                            "Function Name": "delete",
+                            "Structural Impact": 49.1,
+                            "Lines of Code (LOC)": 100,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "85.0%",
+                            "Start Line": 469,
+                            "End Line": 568
                         },
                         {
-                            "Function Name": "doFirst",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 143,
-                            "End Line": 146
+                            "Function Name": "create_object",
+                            "Structural Impact": 40.6,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 395,
+                            "End Line": 466
                         },
                         {
-                            "Function Name": "doLast",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 153,
-                            "End Line": 156
+                            "Function Name": "update_original_system",
+                            "Structural Impact": 34.6,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 1359,
+                            "End Line": 1415
                         },
                         {
-                            "Function Name": "setActions",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 73,
-                            "End Line": 76
+                            "Function Name": "deserialize_step",
+                            "Structural Impact": 32.5,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 847,
+                            "End Line": 930
                         },
                         {
-                            "Function Name": "setDependsOn",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 243
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                         {
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-                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "0.0%",
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-                            "Start Line": 315,
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                         {
-                            "Function Name": "configure",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "get_deserialize_steps",
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                         {
-                            "Function Name": "getName",
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-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_type_supported_exit",
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                         {
-                            "Function Name": "getDependsOn",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
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                         },
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-                            "Function Name": "getDidWork",
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+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 139,
+                        "Sequential Logic Declarations": 86,
+                        "Function Parameters": 68,
+                        "Function/Method Declarations": 30,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 46,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 8,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 33,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 14,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 2,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 195,
+                        "Manual Memory Allocation": 7,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1035,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 349,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 348,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 17,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zcl_abapgit_persistence_db.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_persistence_db.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_persistence_db.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6070.91,
+                        "Y": 99.09,
+                        "Z": -8310.04
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 283,
+                        "Coding LOC": 215,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 62.1,
+                        "Control Flow Ratio": "34.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.065
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "6.07%",
+                        "Error & Exception Exposure": "55.09%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.82%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "13.5%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "getEnabled",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 118,
-                            "End Line": 121
+                            "Function Name": "update",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 235,
+                            "End Line": 255
                         },
                         {
-                            "Function Name": "getPath",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 131
+                            "Function Name": "lock",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 179,
+                            "End Line": 201
                         },
                         {
-                            "Function Name": "getLogger",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 163,
-                            "End Line": 166
+                            "Function Name": "modify",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 204,
+                            "End Line": 220
                         },
                         {
-                            "Function Name": "getDescription",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 183,
-                            "End Line": 187
+                            "Function Name": "validate_entry_type",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 268,
+                            "End Line": 282
                         },
                         {
-                            "Function Name": "getGroup",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 194,
-                            "End Line": 198
+                            "Function Name": "get_update_function",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 142,
+                            "End Line": 151
                         },
                         {
-                            "Function Name": "getDestroyables",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 205,
-                            "End Line": 208
+                            "Function Name": "list_by_keys",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 160,
+                            "End Line": 168
                         },
                         {
-                            "Function Name": "getLocalState",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 210,
-                            "End Line": 213
+                            "Function Name": "read",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 223,
+                            "End Line": 232
                         },
                         {
-                            "Function Name": "getTemporaryDir",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 215,
-                            "End Line": 218
+                            "Function Name": "get_instance",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 132,
+                            "End Line": 139
                         },
                         {
-                            "Function Name": "getMustRunAfter",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "add",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 230,
-                            "End Line": 233
+                            "Start Line": 104,
+                            "End Line": 116
                         },
                         {
-                            "Function Name": "getFinalizedBy",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "delete",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 245,
-                            "End Line": 248
+                            "Start Line": 119,
+                            "End Line": 129
                         },
                         {
-                            "Function Name": "getShouldRunAfter",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "validate_and_unprettify_xml",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 260,
-                            "End Line": 263
+                            "Start Line": 258,
+                            "End Line": 265
                         },
                         {
-                            "Function Name": "getTimeout",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "list_by_type",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 265,
-                            "End Line": 268
+                            "Start Line": 171,
+                            "End Line": 176
                         },
                         {
-                            "Function Name": "getState",
-                            "Structural Impact": 1.2,
+                            "Function Name": "list",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 275,
-                            "End Line": 278
-                        },
+                            "Start Line": 154,
+                            "End Line": 157
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 11,
+                        "Sequential Logic Declarations": 21,
+                        "Function Parameters": 19,
+                        "Function/Method Declarations": 13,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 6,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 1,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 5,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 3,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 211,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 77,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 76,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zcl_abapgit_xml_output.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_xml_output.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_xml_output.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6183.94,
+                        "Y": 55.62,
+                        "Z": -8988.36
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 134,
+                        "Coding LOC": 89,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 24.18,
+                        "Control Flow Ratio": "38.1%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.157
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "8.54%",
+                        "Error & Exception Exposure": "51.38%",
+                        "Tech Debt Exposure": "90.68%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "0.94%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "25.89%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "16.34%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "getTaskDependencies",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_xml_output~add",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 280,
-                            "End Line": 283
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 47,
+                            "End Line": 82
                         },
                         {
-                            "Function Name": "getLogging",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_xml_output~render",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 295,
-                            "End Line": 298
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 97,
+                            "End Line": 127
                         },
                         {
-                            "Function Name": "getInputs",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "build_asx_node",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 300,
-                            "End Line": 303
+                            "Start Line": 25,
+                            "End Line": 44
                         },
                         {
-                            "Function Name": "getOutputs",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_xml_output~add_xml",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 305,
-                            "End Line": 308
+                            "Start Line": 85,
+                            "End Line": 94
                         },
                         {
-                            "Function Name": "getExtensions",
+                            "Function Name": "zif_abapgit_xml_output~set_raw",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 328
+                            "Start Line": 130,
+                            "End Line": 133
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 16,
-                        "Sequential Logic Declarations": 83,
-                        "Function Parameters": 54,
-                        "Function/Method Declarations": 55,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 13,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 5,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 56,
-                        "State Mutations / Variable Reassignments": 54,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 60,
-                        "Generic Type Abstractions": 17,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 22,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 13,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -651688,15 +654244,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 6,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 222,
+                        "Structural Space Indentations": 85,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -651704,7 +654260,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -651713,15 +654269,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 23,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 23,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -651745,40 +654301,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
-                        "Direct Downstream (Dependency Blast Radius)": 7,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "groovy.lang.Closure",
-                        "groovy.lang.MissingPropertyException",
-                        "java.io.File",
-                        "java.time.Duration",
-                        "java.util.List",
-                        "java.util.Set",
-                        "org.gradle.api.internal.TaskInputsInternal",
-                        "org.gradle.api.internal.TaskOutputsInternal",
-                        "org.gradle.api.internal.tasks.TaskDependencyInternal",
-                        "org.gradle.api.internal.tasks.TaskStateInternal",
-                        "org.gradle.api.logging.Logger",
-                        "org.gradle.api.plugins.ExtensionContainer",
-                        "org.gradle.api.provider.Property",
-                        "org.gradle.api.provider.Provider",
-                        "org.gradle.api.services.BuildService",
-                        "org.gradle.api.specs.Spec",
-                        "org.gradle.api.tasks.TaskDependency",
-                        "org.gradle.api.tasks.TaskDestroyables",
-                        "org.gradle.api.tasks.TaskLocalState",
-                        "org.gradle.internal.extensibility.NoConventionMapping",
-                        "org.gradle.work.DisableCachingByDefault",
-                        "org.jspecify.annotations.Nullable"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
         "cobol/cobol-check": {
-            "Directory Group Magnitude": 1162.14,
+            "Directory Group Magnitude": 1113.34,
             "File Count": 44,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -651788,14 +654321,14 @@
                 "Error & Exception Exposure": "24.18%",
                 "Tech Debt Exposure": "40.14%",
                 "Testing Exposure": "2.28%",
-                "API Exposure": "1.15%",
+                "API Exposure": "0.13%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "27.36%",
                 "Commented Logic Exposure": "0.0%",
                 "Specification Exposure": "34.09%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "6.73%",
+                "Documentation Exposure": "0.61%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -651812,9 +654345,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7058.23,
+                        "X": -7056.87,
                         "Y": 208.97,
-                        "Z": -2974.06
+                        "Z": -2973.45
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -651826,7 +654359,7 @@
                         "Total LOC": 470,
                         "Coding LOC": 423,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 373.56,
+                        "Structural Magnitude": 357.56,
                         "Control Flow Ratio": "72.1%",
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@@ -651839,14 +654372,14 @@
                         "Error & Exception Exposure": "81.81%",
                         "Tech Debt Exposure": "91.26%",
                         "Testing Exposure": "0.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "40.96%",
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                     "5. Function Analysis": [
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@@ -652170,9 +654703,9 @@
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                     "2. Topological Coordinates": {
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@@ -652197,14 +654730,14 @@
                         "Error & Exception Exposure": "83.88%",
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                         "Testing Exposure": "2.3%",
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                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "26.32%",
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@@ -652219,7 +654752,7 @@
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                         "I/O and Network Boundaries": 0,
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@@ -652327,9 +654860,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
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                     "2. Topological Coordinates": {
-                        "X": -5995.74,
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-                        "Z": -2998.28
+                        "X": -5995.09,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -652341,7 +654874,7 @@
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                         "Coding LOC": 113,
                         "Documentation LOC": 2,
-                        "Structural Magnitude": 1.36,
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@@ -652354,14 +654887,14 @@
                         "Error & Exception Exposure": "52.37%",
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                         "Testing Exposure": "2.3%",
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                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "75.18%",
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@@ -652376,7 +654909,7 @@
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@@ -652484,9 +655017,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
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                     "2. Topological Coordinates": {
-                        "X": -8058.44,
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-                        "Z": -2516.32
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                     "3. Architectural Profile": {
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@@ -652641,9 +655174,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -652809,9 +655342,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
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@@ -652997,9 +655530,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -653215,9 +655748,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
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@@ -653413,9 +655946,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
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@@ -653663,9 +656196,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
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@@ -653851,9 +656384,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654039,9 +656572,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654267,9 +656800,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -7296.34,
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                     "3. Architectural Profile": {
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@@ -654281,7 +656814,7 @@
                         "Total LOC": 161,
                         "Coding LOC": 137,
                         "Documentation LOC": 5,
-                        "Structural Magnitude": 123.54,
+                        "Structural Magnitude": 93.54,
                         "Control Flow Ratio": "47.2%",
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@@ -654294,14 +656827,14 @@
                         "Error & Exception Exposure": "77.26%",
                         "Tech Debt Exposure": "99.99%",
                         "Testing Exposure": "2.47%",
-                        "API Exposure": "13.5%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.61%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -654477,7 +657010,7 @@
                         "Type/Safety Bypasses": 0,
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                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 30,
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@@ -654585,9 +657118,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
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@@ -654753,9 +657286,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -6568.45,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654951,9 +657484,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -8148.62,
-                        "Y": 260.9,
-                        "Z": -3382.14
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                     "3. Architectural Profile": {
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@@ -654965,7 +657498,7 @@
                         "Total LOC": 21,
                         "Coding LOC": 16,
                         "Documentation LOC": 3,
-                        "Structural Magnitude": 6.92,
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                         "Control Flow Ratio": "0.0%",
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@@ -654978,14 +657511,14 @@
                         "Error & Exception Exposure": "62.58%",
                         "Tech Debt Exposure": "92.41%",
                         "Testing Exposure": "2.33%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "31.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "26.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -655021,7 +657554,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
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@@ -655129,9 +657662,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7604.56,
-                        "Y": 239.02,
-                        "Z": -2978.04
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                     "3. Architectural Profile": {
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@@ -655307,9 +657840,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -6440.37,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -655451,1269 +657984,7 @@
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                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-check/src_main_cobol_copy_BADCOPY-padded.CBL": {
-                    "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_BADCOPY-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_BADCOPY-padded.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6858.22,
-                        "Y": 221.51,
-                        "Z": -2226.61
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 5,
-                        "Coding LOC": 2,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 11.04,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
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-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-check/src_main_cobol_copy_BADCOPY.CBL": {
-                    "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_BADCOPY.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_BADCOPY.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7840.65,
-                        "Y": 148.04,
-                        "Z": -3714.53
-                    },
-                    "3. Architectural Profile": {
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 4,
-                        "Coding LOC": 2,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 11.04,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
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-                        "Hardcoded Payload Artifacts": "0.0%"
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-                        "Structural Space Indentations": 2,
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-                        "Auth Middleware": 0,
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-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
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-                        "Sec Tainted Injection": 0,
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-                    "9. Extracted Dependencies": []
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-                    "1. Artifact Identity": {
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-                        "Path": "cobol/cobol-check/src_main_cobol_copy_BIPM012I.CBL",
-                        "Language": "Cobol",
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-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
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-                        "X": -7658.45,
-                        "Y": 151.71,
-                        "Z": -3372.37
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-                    "3. Architectural Profile": {
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-                        "Testing Exposure": "2.3%",
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-                        "Hardcoded Payload Artifacts": "0.0%"
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-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
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-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
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-                        "Invisible Unicode Payload Smuggling": 0,
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-                    "9. Extracted Dependencies": []
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-                    "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY001-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY001-padded.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
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-                        "X": -7077.36,
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "Popularity Rank": 0,
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-                        "Tech Debt Exposure": "0.0%",
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-                        "Hardcoded Payload Artifacts": "0.0%"
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-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
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-                        "Invisible Unicode Payload Smuggling": 0,
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-                    "9. Extracted Dependencies": []
-                },
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-                    "1. Artifact Identity": {
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-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY001.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
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-                        "X": -7614.33,
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-                        "Error & Exception Exposure": "0.0%",
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-                        "Sec Tainted Injection": 0,
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-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-check/src_main_cobol_copy_COPY002-padded.CBL": {
-                    "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY002-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY002-padded.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7902.96,
-                        "Y": 240.62,
-                        "Z": -3436.7
-                    },
-                    "3. Architectural Profile": {
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-                        "Repository Fingerprint": {},
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-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
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-                        "Cryptography": 0,
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-                        "Cloud LLM API Integrations": 0,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
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-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "COPY003",
-                        "COPY004"
-                    ]
-                },
-                "cobol/cobol-check/src_main_cobol_copy_COPY002.CBL": {
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-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY002.CBL",
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-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
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-                    },
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-                        "Authorship Metadata": 0,
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-                        "Pointer Arithmetic & Addressing": 0,
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-                        "Inline Assembly Blocks": 0,
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-                        "Cryptography": 0,
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-                        "Sec Tainted Injection": 0,
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-                    },
-                    "9. Extracted Dependencies": [
-                        "COPY003",
-                        "COPY004"
-                    ]
-                },
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@@ -656744,10 +658015,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPY004.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_BADCOPY-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY004.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY004.CBL",
+                        "Filename": "src_main_cobol_copy_BADCOPY-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_BADCOPY-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -656757,9 +658028,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7776.49,
-                        "Y": 291.19,
-                        "Z": -2506.33
+                        "X": -6856.95,
+                        "Y": 221.48,
+                        "Z": -2226.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -656768,7 +658039,7 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4,
+                        "Total LOC": 5,
                         "Coding LOC": 2,
                         "Documentation LOC": 2,
                         "Structural Magnitude": 11.04,
@@ -656820,7 +658091,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -656901,10 +658172,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPY005-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_BADCOPY.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY005-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY005-padded.CBL",
+                        "Filename": "src_main_cobol_copy_BADCOPY.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_BADCOPY.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -656914,9 +658185,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7069.09,
-                        "Y": 127.67,
-                        "Z": -4275.42
+                        "X": -7838.88,
+                        "Y": 148.04,
+                        "Z": -3713.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -656925,7 +658196,7 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5,
+                        "Total LOC": 4,
                         "Coding LOC": 2,
                         "Documentation LOC": 2,
                         "Structural Magnitude": 11.04,
@@ -657051,19 +658322,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "COPY006"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPY005.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_BIPM012I.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY005.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY005.CBL",
+                        "Filename": "src_main_cobol_copy_BIPM012I.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_BIPM012I.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657073,9 +658342,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6325.28,
-                        "Y": 197.96,
-                        "Z": -2378.88
+                        "X": -7656.63,
+                        "Y": 151.71,
+                        "Z": -3371.5
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657084,10 +658353,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4,
-                        "Coding LOC": 2,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 11.04,
+                        "Total LOC": 14,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 7,
+                        "Structural Magnitude": 13.64,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657136,7 +658405,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -657161,7 +658430,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -657210,19 +658479,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "COPY006"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPY006.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY001-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY006.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY006.CBL",
+                        "Filename": "src_main_cobol_copy_COPY001-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY001-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657232,9 +658499,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6168.7,
-                        "Y": 139.45,
-                        "Z": -3153.37
+                        "X": -7075.97,
+                        "Y": 234.37,
+                        "Z": -2370.17
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657243,7 +658510,7 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
+                        "Total LOC": 9,
                         "Coding LOC": 6,
                         "Documentation LOC": 2,
                         "Structural Magnitude": 13.12,
@@ -657295,7 +658562,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -657369,20 +658636,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "COPY003",
-                        "COPY004"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYP001-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY001.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYP001-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP001-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPY001.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY001.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657392,9 +658656,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6331.09,
-                        "Y": 136.28,
-                        "Z": -3207.41
+                        "X": -7612.64,
+                        "Y": 175.0,
+                        "Z": -3810.88
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657403,10 +658667,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 13.64,
+                        "Total LOC": 9,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 13.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657417,7 +658681,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -657458,7 +658722,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -657480,7 +658744,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -657536,10 +658800,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYP001.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY002-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYP001.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP001.CBL",
+                        "Filename": "src_main_cobol_copy_COPY002-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY002-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657549,9 +658813,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7443.45,
-                        "Y": 274.87,
-                        "Z": -2449.29
+                        "X": -7901.1,
+                        "Y": 240.61,
+                        "Z": -3435.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657560,10 +658824,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 13.64,
+                        "Total LOC": 7,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 12.08,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657574,7 +658838,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -657612,10 +658876,10 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -657637,7 +658901,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 4,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -657686,17 +658950,20 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY003",
+                        "COPY004"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYP002-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY002.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYP002-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP002-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPY002.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY002.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657706,9 +658973,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7177.41,
-                        "Y": 161.73,
-                        "Z": -4030.79
+                        "X": -6197.77,
+                        "Y": 146.55,
+                        "Z": -3396.25
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657717,10 +658984,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 13.64,
+                        "Total LOC": 7,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 12.08,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657731,7 +658998,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -657769,10 +659036,10 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -657794,7 +659061,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 4,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -657843,17 +659110,20 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY003",
+                        "COPY004"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYP002.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY003.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYP002.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP002.CBL",
+                        "Filename": "src_main_cobol_copy_COPY003.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY003.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657863,9 +659133,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6446.26,
-                        "Y": 174.45,
-                        "Z": -2459.88
+                        "X": -6041.63,
+                        "Y": 152.31,
+                        "Z": -3292.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657874,10 +659144,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 13.64,
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.04,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657888,7 +659158,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -657929,7 +659199,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -657951,7 +659221,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658007,10 +659277,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYR001-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY004.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYR001-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYR001-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPY004.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY004.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658020,9 +659290,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7415.71,
-                        "Y": 275.18,
-                        "Z": -2212.0
+                        "X": -7774.78,
+                        "Y": 291.15,
+                        "Z": -2506.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658031,19 +659301,19 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 6,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "100.0%",
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.04,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
@@ -658060,7 +659330,7 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
+                        "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
@@ -658108,7 +659378,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658164,10 +659434,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYR001.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY005-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYR001.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYR001.CBL",
+                        "Filename": "src_main_cobol_copy_COPY005-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY005-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658177,9 +659447,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7363.23,
-                        "Y": 138.08,
-                        "Z": -4100.82
+                        "X": -7067.73,
+                        "Y": 127.71,
+                        "Z": -4274.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658189,18 +659459,18 @@
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
                         "Total LOC": 5,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "100.0%",
+                        "Coding LOC": 2,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.04,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
@@ -658217,7 +659487,7 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
+                        "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
@@ -658240,7 +659510,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -658265,7 +659535,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658314,17 +659584,19 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY006"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EX002-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY005.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EX002-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX002-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPY005.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY005.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658334,9 +659606,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7784.37,
-                        "Y": 204.8,
-                        "Z": -2615.43
+                        "X": -6324.28,
+                        "Y": 197.95,
+                        "Z": -2378.66
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658345,10 +659617,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 6,
-                        "Documentation LOC": 8,
-                        "Structural Magnitude": 13.12,
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.04,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -658397,7 +659669,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -658422,7 +659694,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 6,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658471,17 +659743,19 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY006"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EX002.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY006.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EX002.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX002.CBL",
+                        "Filename": "src_main_cobol_copy_COPY006.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY006.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658491,9 +659765,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6876.0,
-                        "Y": 147.52,
-                        "Z": -4141.54
+                        "X": -6167.86,
+                        "Y": 139.47,
+                        "Z": -3152.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658502,9 +659776,9 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 15,
+                        "Total LOC": 8,
                         "Coding LOC": 6,
-                        "Documentation LOC": 8,
+                        "Documentation LOC": 2,
                         "Structural Magnitude": 13.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
@@ -658554,7 +659828,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -658628,17 +659902,20 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY003",
+                        "COPY004"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EX005-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYP001-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EX005-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX005-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPYP001-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP001-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658648,9 +659925,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6809.66,
-                        "Y": 132.63,
-                        "Z": -3819.02
+                        "X": -6330.24,
+                        "Y": 136.31,
+                        "Z": -3206.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658659,10 +659936,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 21,
-                        "Coding LOC": 9,
-                        "Documentation LOC": 11,
-                        "Structural Magnitude": 14.68,
+                        "Total LOC": 8,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 13.64,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -658673,7 +659950,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -658714,7 +659991,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -658736,7 +660013,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658792,10 +660069,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EX005.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYP001.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EX005.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX005.CBL",
+                        "Filename": "src_main_cobol_copy_COPYP001.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP001.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658805,9 +660082,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6862.83,
-                        "Y": 255.38,
-                        "Z": -2649.99
+                        "X": -7441.79,
+                        "Y": 274.83,
+                        "Z": -2449.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658816,10 +660093,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 20,
-                        "Coding LOC": 9,
-                        "Documentation LOC": 11,
-                        "Structural Magnitude": 14.68,
+                        "Total LOC": 8,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 13.64,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -658830,7 +660107,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -658871,7 +660148,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -658893,7 +660170,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658949,10 +660226,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EXP01-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYP002-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EXP01-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXP01-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPYP002-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP002-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658962,9 +660239,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7893.42,
-                        "Y": 208.0,
-                        "Z": -3135.61
+                        "X": -7175.98,
+                        "Y": 161.76,
+                        "Z": -4029.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658987,7 +660264,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -659028,7 +660305,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -659106,10 +660383,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EXP01.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYP002.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EXP01.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXP01.CBL",
+                        "Filename": "src_main_cobol_copy_COPYP002.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP002.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -659119,9 +660396,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6437.49,
-                        "Y": 107.9,
-                        "Z": -3726.92
+                        "X": -6445.31,
+                        "Y": 174.44,
+                        "Z": -2459.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659144,7 +660421,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -659185,7 +660462,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -659263,10 +660540,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EXR001-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYR001-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EXR001-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXR001-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPYR001-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYR001-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -659276,9 +660553,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6196.02,
-                        "Y": 141.3,
-                        "Z": -2786.77
+                        "X": -7414.15,
+                        "Y": 275.14,
+                        "Z": -2211.88
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659420,10 +660697,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EXR001.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYR001.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EXR001.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXR001.CBL",
+                        "Filename": "src_main_cobol_copy_COPYR001.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYR001.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -659433,9 +660710,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8040.67,
-                        "Y": 204.91,
-                        "Z": -3037.3
+                        "X": -7361.69,
+                        "Y": 138.1,
+                        "Z": -4099.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659576,47 +660853,23 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "abap/abapGit": {
-            "Directory Group Magnitude": 1153.74,
-            "File Count": 8,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "7.77%",
-                "Error & Exception Exposure": "31.46%",
-                "Tech Debt Exposure": "25.93%",
-                "Testing Exposure": "41.18%",
-                "API Exposure": "0.57%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "16.72%",
-                "Commented Logic Exposure": "8.68%",
-                "Specification Exposure": "75.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "9.87%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "abap/abapGit/package.devc.xml": {
+                },
+                "cobol/cobol-check/src_main_cobol_copy_EX002-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "package.devc.xml",
-                        "Path": "abap/abapGit/package.devc.xml",
-                        "Language": "Xml",
+                        "Filename": "src_main_cobol_copy_EX002-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX002-padded.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .xml)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5543.46,
-                        "Y": 137.98,
-                        "Z": -9183.57
+                        "X": -7782.58,
+                        "Y": 204.76,
+                        "Z": -2615.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659625,10 +660878,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 11,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 10,
-                        "Structural Magnitude": 10.52,
+                        "Total LOC": 15,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 8,
+                        "Structural Magnitude": 13.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -659702,7 +660955,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -659758,22 +661011,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zabapgit.prog.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EX002.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zabapgit.prog.abap",
-                        "Path": "abap/abapGit/zabapgit.prog.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EX002.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX002.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5619.22,
-                        "Y": 260.73,
-                        "Z": -8065.52
+                        "X": -6874.76,
+                        "Y": 147.55,
+                        "Z": -4140.43
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659782,26 +661035,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 80,
-                        "Coding LOC": 27,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 15.54,
-                        "Control Flow Ratio": "75.0%",
+                        "Total LOC": 15,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 8,
+                        "Structural Magnitude": 13.12,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.06
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.95%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "59.27%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -659811,8 +661064,8 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
@@ -659822,19 +661075,19 @@
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 3,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 5,
+                        "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 6,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -659859,7 +661112,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -659876,9 +661129,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 3,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -659908,36 +661161,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "zabapgit_authorizations_exit",
-                        "zabapgit_background_user_exit",
-                        "zabapgit_forms",
-                        "zabapgit_gui_pages_userexit",
-                        "zabapgit_password_dialog",
-                        "zabapgit_user_exit"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_ajson.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EX005-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_ajson.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_ajson.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EX005-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX005-padded.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5478.25,
-                        "Y": 205.12,
-                        "Z": -8549.89
+                        "X": -6808.52,
+                        "Y": 132.67,
+                        "Z": -3817.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659946,555 +661192,84 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1023,
-                        "Coding LOC": 741,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 253.52,
-                        "Control Flow Ratio": "43.4%",
+                        "Total LOC": 21,
+                        "Coding LOC": 9,
+                        "Documentation LOC": 11,
+                        "Structural Magnitude": 14.68,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.267
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.64%",
-                        "Error & Exception Exposure": "46.65%",
-                        "Tech Debt Exposure": "99.47%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.67%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "28.04%",
-                        "Commented Logic Exposure": "5.16%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "zif_abapgit_ajson~setx",
-                            "Structural Impact": 23.3,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 716,
-                            "End Line": 785
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 90,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 624,
-                            "End Line": 713
-                        },
-                        {
-                            "Function Name": "delete_subtree",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 192,
-                            "End Line": 222
-                        },
-                        {
-                            "Function Name": "create_from",
-                            "Structural Impact": 15.1,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 157,
-                            "End Line": 189
-                        },
-                        {
-                            "Function Name": "prove_path_exists",
-                            "Structural Impact": 14.1,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 272,
-                            "End Line": 311
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~array_to_string_table",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 321,
-                            "End Line": 357
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~touch_array",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 941,
-                            "End Line": 995
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_timestamp",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 501,
-                            "End Line": 520
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_timestampl",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 523,
-                            "End Line": 542
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~slice",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 886,
-                            "End Line": 928
-                        },
-                        {
-                            "Function Name": "parse",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 253,
-                            "End Line": 269
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_boolean",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 423,
-                            "End Line": 435
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~push",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 582,
-                            "End Line": 621
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_date",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 438,
-                            "End Line": 454
-                        },
-                        {
-                            "Function Name": "create_empty",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 147,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 239,
-                            "End Line": 245
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~members",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 563,
-                            "End Line": 574
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 412,
-                            "End Line": 420
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_integer",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 457,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_node_type",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 468,
-                            "End Line": 476
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_number",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 479,
-                            "End Line": 487
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_string",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 490,
-                            "End Line": 498
-                        },
-                        {
-                            "Function Name": "get_item",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 225,
-                            "End Line": 236
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~to_abap",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 998,
-                            "End Line": 1015
-                        },
-                        {
-                            "Function Name": "constructor",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 140,
-                            "End Line": 144
-                        },
-                        {
-                            "Function Name": "read_only_watchdog",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 314,
-                            "End Line": 318
-                        },
-                        {
-                            "Function Name": "normalize_path",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 248,
-                            "End Line": 250
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~delete",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 373,
-                            "End Line": 386
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set_boolean",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 788,
-                            "End Line": 799
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set_date",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 802,
-                            "End Line": 814
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set_null",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 829,
-                            "End Line": 839
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set_string",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 842,
-                            "End Line": 853
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set_timestamp",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 856,
-                            "End Line": 868
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set_timestampl",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 871,
-                            "End Line": 883
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set_integer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 817,
-                            "End Line": 826
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~stringify",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 931,
-                            "End Line": 938
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~clear",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 360,
-                            "End Line": 365
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~filter",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 394,
-                            "End Line": 398
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~format_datetime",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 401,
-                            "End Line": 404
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~keep_item_order",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 550,
-                            "End Line": 553
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~map",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 556,
-                            "End Line": 560
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~to_abap_corresponding_only",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1018,
-                            "End Line": 1022
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~clone",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 368,
-                            "End Line": 370
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~exists",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 389,
-                            "End Line": 391
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~freeze",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 407,
-                            "End Line": 409
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~is_empty",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 545,
-                            "End Line": 547
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~opts",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 577,
-                            "End Line": 579
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 89,
-                        "Sequential Logic Declarations": 116,
-                        "Function Parameters": 26,
-                        "Function/Method Declarations": 47,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 26,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 27,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 2,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 47,
-                        "Manual Memory Allocation": 9,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 2,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 737,
+                        "Structural Space Indentations": 9,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -660511,15 +661286,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 253,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 253,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 3,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 37,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -660550,22 +661325,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_git_porcelain.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EX005.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_git_porcelain.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_git_porcelain.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EX005.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX005.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5855.09,
-                        "Y": 149.3,
-                        "Z": -9178.84
+                        "X": -6861.62,
+                        "Y": 255.35,
+                        "Z": -2649.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -660574,259 +661349,68 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 837,
-                        "Coding LOC": 642,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 249.54,
-                        "Control Flow Ratio": "51.6%",
+                        "Total LOC": 20,
+                        "Coding LOC": 9,
+                        "Documentation LOC": 11,
+                        "Structural Magnitude": 14.68,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.209
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "10.29%",
-                        "Error & Exception Exposure": "56.53%",
-                        "Tech Debt Exposure": "8.45%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.69%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "55.4%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "receive_pack_push",
-                            "Structural Impact": 37.2,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 12,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 644,
-                            "End Line": 739
-                        },
-                        {
-                            "Function Name": "push",
-                            "Structural Impact": 29.8,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 555,
-                            "End Line": 641
-                        },
-                        {
-                            "Function Name": "walk",
-                            "Structural Impact": 18.4,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 742,
-                            "End Line": 791
-                        },
-                        {
-                            "Function Name": "walk_tree",
-                            "Structural Impact": 17.8,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 794,
-                            "End Line": 836
-                        },
-                        {
-                            "Function Name": "create_tag",
-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 324,
-                            "End Line": 349
-                        },
-                        {
-                            "Function Name": "find_folders",
-                            "Structural Impact": 14.1,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 435,
-                            "End Line": 473
-                        },
-                        {
-                            "Function Name": "build_trees",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 197,
-                            "End Line": 251
-                        },
-                        {
-                            "Function Name": "delete_tag",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 404,
-                            "End Line": 420
-                        },
-                        {
-                            "Function Name": "delete_annotated_tag",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 352,
-                            "End Line": 376
-                        },
-                        {
-                            "Function Name": "create_branch",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 296,
-                            "End Line": 309
-                        },
-                        {
-                            "Function Name": "pull",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 497,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "full_tree",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 476,
-                            "End Line": 494
-                        },
-                        {
-                            "Function Name": "create_annotated_tag",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
-                            "End Line": 293
-                        },
-                        {
-                            "Function Name": "pull_by_branch",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 521,
-                            "End Line": 535
-                        },
-                        {
-                            "Function Name": "pull_by_commit",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 538,
-                            "End Line": 552
-                        },
-                        {
-                            "Function Name": "delete_branch",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 379,
-                            "End Line": 390
-                        },
-                        {
-                            "Function Name": "create_lightweight_tag",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 312,
-                            "End Line": 321
-                        },
-                        {
-                            "Function Name": "delete_lightweight_tag",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 393,
-                            "End Line": 401
-                        },
-                        {
-                            "Function Name": "empty_packfile",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 423,
-                            "End Line": 432
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 48,
-                        "Sequential Logic Declarations": 45,
-                        "Function Parameters": 41,
-                        "Function/Method Declarations": 19,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 8,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 43,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 14,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 2,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 115,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -660836,13 +661420,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
-                        "Resource Deallocation & Cleanup": 8,
-                        "Private / Encapsulated Scopes": 2,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 638,
+                        "Structural Space Indentations": 9,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -660859,13 +661443,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 226,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 226,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 59,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -660898,22 +661482,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_http_client.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EXP01-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_http_client.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_http_client.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EXP01-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXP01-padded.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5304.66,
-                        "Y": 269.32,
-                        "Z": -8739.61
+                        "X": -7891.54,
+                        "Y": 207.97,
+                        "Z": -3135.02
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -660922,146 +661506,45 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 228,
-                        "Coding LOC": 168,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 50.46,
-                        "Control Flow Ratio": "52.6%",
+                        "Total LOC": 8,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 13.64,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.166
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.82%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "0.85%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.1%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "check_http_200",
-                            "Structural Impact": 21.6,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 49,
-                            "End Line": 85
-                        },
-                        {
-                            "Function Name": "send_receive",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 126,
-                            "End Line": 166
-                        },
-                        {
-                            "Function Name": "check_smart_response",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 88,
-                            "End Line": 108
-                        },
-                        {
-                            "Function Name": "set_headers",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 193,
-                            "End Line": 227
-                        },
-                        {
-                            "Function Name": "set_header",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 186,
-                            "End Line": 190
-                        },
-                        {
-                            "Function Name": "send_receive_close",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 169,
-                            "End Line": 178
-                        },
-                        {
-                            "Function Name": "close",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 111,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "constructor",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 116,
-                            "End Line": 118
-                        },
-                        {
-                            "Function Name": "get_cdata",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 121,
-                            "End Line": 123
-                        },
-                        {
-                            "Function Name": "set_digest",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 181,
-                            "End Line": 183
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 18,
-                        "Function Parameters": 12,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 3,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -661069,7 +661552,7 @@
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -661084,7 +661567,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 4,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -661096,11 +661579,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 164,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -661117,13 +661600,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 48,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 46,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 2,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -661156,22 +661639,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_objects.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EXP01.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_objects.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_objects.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EXP01.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXP01.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5807.85,
-                        "Y": 186.55,
-                        "Z": -8852.28
+                        "X": -6436.51,
+                        "Y": 107.94,
+                        "Z": -3725.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -661180,385 +661663,84 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1428,
-                        "Coding LOC": 1039,
-                        "Documentation LOC": 58,
-                        "Structural Magnitude": 487.88,
-                        "Control Flow Ratio": "61.8%",
+                        "Total LOC": 8,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 13.64,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.197
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.88%",
-                        "Error & Exception Exposure": "42.0%",
-                        "Tech Debt Exposure": "8.85%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.64%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "24.42%",
-                        "Commented Logic Exposure": "5.04%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.2%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 53.0,
-                            "Lines of Code (LOC)": 211,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "72.0%",
-                            "Start Line": 588,
-                            "End Line": 798
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-                        {
-                            "Function Name": "delete",
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-                            "Control Flow Branches": 17,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "85.0%",
-                            "Start Line": 469,
-                            "End Line": 568
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-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 395,
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-                            "Control Flow Branches": 11,
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-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 1359,
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 847,
-                            "End Line": 930
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-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1239,
-                            "End Line": 1303
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-                            "Function Name": "jump",
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-                            "Control Flow Branches": 4,
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1165,
-                            "End Line": 1198
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-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 337,
-                            "End Line": 363
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-                            "Start Line": 964,
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-                            "Start Line": 933,
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-                            "Control Flow Branches": 5,
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-                            "Start Line": 238,
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Branches": 6,
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-                            "Start Line": 1306,
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-                            "Control Flow Branches": 5,
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-                            "Start Line": 1110,
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-                            "Control Flow Ratio": "50.0%",
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-                            "Start Line": 1201,
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-                        {
-                            "Function Name": "map_tadir_to_items",
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-                            "Start Line": 993,
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-                            "Start Line": 1148,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 366,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 801,
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 86,
-                        "Function Parameters": 68,
-                        "Function/Method Declarations": 30,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 46,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
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                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
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-                        "State Mutations / Variable Reassignments": 33,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
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                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 14,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 2,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 195,
-                        "Manual Memory Allocation": 7,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 2,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1035,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -661575,13 +661757,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 349,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 348,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 17,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -661614,22 +661796,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_persistence_db.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EXR001-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_persistence_db.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_persistence_db.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EXR001-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXR001-padded.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6070.91,
-                        "Y": 99.09,
-                        "Z": -8310.04
+                        "X": -6195.13,
+                        "Y": 141.3,
+                        "Z": -2786.4
                     },
                     "3. Architectural Profile": {
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@@ -661638,184 +661820,53 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 283,
-                        "Coding LOC": 215,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 62.1,
-                        "Control Flow Ratio": "34.4%",
+                        "Total LOC": 6,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 12.08,
+                        "Control Flow Ratio": "100.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.065
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.07%",
-                        "Error & Exception Exposure": "55.09%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.82%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.5%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "update",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 235,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "lock",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 179,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "modify",
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-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 204,
-                            "End Line": 220
-                        },
-                        {
-                            "Function Name": "validate_entry_type",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 268,
-                            "End Line": 282
-                        },
-                        {
-                            "Function Name": "get_update_function",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 142,
-                            "End Line": 151
-                        },
-                        {
-                            "Function Name": "list_by_keys",
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 160,
-                            "End Line": 168
-                        },
-                        {
-                            "Function Name": "read",
-                            "Structural Impact": 4.5,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 223,
-                            "End Line": 232
-                        },
-                        {
-                            "Function Name": "get_instance",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 132,
-                            "End Line": 139
-                        },
-                        {
-                            "Function Name": "add",
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-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 104,
-                            "End Line": 116
-                        },
-                        {
-                            "Function Name": "delete",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 119,
-                            "End Line": 129
-                        },
-                        {
-                            "Function Name": "validate_and_unprettify_xml",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 258,
-                            "End Line": 265
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-                        {
-                            "Function Name": "list_by_type",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 171,
-                            "End Line": 176
-                        },
-                        {
-                            "Function Name": "list",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 157
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 11,
-                        "Sequential Logic Declarations": 21,
-                        "Function Parameters": 19,
-                        "Function/Method Declarations": 13,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 1,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 1,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -661830,23 +661881,23 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 5,
-                        "Manual Memory Allocation": 1,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 3,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 211,
+                        "Structural Space Indentations": 3,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -661863,11 +661914,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 77,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 76,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -661902,22 +661953,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_xml_output.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EXR001.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_xml_output.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_xml_output.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EXR001.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXR001.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6183.94,
-                        "Y": 55.62,
-                        "Z": -8988.36
+                        "X": -8038.8,
+                        "Y": 204.88,
+                        "Z": -3036.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -661926,97 +661977,46 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 134,
-                        "Coding LOC": 89,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 24.18,
-                        "Control Flow Ratio": "38.1%",
+                        "Total LOC": 5,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 12.08,
+                        "Control Flow Ratio": "100.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.157
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.54%",
-                        "Error & Exception Exposure": "51.38%",
-                        "Tech Debt Exposure": "90.68%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "0.94%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "25.89%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.34%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "zif_abapgit_xml_output~add",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 47,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "zif_abapgit_xml_output~render",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 97,
-                            "End Line": 127
-                        },
-                        {
-                            "Function Name": "build_asx_node",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 44
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-                        {
-                            "Function Name": "zif_abapgit_xml_output~add_xml",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 85,
-                            "End Line": 94
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-                        {
-                            "Function Name": "zif_abapgit_xml_output~set_raw",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 130,
-                            "End Line": 133
-                        }
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 13,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 2,
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+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
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                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 3,
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                         "Commented-out Code (Dead Logic)": 0,
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                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
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                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
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@@ -662050,11 +662050,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
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                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 85,
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                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -662071,15 +662071,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 23,
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                         "Design Camel Case": 0,
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                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
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                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -666432,9 +666432,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
-                        "X": -2807.32,
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                         "Y": 159.56,
-                        "Z": 11274.25
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -666650,9 +666650,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sh)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -667635,9 +667635,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
-                        "X": -2148.71,
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                         "Y": -69.1,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -667803,9 +667803,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3034.6,
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                         "Y": 106.69,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -667971,9 +667971,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
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                         "Y": 0.02,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -668199,9 +668199,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2249.05,
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                         "Y": 82.27,
-                        "Z": 11244.42
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -671765,7 +671765,7 @@
             }
         },
         "powershell/runtime": {
-            "Directory Group Magnitude": 900.86,
+            "Directory Group Magnitude": 896.86,
             "File Count": 19,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "94.7%",
@@ -671776,14 +671776,14 @@
                 "Error & Exception Exposure": "62.52%",
                 "Tech Debt Exposure": "10.68%",
                 "Testing Exposure": "10.37%",
-                "API Exposure": "1.08%",
+                "API Exposure": "0.46%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "70.48%",
                 "Commented Logic Exposure": "1.93%",
                 "Specification Exposure": "31.58%",
                 "Instability Exposure": "47.37%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "3.7%",
+                "Documentation Exposure": "0.63%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -672520,9 +672520,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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-                        "X": 8318.35,
-                        "Y": -42.95,
-                        "Z": 891.53
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -672834,9 +672834,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -672848,7 +672848,7 @@
                         "Total LOC": 218,
                         "Coding LOC": 172,
                         "Documentation LOC": 11,
-                        "Structural Magnitude": 211.64,
+                        "Structural Magnitude": 210.64,
                         "Control Flow Ratio": "84.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -672861,14 +672861,14 @@
                         "Error & Exception Exposure": "97.7%",
                         "Tech Debt Exposure": "16.41%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.57%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.28%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -672954,7 +672954,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 108,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -673692,9 +673692,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 8589.9,
-                        "Y": 1.17,
-                        "Z": -75.73
+                        "X": 8590.08,
+                        "Y": 1.13,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -673706,7 +673706,7 @@
                         "Total LOC": 41,
                         "Coding LOC": 28,
                         "Documentation LOC": 3,
-                        "Structural Magnitude": 23.86,
+                        "Structural Magnitude": 22.86,
                         "Control Flow Ratio": "75.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -673719,14 +673719,14 @@
                         "Error & Exception Exposure": "85.81%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.4%",
-                        "API Exposure": "3.53%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.98%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.22%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -673752,7 +673752,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
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@@ -674815,9 +674815,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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-                        "X": 9501.47,
-                        "Y": -27.88,
-                        "Z": 816.83
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+                        "Y": -28.36,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -674829,7 +674829,7 @@
                         "Total LOC": 39,
                         "Coding LOC": 28,
                         "Documentation LOC": 2,
-                        "Structural Magnitude": 21.96,
+                        "Structural Magnitude": 19.96,
                         "Control Flow Ratio": "85.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -674842,14 +674842,14 @@
                         "Error & Exception Exposure": "54.28%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.37%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "98.2%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "27.86%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -674875,7 +674875,7 @@
                         "Type/Safety Bypasses": 0,
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                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 2,
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@@ -674973,7 +674973,7 @@
             }
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         "cobol/che-che4z_lsp_project_fixtures": {
-            "Directory Group Magnitude": 866.13,
+            "Directory Group Magnitude": 853.13,
             "File Count": 69,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "98.6%",
@@ -674984,14 +674984,14 @@
                 "Error & Exception Exposure": "42.98%",
                 "Tech Debt Exposure": "42.47%",
                 "Testing Exposure": "1.74%",
-                "API Exposure": "0.71%",
+                "API Exposure": "0.35%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "33.53%",
                 "Commented Logic Exposure": "3.59%",
                 "Specification Exposure": "79.71%",
                 "Instability Exposure": "49.28%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "1.55%",
+                "Documentation Exposure": "1.21%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -675008,9 +675008,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4464.44,
-                        "Y": -109.67,
-                        "Z": -1052.59
+                        "X": -4464.4,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -675165,9 +675165,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -5917.63,
-                        "Y": 97.54,
-                        "Z": -1737.09
+                        "X": -5067.82,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -675324,9 +675324,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5310.23,
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                         "Y": -39.47,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -675338,7 +675338,7 @@
                         "Total LOC": 60,
                         "Coding LOC": 33,
                         "Documentation LOC": 19,
-                        "Structural Magnitude": 46.66,
+                        "Structural Magnitude": 44.66,
                         "Control Flow Ratio": "56.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -675351,7 +675351,7 @@
                         "Error & Exception Exposure": "91.68%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "6.74%",
+                        "API Exposure": "3.37%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "18.24%",
@@ -675373,7 +675373,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
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@@ -675481,9 +675481,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
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-                        "X": -6062.24,
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                         "Identity Proof": "Single Indicator (Ext: .php)"
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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                         "Identity Proof": "Single Indicator (Ext: .rs)"
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-                    "9. Extracted Dependencies": []
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-                    "1. Artifact Identity": {
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-                    },
-                    "9. Extracted Dependencies": [
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-                        "boot_sect_print_hex.asm"
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-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 38,
-                        "Coding LOC": 22,
-                        "Documentation LOC": 5,
-                        "Structural Magnitude": 16.34,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.12
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.45%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "97.07%",
-                        "Testing Exposure": "2.52%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "start",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 8,
-                            "End Line": 19
-                        },
-                        {
-                            "Function Name": "print_nl",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 27,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "done",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 21,
-                            "End Line": 23
-                        },
-                        {
-                            "Function Name": "print",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 2
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
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-                        "Collection Iterators / Comprehensions": 0,
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-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 3,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 1,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 18,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
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-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print_hex.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "05-bootsector-functions-strings_boot_sect_print_hex.asm",
-                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print_hex.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6393.24,
-                        "Y": -52.23,
-                        "Z": 2003.85
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 47,
-                        "Coding LOC": 26,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 26.42,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.18
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.28%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.68%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "23.15%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "step2",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 24,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "hex_loop",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 12,
-                            "End Line": 22
-                        },
-                        {
-                            "Function Name": "end",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 36,
-                            "End Line": 43
-                        },
-                        {
-                            "Function Name": "print_hex",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3,
-                            "End Line": 6
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 16,
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-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 1,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
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-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
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-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 21,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
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-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
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-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
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-                        "Traditional Machine Learning (Stats/Trees)": 0,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
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-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
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-                    "8. Dependency Network": {
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-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/06-bootsector-segmentation_boot_sect_segmentation.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "06-bootsector-segmentation_boot_sect_segmentation.asm",
-                        "Path": "assembly/os_tutorial_x86/06-bootsector-segmentation_boot_sect_segmentation.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5732.95,
-                        "Y": 27.61,
-                        "Z": 2743.1
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 28,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 15.36,
-                        "Control Flow Ratio": "35.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.1
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.91%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 9,
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-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 4,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 4,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
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-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
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-                        "Structural Space Indentations": 1,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_disk.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "07-bootsector-disk_boot_sect_disk.asm",
-                        "Path": "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_disk.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5913.64,
-                        "Y": 115.02,
-                        "Z": 1866.38
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 47,
-                        "Coding LOC": 29,
-                        "Documentation LOC": 9,
-                        "Structural Magnitude": 26.78,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.2
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.97%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.68%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "disk_error",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 30,
-                            "End Line": 36
-                        },
-                        {
-                            "Function Name": "disk_load",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 2,
-                            "End Line": 27
-                        },
-                        {
-                            "Function Name": "sectors_error",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 38,
-                            "End Line": 40
-                        },
-                        {
-                            "Function Name": "disk_loop",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 42,
-                            "End Line": 46
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 14,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
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-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
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-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 0,
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-                        "Collection Iterators / Comprehensions": 0,
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-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 1,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 23,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_main.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "07-bootsector-disk_boot_sect_main.asm",
-                        "Path": "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_main.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6523.83,
-                        "Y": -118.14,
-                        "Z": 2448.68
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 33,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 5,
-                        "Structural Magnitude": 15.38,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.12
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.45%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
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-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 3,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 11,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "../05-bootsector-functions-strings/boot_sect_print.asm",
-                        "../05-bootsector-functions-strings/boot_sect_print_hex.asm",
-                        "boot_sect_disk.asm"
-                    ]
-                },
-                "assembly/os_tutorial_x86/08-32bit-print_32bit-print.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "08-32bit-print_32bit-print.asm",
-                        "Path": "assembly/os_tutorial_x86/08-32bit-print_32bit-print.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6086.96,
-                        "Y": 132.24,
-                        "Z": 1599.18
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 27,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 9.86,
-                        "Control Flow Ratio": "33.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.06
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.95%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.43%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "print_string_pm_loop",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 11,
-                            "End Line": 22
-                        },
-                        {
-                            "Function Name": "print_string_pm_done",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 24,
-                            "End Line": 26
-                        },
-                        {
-                            "Function Name": "print_string_pm",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 9
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
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-                        "Server-Side Rendering Contexts": 0,
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-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 3,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
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-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
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-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/09-32bit-gdt_32bit-gdt.asm": {
+                "assembly/os_tutorial_x86/03-bootsector-memory_boot_sect_memory.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "09-32bit-gdt_32bit-gdt.asm",
-                        "Path": "assembly/os_tutorial_x86/09-32bit-gdt_32bit-gdt.asm",
+                        "Filename": "03-bootsector-memory_boot_sect_memory.asm",
+                        "Path": "assembly/os_tutorial_x86/03-bootsector-memory_boot_sect_memory.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -708901,9 +707170,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6492.12,
-                        "Y": 3.96,
-                        "Z": 1519.63
+                        "X": -6158.71,
+                        "Y": -33.05,
+                        "Z": 2282.19
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -708912,50 +707181,39 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 36,
-                        "Coding LOC": 23,
-                        "Documentation LOC": 7,
-                        "Structural Magnitude": 1.96,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 52,
+                        "Coding LOC": 24,
+                        "Documentation LOC": 19,
+                        "Structural Magnitude": 192.76,
+                        "Control Flow Ratio": "26.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.08
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "6.42%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.32%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "21.94%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "gdt_end",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 35
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 11,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -708963,7 +707221,7 @@
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -708981,10 +707239,10 @@
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 8,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -708994,13 +707252,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 16,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709056,10 +707314,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/10-32bit-enter_32bit-main.asm": {
+                "assembly/os_tutorial_x86/03-bootsector-memory_boot_sect_memory_org.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "10-32bit-enter_32bit-main.asm",
-                        "Path": "assembly/os_tutorial_x86/10-32bit-enter_32bit-main.asm",
+                        "Filename": "03-bootsector-memory_boot_sect_memory_org.asm",
+                        "Path": "assembly/os_tutorial_x86/03-bootsector-memory_boot_sect_memory_org.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -709069,9 +707327,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6009.01,
-                        "Y": -83.58,
-                        "Z": 3028.57
+                        "X": -5909.95,
+                        "Y": -2.33,
+                        "Z": 2302.07
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709080,22 +707338,22 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 28,
-                        "Coding LOC": 20,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 3.9,
-                        "Control Flow Ratio": "60.0%",
+                        "Total LOC": 48,
+                        "Coding LOC": 25,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 193.28,
+                        "Control Flow Ratio": "26.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.12
+                        "Raw Cognitive Density": 0.08
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.45%",
+                        "Cognitive Load Exposure": "6.42%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.35%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
@@ -709106,29 +707364,18 @@
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "BEGIN_PM",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 17,
-                            "End Line": 27
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 11,
+                        "Function Parameters": 12,
                         "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -709143,16 +707390,16 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 8,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 4,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -709168,7 +707415,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709193,7 +707440,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -709217,34 +707464,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "../05-bootsector-functions-strings/boot_sect_print.asm",
-                        "../08-32bit-print/32bit-print.asm",
-                        "../09-32bit-gdt/32bit-gdt.asm",
-                        "32bit-switch.asm"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/10-32bit-enter_32bit-switch.asm": {
+                "assembly/os_tutorial_x86/04-bootsector-stack_boot_sect_stack.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "10-32bit-enter_32bit-switch.asm",
-                        "Path": "assembly/os_tutorial_x86/10-32bit-enter_32bit-switch.asm",
+                        "Filename": "04-bootsector-stack_boot_sect_stack.asm",
+                        "Path": "assembly/os_tutorial_x86/04-bootsector-stack_boot_sect_stack.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6727.0,
-                        "Y": -110.98,
-                        "Z": 2261.32
+                        "X": -5350.2,
+                        "Y": 52.41,
+                        "Z": 2356.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709253,63 +707495,42 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 23,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 6.28,
-                        "Control Flow Ratio": "16.7%",
+                        "Total LOC": 43,
+                        "Coding LOC": 24,
+                        "Documentation LOC": 7,
+                        "Structural Magnitude": 15.48,
+                        "Control Flow Ratio": "34.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.16
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
-                        "Error & Exception Exposure": "71.97%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.38%",
+                        "Cognitive Load Exposure": "8.63%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "init_pm",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 11,
-                            "End Line": 22
-                        },
-                        {
-                            "Function Name": "switch_to_pm",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2,
-                            "End Line": 10
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 15,
+                        "Function Parameters": 13,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
@@ -709332,7 +707553,7 @@
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 6,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 3,
@@ -709343,7 +707564,7 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
@@ -709351,7 +707572,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 15,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709376,7 +707597,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -709407,10 +707628,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/13-kernel-barebones_bootsect.asm": {
+                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_main.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "13-kernel-barebones_bootsect.asm",
-                        "Path": "assembly/os_tutorial_x86/13-kernel-barebones_bootsect.asm",
+                        "Filename": "05-bootsector-functions-strings_boot_sect_main.asm",
+                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_main.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -709420,9 +707641,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5534.22,
-                        "Y": 151.5,
-                        "Z": 1993.99
+                        "X": -5640.69,
+                        "Y": 184.4,
+                        "Z": 1808.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709431,65 +707652,44 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 51,
-                        "Coding LOC": 39,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 18.18,
-                        "Control Flow Ratio": "62.5%",
+                        "Total LOC": 35,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 15.36,
+                        "Control Flow Ratio": "72.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.3
+                        "Raw Cognitive Density": 0.16
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.19%",
+                        "Cognitive Load Exposure": "8.63%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.55%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "load_kernel",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 24,
-                            "End Line": 33
-                        },
-                        {
-                            "Function Name": "BEGIN_PM",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 36,
-                            "End Line": 50
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -709504,7 +707704,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 6,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -709513,7 +707713,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 5,
+                        "Pointer Arithmetic & Addressing": 1,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -709523,13 +707723,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 21,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709554,7 +707754,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -709578,36 +707778,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "../05-bootsector-functions-strings/boot_sect_print.asm",
-                        "../05-bootsector-functions-strings/boot_sect_print_hex.asm",
-                        "../07-bootsector-disk/boot_sect_disk.asm",
-                        "../08-32bit-print/32bit-print.asm",
-                        "../09-32bit-gdt/32bit-gdt.asm",
-                        "../10-32bit-enter/32bit-switch.asm"
+                        "boot_sect_print.asm",
+                        "boot_sect_print_hex.asm"
                     ]
                 },
-                "assembly/os_tutorial_x86/13-kernel-barebones_kernel_entry.asm": {
+                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "13-kernel-barebones_kernel_entry.asm",
-                        "Path": "assembly/os_tutorial_x86/13-kernel-barebones_kernel_entry.asm",
+                        "Filename": "05-bootsector-functions-strings_boot_sect_print.asm",
+                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5231.22,
-                        "Y": 133.2,
-                        "Z": 2125.46
+                        "X": -6224.98,
+                        "Y": 89.87,
+                        "Z": 1848.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709616,39 +707812,80 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "100.0%",
+                        "Total LOC": 38,
+                        "Coding LOC": 22,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 16.34,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.12
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "7.45%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Tech Debt Exposure": "97.07%",
+                        "Testing Exposure": "2.52%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "start",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 8,
+                            "End Line": 19
+                        },
+                        {
+                            "Function Name": "print_nl",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 27,
+                            "End Line": 37
+                        },
+                        {
+                            "Function Name": "done",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 21,
+                            "End Line": 23
+                        },
+                        {
+                            "Function Name": "print",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 2
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -709674,10 +707911,10 @@
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 3,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 1,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -709693,7 +707930,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 18,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709718,7 +707955,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -709749,10 +707986,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_32bit_print.asm": {
+                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print_hex.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_32bit_print.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_32bit_print.asm",
+                        "Filename": "05-bootsector-functions-strings_boot_sect_print_hex.asm",
+                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print_hex.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -709762,9 +707999,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5332.94,
-                        "Y": 39.16,
-                        "Z": 2671.77
+                        "X": -6393.24,
+                        "Y": -52.23,
+                        "Z": 2003.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709773,26 +708010,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 27,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 9.86,
-                        "Control Flow Ratio": "33.3%",
+                        "Total LOC": 47,
+                        "Coding LOC": 26,
+                        "Documentation LOC": 12,
+                        "Structural Magnitude": 26.42,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.06
+                        "Raw Cognitive Density": 0.18
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.95%",
+                        "Cognitive Load Exposure": "9.28%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.43%",
+                        "Testing Exposure": "2.68%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "23.15%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -709801,42 +708038,52 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "print_string_pm_loop",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "step2",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 24,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "hex_loop",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 11,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 12,
                             "End Line": 22
                         },
                         {
-                            "Function Name": "print_string_pm_done",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 24,
-                            "End Line": 26
+                            "Function Name": "end",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 36,
+                            "End Line": 43
                         },
                         {
-                            "Function Name": "print_string_pm",
+                            "Function Name": "print_hex",
                             "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 9
+                            "Start Line": 3,
+                            "End Line": 6
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 9,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 16,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -709844,7 +708091,7 @@
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -709865,7 +708112,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 3,
+                        "Pointer Arithmetic & Addressing": 1,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -709873,15 +708120,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 2,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 21,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709937,10 +708184,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_bootsect.asm": {
+                "assembly/os_tutorial_x86/06-bootsector-segmentation_boot_sect_segmentation.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_bootsect.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_bootsect.asm",
+                        "Filename": "06-bootsector-segmentation_boot_sect_segmentation.asm",
+                        "Path": "assembly/os_tutorial_x86/06-bootsector-segmentation_boot_sect_segmentation.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -709950,9 +708197,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6076.81,
-                        "Y": -15.74,
-                        "Z": 2579.0
+                        "X": -5732.95,
+                        "Y": 27.61,
+                        "Z": 2743.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709961,65 +708208,44 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 52,
-                        "Coding LOC": 39,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 18.18,
-                        "Control Flow Ratio": "62.5%",
+                        "Total LOC": 28,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 15.36,
+                        "Control Flow Ratio": "35.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.3
+                        "Raw Cognitive Density": 0.1
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.19%",
+                        "Cognitive Load Exposure": "6.91%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.55%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "load_kernel",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 25,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "BEGIN_PM",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 37,
-                            "End Line": 51
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
+                        "Control Flow Branches": 5,
                         "Sequential Logic Declarations": 9,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 2,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -710034,16 +708260,16 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 6,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 4,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 5,
+                        "Pointer Arithmetic & Addressing": 4,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -710053,13 +708279,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 21,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -710084,7 +708310,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -710108,24 +708334,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "boot/32bit_print.asm",
-                        "boot/disk.asm",
-                        "boot/gdt.asm",
-                        "boot/print.asm",
-                        "boot/print_hex.asm",
-                        "boot/switch_pm.asm"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_disk.asm": {
+                "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_disk.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_disk.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_disk.asm",
+                        "Filename": "07-bootsector-disk_boot_sect_disk.asm",
+                        "Path": "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_disk.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -710135,9 +708354,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5631.47,
-                        "Y": 11.72,
-                        "Z": 2650.18
+                        "X": -5913.64,
+                        "Y": 115.02,
+                        "Z": 1866.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -710320,10 +708539,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_gdt.asm": {
+                "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_main.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_gdt.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_gdt.asm",
+                        "Filename": "07-bootsector-disk_boot_sect_main.asm",
+                        "Path": "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_main.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -710333,9 +708552,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5067.93,
-                        "Y": 163.0,
-                        "Z": 2235.72
+                        "X": -6523.83,
+                        "Y": -118.14,
+                        "Z": 2448.68
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -710344,50 +708563,39 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 36,
-                        "Coding LOC": 23,
-                        "Documentation LOC": 7,
-                        "Structural Magnitude": 1.96,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 33,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 15.38,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.12
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "7.45%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.32%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "gdt_end",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 35
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -710407,7 +708615,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -710416,7 +708624,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -710426,13 +708634,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 16,
+                        "Structural Space Indentations": 11,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -710481,29 +708689,33 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 3,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "../05-bootsector-functions-strings/boot_sect_print.asm",
+                        "../05-bootsector-functions-strings/boot_sect_print_hex.asm",
+                        "boot_sect_disk.asm"
+                    ]
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_kernel_entry.asm": {
+                "assembly/os_tutorial_x86/08-32bit-print_32bit-print.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_kernel_entry.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_kernel_entry.asm",
+                        "Filename": "08-32bit-print_32bit-print.asm",
+                        "Path": "assembly/os_tutorial_x86/08-32bit-print_32bit-print.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6314.88,
-                        "Y": -123.4,
-                        "Z": 2750.4
+                        "X": -6086.96,
+                        "Y": 132.24,
+                        "Z": 1599.18
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -710512,39 +708724,70 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "100.0%",
+                        "Total LOC": 27,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 9.86,
+                        "Control Flow Ratio": "33.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.06
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "5.95%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.43%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "print_string_pm_loop",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 11,
+                            "End Line": 22
+                        },
+                        {
+                            "Function Name": "print_string_pm_done",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 24,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "print_string_pm",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 9
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -710573,7 +708816,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -710583,13 +708826,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -710614,7 +708857,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -710644,60 +708887,35 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "cobol/gnucobol": {
-            "Directory Group Magnitude": 649.07,
-            "File Count": 10,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "90.0%",
-                "Static: Literature & Documentation": "10.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "13.95%",
-                "Error & Exception Exposure": "34.57%",
-                "Tech Debt Exposure": "9.24%",
-                "Testing Exposure": "2.09%",
-                "API Exposure": "3.98%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "33.66%",
-                "Commented Logic Exposure": "2.99%",
-                "Specification Exposure": "40.0%",
-                "Instability Exposure": "45.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "23.22%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "cobol/gnucobol/COPYING": {
+                },
+                "assembly/os_tutorial_x86/09-32bit-gdt_32bit-gdt.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "COPYING",
-                        "Path": "cobol/gnucobol/COPYING",
-                        "Language": "Plaintext",
+                        "Filename": "09-32bit-gdt_32bit-gdt.asm",
+                        "Path": "assembly/os_tutorial_x86/09-32bit-gdt_32bit-gdt.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (COPYING)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 648.8,
-                        "Y": -139.14,
-                        "Z": 6773.39
+                        "X": -6492.12,
+                        "Y": 3.96,
+                        "Z": 1519.63
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 675,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 553,
-                        "Structural Magnitude": 13.5,
+                        "Total LOC": 36,
+                        "Coding LOC": 23,
+                        "Documentation LOC": 7,
+                        "Structural Magnitude": 1.96,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -710706,27 +708924,38 @@
                         "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "gdt_end",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 35
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -710765,13 +708994,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 16,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -710827,22 +709056,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/CBL_OC_DUMP.cob": {
+                "assembly/os_tutorial_x86/10-32bit-enter_32bit-main.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "CBL_OC_DUMP.cob",
-                        "Path": "cobol/gnucobol/CBL_OC_DUMP.cob",
-                        "Language": "Cobol",
+                        "Filename": "10-32bit-enter_32bit-main.asm",
+                        "Path": "assembly/os_tutorial_x86/10-32bit-enter_32bit-main.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1218.82,
-                        "Y": -168.91,
-                        "Z": 6427.18
+                        "X": -6009.01,
+                        "Y": -83.58,
+                        "Z": 3028.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -710851,80 +709080,70 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 262,
-                        "Coding LOC": 199,
-                        "Documentation LOC": 41,
-                        "Structural Magnitude": 124.08,
-                        "Control Flow Ratio": "43.9%",
+                        "Total LOC": 28,
+                        "Coding LOC": 20,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 3.9,
+                        "Control Flow Ratio": "60.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.894
+                        "Raw Cognitive Density": 0.12
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "64.06%",
-                        "Error & Exception Exposure": "68.88%",
-                        "Tech Debt Exposure": "22.38%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "7.46%",
+                        "Cognitive Load Exposure": "7.45%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.35%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "9.01%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "43.88%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "MAIN00",
-                            "Structural Impact": 52.0,
-                            "Lines of Code (LOC)": 159,
-                            "Control Flow Branches": 43,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "48.3%",
-                            "Start Line": 101,
-                            "End Line": 259
-                        },
-                        {
-                            "Function Name": "MAIN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "BEGIN_PM",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 100,
-                            "End Line": 100
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 17,
+                            "End Line": 27
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 43,
-                        "Sequential Logic Declarations": 55,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 19,
-                        "Type/Safety Bypasses": 1,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
-                        "State Mutations / Variable Reassignments": 60,
-                        "Commented-out Code (Dead Logic)": 2,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 9,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -710937,9 +709156,9 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 37,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -710949,11 +709168,11 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 199,
+                        "Structural Space Indentations": 9,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -710966,15 +709185,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 3,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -710998,29 +709217,34 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 4,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "../05-bootsector-functions-strings/boot_sect_print.asm",
+                        "../08-32bit-print/32bit-print.asm",
+                        "../09-32bit-gdt/32bit-gdt.asm",
+                        "32bit-switch.asm"
+                    ]
                 },
-                "cobol/gnucobol/numeric-display.cob": {
+                "assembly/os_tutorial_x86/10-32bit-enter_32bit-switch.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "numeric-display.cob",
-                        "Path": "cobol/gnucobol/numeric-display.cob",
-                        "Language": "Cobol",
+                        "Filename": "10-32bit-enter_32bit-switch.asm",
+                        "Path": "assembly/os_tutorial_x86/10-32bit-enter_32bit-switch.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1456.19,
-                        "Y": -241.1,
-                        "Z": 7181.45
+                        "X": -6727.0,
+                        "Y": -110.98,
+                        "Z": 2261.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711029,53 +709253,74 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 167,
-                        "Coding LOC": 150,
-                        "Documentation LOC": 16,
-                        "Structural Magnitude": 18.0,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 23,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 6.28,
+                        "Control Flow Ratio": "16.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "60.43%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "71.97%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.38%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "7.86%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "init_pm",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 11,
+                            "End Line": 22
+                        },
+                        {
+                            "Function Name": "switch_to_pm",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2,
+                            "End Line": 10
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 77,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 1,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -711090,15 +709335,15 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 72,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 1,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
@@ -711106,7 +709351,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 150,
+                        "Structural Space Indentations": 15,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -711131,7 +709376,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -711162,22 +709407,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/numeric-dump.cob": {
+                "assembly/os_tutorial_x86/13-kernel-barebones_bootsect.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "numeric-dump.cob",
-                        "Path": "cobol/gnucobol/numeric-dump.cob",
-                        "Language": "Cobol",
+                        "Filename": "13-kernel-barebones_bootsect.asm",
+                        "Path": "assembly/os_tutorial_x86/13-kernel-barebones_bootsect.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1104.07,
-                        "Y": -214.65,
-                        "Z": 6635.33
+                        "X": -5534.22,
+                        "Y": 151.5,
+                        "Z": 1993.99
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711186,59 +709431,80 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 456,
-                        "Coding LOC": 438,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 311.76,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 51,
+                        "Coding LOC": 39,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 18.18,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "13.78%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "17.57%",
+                        "Cognitive Load Exposure": "14.19%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.55%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.49%",
-                        "Commented Logic Exposure": "5.72%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "load_kernel",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 24,
+                            "End Line": 33
+                        },
+                        {
+                            "Function Name": "BEGIN_PM",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 36,
+                            "End Line": 50
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 108,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 108,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 1,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 216,
-                        "State Mutations / Variable Reassignments": 72,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -711247,27 +709513,27 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 5,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 438,
+                        "Structural Space Indentations": 21,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 108,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -711288,7 +709554,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -711312,29 +709578,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 6,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "../05-bootsector-functions-strings/boot_sect_print.asm",
+                        "../05-bootsector-functions-strings/boot_sect_print_hex.asm",
+                        "../07-bootsector-disk/boot_sect_disk.asm",
+                        "../08-32bit-print/32bit-print.asm",
+                        "../09-32bit-gdt/32bit-gdt.asm",
+                        "../10-32bit-enter/32bit-switch.asm"
+                    ]
                 },
-                "cobol/gnucobol/screenio.cpy": {
+                "assembly/os_tutorial_x86/13-kernel-barebones_kernel_entry.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "screenio.cpy",
-                        "Path": "cobol/gnucobol/screenio.cpy",
-                        "Language": "Cobol",
+                        "Filename": "13-kernel-barebones_kernel_entry.asm",
+                        "Path": "assembly/os_tutorial_x86/13-kernel-barebones_kernel_entry.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 965.24,
-                        "Y": -232.86,
-                        "Z": 7450.53
+                        "X": -5231.22,
+                        "Y": 133.2,
+                        "Z": 2125.46
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711343,26 +709616,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 197,
-                        "Coding LOC": 152,
-                        "Documentation LOC": 39,
-                        "Structural Magnitude": 1.15,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 5,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 12.08,
+                        "Control Flow Ratio": "100.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "56.63%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "25.27%",
-                        "Commented Logic Exposure": "7.29%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -711372,7 +709645,7 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
+                        "Control Flow Branches": 2,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
@@ -711380,10 +709653,10 @@
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 5,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -711404,7 +709677,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 2,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -711420,7 +709693,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 152,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -711476,22 +709749,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/sqlca.cpy": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_32bit_print.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "sqlca.cpy",
-                        "Path": "cobol/gnucobol/sqlca.cpy",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_32bit_print.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_32bit_print.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1741.27,
-                        "Y": -229.88,
-                        "Z": 7038.38
+                        "X": -5332.94,
+                        "Y": 39.16,
+                        "Z": 2671.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711500,39 +709773,70 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 25,
-                        "Coding LOC": 24,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 0.77,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 20,
+                        "Total LOC": 27,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 9.86,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.06
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.95%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.43%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "print_string_pm_loop",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 11,
+                            "End Line": 22
+                        },
+                        {
+                            "Function Name": "print_string_pm_done",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 24,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "print_string_pm",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 9
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -711551,7 +709855,7 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -711561,23 +709865,23 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 24,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -711602,7 +709906,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -711627,28 +709931,28 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 20,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/sqlda.cpy": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_bootsect.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "sqlda.cpy",
-                        "Path": "cobol/gnucobol/sqlda.cpy",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_bootsect.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_bootsect.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 919.21,
-                        "Y": -181.42,
-                        "Z": 6154.68
+                        "X": -6076.81,
+                        "Y": -15.74,
+                        "Z": 2579.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711657,44 +709961,65 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 58,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 0.8,
-                        "Control Flow Ratio": "100.0%",
+                        "Total LOC": 52,
+                        "Coding LOC": 39,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 18.18,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.037
+                        "Raw Cognitive Density": 0.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "4.64%",
+                        "Cognitive Load Exposure": "14.19%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.55%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "load_kernel",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 25,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "BEGIN_PM",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 37,
+                            "End Line": 51
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
+                        "I/O and Network Boundaries": 2,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -711709,7 +710034,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -711718,7 +710043,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 5,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -711728,13 +710053,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 54,
+                        "Structural Space Indentations": 21,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -711759,7 +710084,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -711783,29 +710108,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 6,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "boot/32bit_print.asm",
+                        "boot/disk.asm",
+                        "boot/gdt.asm",
+                        "boot/print.asm",
+                        "boot/print_hex.asm",
+                        "boot/switch_pm.asm"
+                    ]
                 },
-                "cobol/gnucobol/tutorial.cob": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_disk.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "tutorial.cob",
-                        "Path": "cobol/gnucobol/tutorial.cob",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_disk.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_disk.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 854.95,
-                        "Y": -175.92,
-                        "Z": 6908.28
+                        "X": -5631.47,
+                        "Y": 11.72,
+                        "Z": 2650.18
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711814,149 +710146,129 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 261,
-                        "Coding LOC": 194,
-                        "Documentation LOC": 34,
-                        "Structural Magnitude": 177.18,
-                        "Control Flow Ratio": "56.6%",
+                        "Total LOC": 47,
+                        "Coding LOC": 29,
+                        "Documentation LOC": 9,
+                        "Structural Magnitude": 26.78,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.972
+                        "Raw Cognitive Density": 0.2
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "70.82%",
-                        "Error & Exception Exposure": "95.96%",
-                        "Tech Debt Exposure": "70.07%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "9.96%",
+                        "Cognitive Load Exposure": "9.97%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.68%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "56.94%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "read-all-records",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 204,
-                            "End Line": 227
-                        },
-                        {
-                            "Function Name": "rewrite-first-record",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 231,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "display-file-status",
-                            "Structural Impact": 4.3,
+                            "Function Name": "disk_error",
+                            "Structural Impact": 12.3,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 192,
-                            "End Line": 198
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 30,
+                            "End Line": 36
                         },
                         {
-                            "Function Name": "set-fcd",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 156,
-                            "End Line": 175
+                            "Function Name": "disk_load",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 2,
+                            "End Line": 27
                         },
                         {
-                            "Function Name": "set-keydefinitions",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 177,
-                            "End Line": 186
+                            "Function Name": "sectors_error",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 38,
+                            "End Line": 40
                         },
                         {
-                            "Function Name": "call-file-handler",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "disk_loop",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 188,
-                            "End Line": 190
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 42,
+                            "End Line": 46
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 43,
-                        "Sequential Logic Declarations": 33,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 9,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 14,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 36,
-                        "Exposed API / Public Exports": 15,
-                        "State Mutations / Variable Reassignments": 121,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 1,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 9,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 17,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 194,
+                        "Structural Space Indentations": 23,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -711969,15 +710281,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -712001,31 +710313,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "xfhfcd3"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/xfhfcd.cpy": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_gdt.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "xfhfcd.cpy",
-                        "Path": "cobol/gnucobol/xfhfcd.cpy",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_gdt.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_gdt.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 577.55,
-                        "Y": -173.34,
-                        "Z": 7103.72
+                        "X": -5067.93,
+                        "Y": 163.0,
+                        "Z": 2235.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -712034,10 +710344,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2,
-                        "Coding LOC": 1,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 0.53,
+                        "Total LOC": 36,
+                        "Coding LOC": 23,
+                        "Documentation LOC": 7,
+                        "Structural Magnitude": 1.96,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -712049,24 +710359,35 @@
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Testing Exposure": "2.32%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "gdt_end",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 35
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -712086,7 +710407,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -712105,13 +710426,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1,
+                        "Structural Space Indentations": 16,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -712160,31 +710481,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "xfhfcd3"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/xfhfcd3.cpy": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_kernel_entry.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "xfhfcd3.cpy",
-                        "Path": "cobol/gnucobol/xfhfcd3.cpy",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_kernel_entry.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_kernel_entry.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1532.72,
-                        "Y": -191.04,
-                        "Z": 6672.86
+                        "X": -6314.88,
+                        "Y": -123.4,
+                        "Z": 2750.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -712193,58 +710512,58 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 322,
-                        "Coding LOC": 249,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 1.3,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 5,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 12.08,
+                        "Control Flow Ratio": "100.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
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                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "49.97%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "4.8%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "12.81%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "31.39%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
+                        "Control Flow Branches": 2,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 18,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 3,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 15,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -712254,12 +710573,12 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 10,
+                        "Pointer Arithmetic & Addressing": 2,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 15,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
@@ -712270,7 +710589,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 249,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -712320,9 +710639,9 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 }
@@ -719241,9 +717560,9 @@
                         "Identity Proof": "Metadata Anchor (COPYING)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4157.05,
+                        "X": -4157.03,
                         "Y": 43.06,
-                        "Z": 9888.63
+                        "Z": 9888.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -719398,9 +717717,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3769.15,
+                        "X": -3769.13,
                         "Y": -15.96,
-                        "Z": 9379.33
+                        "Z": 9379.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -719586,9 +717905,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4449.88,
+                        "X": -4449.86,
                         "Y": -19.59,
-                        "Z": 9884.8
+                        "Z": 9884.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -719796,9 +718115,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4572.06,
+                        "X": -4572.04,
                         "Y": -120.97,
-                        "Z": 8511.36
+                        "Z": 8511.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -719986,9 +718305,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4947.93,
+                        "X": -4947.91,
                         "Y": -26.65,
-                        "Z": 9396.22
+                        "Z": 9396.17
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720154,9 +718473,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4021.12,
+                        "X": -4021.1,
                         "Y": 23.53,
-                        "Z": 9635.96
+                        "Z": 9635.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720364,9 +718683,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4284.71,
+                        "X": -4284.69,
                         "Y": -157.64,
-                        "Z": 8652.17
+                        "Z": 8652.13
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720582,9 +718901,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4015.22,
+                        "X": -4015.2,
                         "Y": -149.73,
-                        "Z": 8681.87
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720780,9 +719099,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
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                         "Y": -107.56,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720958,9 +719277,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
-                        "X": -4950.96,
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                         "Y": -92.36,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721126,9 +719445,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
-                        "X": -3634.68,
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                         "Y": -136.49,
-                        "Z": 8927.48
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721294,9 +719613,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4767.89,
+                        "X": -4767.87,
                         "Y": 29.23,
-                        "Z": 9795.69
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721462,9 +719781,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
-                        "X": -4603.96,
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                         "Y": 7.26,
-                        "Z": 9311.18
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721672,9 +719991,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3933.15,
+                        "X": -3933.13,
                         "Y": -113.3,
-                        "Z": 8963.52
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721870,9 +720189,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
-                        "X": -4294.21,
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                         "Y": -103.58,
-                        "Z": 9095.45
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -722155,9 +720474,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 828.26,
+                        "X": 826.96,
                         "Y": -142.31,
-                        "Z": 7516.64
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -722437,9 +720756,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1114.26,
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                         "Y": -203.75,
-                        "Z": 8191.17
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -722670,9 +720989,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 526.76,
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                         "Y": -279.77,
-                        "Z": 8150.36
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -722925,9 +721244,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 852.5,
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                         "Y": -165.03,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -723656,9 +721975,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 698.76,
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                         "Y": -275.85,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -723854,9 +722173,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1268.84,
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                         "Y": -116.4,
-                        "Z": 7618.49
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -724094,9 +722413,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 370.25,
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                         "Y": -170.65,
-                        "Z": 7825.14
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732417,7 +730736,7 @@
             }
         },
         "cobol/zopeneditor-sample": {
-            "Directory Group Magnitude": 533.44,
+            "Directory Group Magnitude": 532.44,
             "File Count": 8,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -732427,14 +730746,14 @@
                 "Error & Exception Exposure": "30.98%",
                 "Tech Debt Exposure": "24.31%",
                 "Testing Exposure": "12.04%",
-                "API Exposure": "0.62%",
+                "API Exposure": "0.34%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "28.88%",
                 "Commented Logic Exposure": "0.0%",
                 "Specification Exposure": "25.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "2.98%",
+                "Documentation Exposure": "1.49%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -732451,9 +730770,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 8056.83,
-                        "Y": 72.16,
-                        "Z": 6142.95
+                        "X": 8056.68,
+                        "Y": 72.17,
+                        "Z": 6142.83
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732608,9 +730927,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 8231.94,
+                        "X": 8231.77,
                         "Y": 77.7,
-                        "Z": 5549.1
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732765,9 +731084,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7821.7,
+                        "X": 7821.57,
                         "Y": 130.26,
-                        "Z": 5263.28
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732922,9 +731241,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7739.16,
+                        "X": 7739.03,
                         "Y": 128.97,
-                        "Z": 5679.63
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732936,7 +731255,7 @@
                         "Total LOC": 505,
                         "Coding LOC": 417,
                         "Documentation LOC": 52,
-                        "Structural Magnitude": 340.74,
+                        "Structural Magnitude": 339.74,
                         "Control Flow Ratio": "79.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -732949,14 +731268,14 @@
                         "Error & Exception Exposure": "89.1%",
                         "Tech Debt Exposure": "99.37%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -733172,7 +731491,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 50,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 193,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -733283,9 +731602,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7522.25,
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                         "Y": 148.97,
-                        "Z": 5840.89
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -733504,9 +731823,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7542.32,
-                        "Y": 244.12,
-                        "Z": 5149.86
+                        "X": 7542.2,
+                        "Y": 244.11,
+                        "Z": 5149.8
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -733661,9 +731980,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7651.58,
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                         "Y": 165.94,
-                        "Z": 6027.19
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -733820,9 +732139,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7323.77,
-                        "Y": 247.2,
-                        "Z": 5577.4
+                        "X": 7323.67,
+                        "Y": 247.19,
+                        "Z": 5577.31
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -738860,7 +737179,7 @@
             }
         },
         "dockerfile/moby/builder/remotecontext/internal/tarsum": {
-            "Directory Group Magnitude": 506.82,
+            "Directory Group Magnitude": 500.82,
             "File Count": 5,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -738870,7 +737189,7 @@
                 "Error & Exception Exposure": "70.14%",
                 "Tech Debt Exposure": "48.46%",
                 "Testing Exposure": "2.44%",
-                "API Exposure": "4.03%",
+                "API Exposure": "3.69%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "79.84%",
                 "Commented Logic Exposure": "1.57%",
@@ -739667,9 +737986,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6764.77,
-                        "Y": -122.12,
-                        "Z": 7372.04
+                        "X": -6764.42,
+                        "Y": -122.16,
+                        "Z": 7371.71
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -739681,7 +738000,7 @@
                         "Total LOC": 167,
                         "Coding LOC": 120,
                         "Documentation LOC": 24,
-                        "Structural Magnitude": 135.8,
+                        "Structural Magnitude": 129.8,
                         "Control Flow Ratio": "40.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -739694,7 +738013,7 @@
                         "Error & Exception Exposure": "96.2%",
                         "Tech Debt Exposure": "93.75%",
                         "Testing Exposure": "2.47%",
-                        "API Exposure": "5.05%",
+                        "API Exposure": "3.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.86%",
@@ -739807,7 +738126,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 17,
+                        "Exposed API / Public Exports": 11,
                         "State Mutations / Variable Reassignments": 80,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 13,
@@ -755370,1845 +753689,85 @@
                         "Raw Cognitive Density": 0.112
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.23%",
-                        "Error & Exception Exposure": "75.29%",
-                        "Tech Debt Exposure": "99.98%",
-                        "Testing Exposure": "2.42%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "16.8%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 66
-                        },
-                        {
-                            "Function Name": "0000-MAIN",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 68,
-                            "End Line": 70
-                        },
-                        {
-                            "Function Name": "SPECIAL-NAMES",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 22,
-                            "End Line": 25
-                        },
-                        {
-                            "Function Name": "1000-INICIO",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 72,
-                            "End Line": 74
-                        },
-                        {
-                            "Function Name": "4000-FINAL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 76,
-                            "End Line": 78
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 1,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 49,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/CICS-Cobol/CBL0903v01AccesoDinamico.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBL0903v01AccesoDinamico.cbl",
-                        "Path": "cobol/CICS-Cobol/CBL0903v01AccesoDinamico.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2051.38,
-                        "Y": 233.32,
-                        "Z": -4470.0
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 80,
-                        "Coding LOC": 52,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 10.84,
-                        "Control Flow Ratio": "16.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.054
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.82%",
-                        "Error & Exception Exposure": "73.11%",
-                        "Tech Debt Exposure": "99.97%",
-                        "Testing Exposure": "2.42%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 23,
-                            "End Line": 67
-                        },
-                        {
-                            "Function Name": "0000-MAIN",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 69,
-                            "End Line": 71
-                        },
-                        {
-                            "Function Name": "SPECIAL-NAMES",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 19,
-                            "End Line": 22
-                        },
-                        {
-                            "Function Name": "4000-FINAL",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 76,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "1000-INICIO",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 73,
-                            "End Line": 74
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 52,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/CICS-Cobol/CBL1001v01ManejoCICS.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBL1001v01ManejoCICS.cbl",
-                        "Path": "cobol/CICS-Cobol/CBL1001v01ManejoCICS.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1726.99,
-                        "Y": 256.36,
-                        "Z": -4520.09
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 67,
-                        "Coding LOC": 41,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 21.12,
-                        "Control Flow Ratio": "37.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.333
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.89%",
-                        "Error & Exception Exposure": "78.34%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.52%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "50.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "0000-PRINCIPAL",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 33,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "2000-PROCESO",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 43,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "SPECIAL-NAMES",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14,
-                            "End Line": 32
-                        },
-                        {
-                            "Function Name": "2200-CONCATENA-DATOS",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 52,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "1000-INICIO",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 39,
-                            "End Line": 40
-                        },
-                        {
-                            "Function Name": "WX-SALUDO",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 41,
-                            "End Line": 41
-                        },
-                        {
-                            "Function Name": "2100-PEDIR-DATOS",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 48,
-                            "End Line": 50
-                        },
-                        {
-                            "Function Name": "2300-ENVIA-DATOS",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 61,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "3000-FINAL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 66
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 9,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 3,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 41,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "cobol/cobol-programming-course": {
-            "Directory Group Magnitude": 461.14,
-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "55.38%",
-                "Error & Exception Exposure": "78.12%",
-                "Tech Debt Exposure": "97.59%",
-                "Testing Exposure": "24.58%",
-                "API Exposure": "1.15%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "99.16%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "10.27%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "cobol/cobol-programming-course/CBL0106.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBL0106.cbl",
-                        "Path": "cobol/cobol-programming-course/CBL0106.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1558.88,
-                        "Y": 47.06,
-                        "Z": -8274.97
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 196,
-                        "Coding LOC": 161,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 84.12,
-                        "Control Flow Ratio": "69.2%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.696
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "44.59%",
-                        "Error & Exception Exposure": "79.56%",
-                        "Tech Debt Exposure": "98.24%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "READ-NEXT-RECORD",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 141,
-                            "End Line": 149
-                        },
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 109,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 13,
-                            "End Line": 121
-                        },
-                        {
-                            "Function Name": "WRITE-OVERLIMIT",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 177,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "IS-OVERLIMIT",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 163,
-                            "End Line": 170
-                        },
-                        {
-                            "Function Name": "IS-STATE-VIRGINIA",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 172,
-                            "End Line": 175
-                        },
-                        {
-                            "Function Name": "CLOSE-STOP",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 151,
-                            "End Line": 156
-                        },
-                        {
-                            "Function Name": "READ-RECORD",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 158,
-                            "End Line": 161
-                        },
-                        {
-                            "Function Name": "WRITE-HEADERS",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 139
-                        },
-                        {
-                            "Function Name": "WRITE-RECORD",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 194
-                        },
-                        {
-                            "Function Name": "OPEN-FILES",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 125
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 18,
-                        "Sequential Logic Declarations": 8,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 26,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 47,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 161,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-programming-course/CBL0106C.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBL0106C.cbl",
-                        "Path": "cobol/cobol-programming-course/CBL0106C.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1358.77,
-                        "Y": 24.82,
-                        "Z": -9038.67
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 205,
-                        "Coding LOC": 167,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 89.64,
-                        "Control Flow Ratio": "66.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.719
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "46.86%",
-                        "Error & Exception Exposure": "79.37%",
-                        "Tech Debt Exposure": "97.78%",
-                        "Testing Exposure": "2.41%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "READ-NEXT-RECORD",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 142,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "IS-OVERLIMIT",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 164,
-                            "End Line": 179
-                        },
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 110,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 13,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "WRITE-OVERLIMIT",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 186,
-                            "End Line": 196
-                        },
-                        {
-                            "Function Name": "IS-STATE-VIRGINIA",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 181,
-                            "End Line": 184
-                        },
-                        {
-                            "Function Name": "CLOSE-STOP",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 152,
-                            "End Line": 157
-                        },
-                        {
-                            "Function Name": "READ-RECORD",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 159,
-                            "End Line": 162
-                        },
-                        {
-                            "Function Name": "WRITE-HEADERS",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 140
-                        },
-                        {
-                            "Function Name": "WRITE-RECORD",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 198,
-                            "End Line": 203
-                        },
-                        {
-                            "Function Name": "OPEN-FILES",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 124,
-                            "End Line": 126
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 26,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 50,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 167,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-programming-course/CBLDB21.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBLDB21.cbl",
-                        "Path": "cobol/cobol-programming-course/CBLDB21.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 789.85,
-                        "Y": 93.43,
-                        "Z": -8751.71
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 145,
-                        "Coding LOC": 107,
-                        "Documentation LOC": 30,
-                        "Structural Magnitude": 53.44,
-                        "Control Flow Ratio": "62.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.85
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "59.91%",
-                        "Error & Exception Exposure": "67.01%",
-                        "Tech Debt Exposure": "98.91%",
-                        "Testing Exposure": "2.45%",
-                        "API Exposure": "2.78%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.7%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.76%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "LIST-ALL",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 101,
-                            "End Line": 119
-                        },
-                        {
-                            "Function Name": "SQL-ERROR-HANDLING",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 132,
-                            "End Line": 144
-                        },
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 14,
-                            "End Line": 86
-                        },
-                        {
-                            "Function Name": "PROG-START",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 92,
-                            "End Line": 94
-                        },
-                        {
-                            "Function Name": "PRINT-AND-GET1",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 120,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "PRINT-A-LINE",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "PROG-END",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 95,
-                            "End Line": 97
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 15,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 18,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 7,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 107,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 8,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-programming-course/CBLDB22.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBLDB22.cbl",
-                        "Path": "cobol/cobol-programming-course/CBLDB22.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1274.92,
-                        "Y": 99.49,
-                        "Z": -8917.56
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 202,
-                        "Coding LOC": 157,
-                        "Documentation LOC": 39,
-                        "Structural Magnitude": 94.04,
-                        "Control Flow Ratio": "76.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.051
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.92%",
-                        "Error & Exception Exposure": "71.41%",
-                        "Tech Debt Exposure": "98.5%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.61%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.75%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "24.14%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "GET-ALL",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 132,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "GET-SPECIFIC",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 156,
-                            "End Line": 174
-                        },
-                        {
-                            "Function Name": "SQL-ERROR-HANDLING",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 189,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "PROCESS-INPUT",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 124,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 97,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 13,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "PROG-START",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 111,
-                            "End Line": 117
-                        },
-                        {
-                            "Function Name": "PRINT-ALL",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 152,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "PRINT-SPECIFIC",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 176,
-                            "End Line": 178
-                        },
-                        {
-                            "Function Name": "PRINT-A-LINE",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 180,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "PROG-END",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 119,
-                            "End Line": 120
-                        },
-                        {
-                            "Function Name": "REPOUT",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 121,
-                            "End Line": 122
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 39,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 11,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 27,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 33,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 12,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 5,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 157,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 13,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 9,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-programming-course/CBLDB23.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBLDB23.cbl",
-                        "Path": "cobol/cobol-programming-course/CBLDB23.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1054.49,
-                        "Y": 159.02,
-                        "Z": -8485.29
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 189,
-                        "Coding LOC": 156,
-                        "Documentation LOC": 27,
-                        "Structural Magnitude": 91.92,
-                        "Control Flow Ratio": "76.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.032
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "75.55%",
-                        "Error & Exception Exposure": "70.1%",
-                        "Tech Debt Exposure": "98.57%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.64%",
+                        "Cognitive Load Exposure": "7.23%",
+                        "Error & Exception Exposure": "75.29%",
+                        "Tech Debt Exposure": "99.98%",
+                        "Testing Exposure": "2.42%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.61%",
+                        "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.01%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "GET-ALL",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 125,
-                            "End Line": 143
-                        },
-                        {
-                            "Function Name": "GET-SPECIFIC",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 147,
-                            "End Line": 165
-                        },
-                        {
-                            "Function Name": "SQL-ERROR-HANDLING",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 176,
-                            "End Line": 188
-                        },
-                        {
-                            "Function Name": "PROCESS-INPUT",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 118,
-                            "End Line": 124
-                        },
                         {
                             "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 14,
-                            "End Line": 105
-                        },
-                        {
-                            "Function Name": "PROG-START",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 107,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "PRINT-ALL",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 144,
-                            "End Line": 146
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 66
                         },
                         {
-                            "Function Name": "PRINT-SPECIFIC",
-                            "Structural Impact": 2.1,
+                            "Function Name": "0000-MAIN",
+                            "Structural Impact": 3.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 166,
-                            "End Line": 168
+                            "Start Line": 68,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "PRINT-A-LINE",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "SPECIAL-NAMES",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 169,
-                            "End Line": 174
+                            "Start Line": 22,
+                            "End Line": 25
                         },
                         {
-                            "Function Name": "PROG-END",
+                            "Function Name": "1000-INICIO",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 115
+                            "Start Line": 72,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "REPOUT",
+                            "Function Name": "4000-FINAL",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 116,
-                            "End Line": 117
+                            "Start Line": 76,
+                            "End Line": 78
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 39,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 11,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 5,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 27,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 31,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -757220,9 +753779,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 12,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -757234,23 +753793,23 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 5,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 156,
+                        "Structural Space Indentations": 49,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 13,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -757263,15 +753822,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 9,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
+                        "Orphaned Logic": 5,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -757302,10 +753861,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-programming-course/DEPTPAY.CBL": {
+                "cobol/CICS-Cobol/CBL0903v01AccesoDinamico.cbl": {
                     "1. Artifact Identity": {
-                        "Filename": "DEPTPAY.CBL",
-                        "Path": "cobol/cobol-programming-course/DEPTPAY.CBL",
+                        "Filename": "CBL0903v01AccesoDinamico.cbl",
+                        "Path": "cobol/CICS-Cobol/CBL0903v01AccesoDinamico.cbl",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -757315,9 +753874,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1134.82,
-                        "Y": 144.73,
-                        "Z": -8414.06
+                        "X": 2051.38,
+                        "Y": 233.32,
+                        "Z": -4470.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -757326,25 +753885,25 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 37,
-                        "Coding LOC": 33,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 10.46,
-                        "Control Flow Ratio": "13.3%",
+                        "Total LOC": 80,
+                        "Coding LOC": 52,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 10.84,
+                        "Control Flow Ratio": "16.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.32
+                        "Raw Cognitive Density": 0.054
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.19%",
-                        "Error & Exception Exposure": "83.6%",
-                        "Tech Debt Exposure": "92.41%",
-                        "Testing Exposure": "2.34%",
+                        "Cognitive Load Exposure": "5.82%",
+                        "Error & Exception Exposure": "73.11%",
+                        "Tech Debt Exposure": "99.97%",
+                        "Testing Exposure": "2.42%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.08%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
@@ -757354,39 +753913,69 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "AVERAGE-SALARY",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 23,
+                            "End Line": 67
+                        },
+                        {
+                            "Function Name": "0000-MAIN",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 69,
+                            "End Line": 71
+                        },
+                        {
+                            "Function Name": "SPECIAL-NAMES",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 19,
-                            "End Line": 27
+                            "End Line": 22
                         },
                         {
-                            "Function Name": "DISPLAY-DETAILS",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "4000-FINAL",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 29,
-                            "End Line": 35
+                            "Start Line": 76,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "1000-INICIO",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 73,
+                            "End Line": 74
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 13,
+                        "Sequential Logic Declarations": 10,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 2,
+                        "Function/Method Declarations": 5,
                         "Class/Entity Declarations": 1,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 7,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -757412,7 +754001,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -757424,7 +754013,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 33,
+                        "Structural Space Indentations": 52,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -757449,7 +754038,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 5,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -757480,10 +754069,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-programming-course/EMPPAY.CBL": {
+                "cobol/CICS-Cobol/CBL1001v01ManejoCICS.cbl": {
                     "1. Artifact Identity": {
-                        "Filename": "EMPPAY.CBL",
-                        "Path": "cobol/cobol-programming-course/EMPPAY.CBL",
+                        "Filename": "CBL1001v01ManejoCICS.cbl",
+                        "Path": "cobol/CICS-Cobol/CBL1001v01ManejoCICS.cbl",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -757493,9 +754082,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1713.67,
-                        "Y": -10.87,
-                        "Z": -9201.06
+                        "X": 1726.99,
+                        "Y": 256.36,
+                        "Z": -4520.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -757504,25 +754093,25 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 55,
-                        "Coding LOC": 51,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 37.52,
-                        "Control Flow Ratio": "45.5%",
+                        "Total LOC": 67,
+                        "Coding LOC": 41,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 21.12,
+                        "Control Flow Ratio": "37.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.946
+                        "Raw Cognitive Density": 0.333
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "68.66%",
-                        "Error & Exception Exposure": "95.8%",
-                        "Tech Debt Exposure": "98.74%",
-                        "Testing Exposure": "2.45%",
+                        "Cognitive Load Exposure": "15.89%",
+                        "Error & Exception Exposure": "78.34%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.52%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "50.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
@@ -757532,59 +754121,109 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "PAYMENT-WEEKLY",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 4,
+                            "Function Name": "0000-PRINCIPAL",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 30,
-                            "End Line": 39
+                            "Start Line": 33,
+                            "End Line": 37
                         },
                         {
-                            "Function Name": "PAYMENT-MONTHLY",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
+                            "Function Name": "2000-PROCESO",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 40,
-                            "End Line": 47
+                            "Start Line": 43,
+                            "End Line": 46
                         },
                         {
-                            "Function Name": "SHOW-OUTPUT",
+                            "Function Name": "SPECIAL-NAMES",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14,
+                            "End Line": 32
+                        },
+                        {
+                            "Function Name": "2200-CONCATENA-DATOS",
                             "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 52,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "1000-INICIO",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 39,
+                            "End Line": 40
+                        },
+                        {
+                            "Function Name": "WX-SALUDO",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 41,
+                            "End Line": 41
+                        },
+                        {
+                            "Function Name": "2100-PEDIR-DATOS",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 48,
-                            "End Line": 55
+                            "End Line": 50
                         },
                         {
-                            "Function Name": "INITIALIZATION",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "2300-ENVIA-DATOS",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 29
+                            "Start Line": 61,
+                            "End Line": 63
+                        },
+                        {
+                            "Function Name": "3000-FINAL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 65,
+                            "End Line": 66
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 12,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 10,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 4,
+                        "Function/Method Declarations": 9,
                         "Class/Entity Declarations": 1,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 25,
+                        "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -757598,7 +754237,7 @@
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -757610,7 +754249,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 7,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -757622,13 +754261,13 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 51,
+                        "Structural Space Indentations": 41,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
+                        "Serialization Parsing": 1,
                         "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
@@ -757647,7 +754286,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
+                        "Orphaned Logic": 9,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -760178,6 +756817,1686 @@
                 }
             }
         },
+        "cobol/cobol-programming-course": {
+            "Directory Group Magnitude": 458.14,
+            "File Count": 7,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "55.38%",
+                "Error & Exception Exposure": "78.12%",
+                "Tech Debt Exposure": "97.59%",
+                "Testing Exposure": "24.58%",
+                "API Exposure": "0.0%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "99.16%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "0.0%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "cobol/cobol-programming-course/CBL0106.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBL0106.cbl",
+                        "Path": "cobol/cobol-programming-course/CBL0106.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1558.8,
+                        "Y": 47.06,
+                        "Z": -8274.95
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 196,
+                        "Coding LOC": 161,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 84.12,
+                        "Control Flow Ratio": "69.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.696
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "44.59%",
+                        "Error & Exception Exposure": "79.56%",
+                        "Tech Debt Exposure": "98.24%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "READ-NEXT-RECORD",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 141,
+                            "End Line": 149
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 13,
+                            "End Line": 121
+                        },
+                        {
+                            "Function Name": "WRITE-OVERLIMIT",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 177,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "IS-OVERLIMIT",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 163,
+                            "End Line": 170
+                        },
+                        {
+                            "Function Name": "IS-STATE-VIRGINIA",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 172,
+                            "End Line": 175
+                        },
+                        {
+                            "Function Name": "CLOSE-STOP",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 151,
+                            "End Line": 156
+                        },
+                        {
+                            "Function Name": "READ-RECORD",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 158,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "WRITE-HEADERS",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 127,
+                            "End Line": 139
+                        },
+                        {
+                            "Function Name": "WRITE-RECORD",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 189,
+                            "End Line": 194
+                        },
+                        {
+                            "Function Name": "OPEN-FILES",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 123,
+                            "End Line": 125
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 18,
+                        "Sequential Logic Declarations": 8,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 26,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 47,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 161,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 4,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 3,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/CBL0106C.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBL0106C.cbl",
+                        "Path": "cobol/cobol-programming-course/CBL0106C.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1358.74,
+                        "Y": 24.84,
+                        "Z": -9038.45
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 205,
+                        "Coding LOC": 167,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 89.64,
+                        "Control Flow Ratio": "66.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.719
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "46.86%",
+                        "Error & Exception Exposure": "79.37%",
+                        "Tech Debt Exposure": "97.78%",
+                        "Testing Exposure": "2.41%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "READ-NEXT-RECORD",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 142,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "IS-OVERLIMIT",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 164,
+                            "End Line": 179
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 110,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 13,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "WRITE-OVERLIMIT",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 186,
+                            "End Line": 196
+                        },
+                        {
+                            "Function Name": "IS-STATE-VIRGINIA",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 181,
+                            "End Line": 184
+                        },
+                        {
+                            "Function Name": "CLOSE-STOP",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 152,
+                            "End Line": 157
+                        },
+                        {
+                            "Function Name": "READ-RECORD",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 159,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "WRITE-HEADERS",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 128,
+                            "End Line": 140
+                        },
+                        {
+                            "Function Name": "WRITE-RECORD",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 198,
+                            "End Line": 203
+                        },
+                        {
+                            "Function Name": "OPEN-FILES",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 124,
+                            "End Line": 126
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 26,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 50,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 167,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 4,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 3,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/CBLDB21.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBLDB21.cbl",
+                        "Path": "cobol/cobol-programming-course/CBLDB21.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 790.12,
+                        "Y": 93.39,
+                        "Z": -8751.55
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 145,
+                        "Coding LOC": 107,
+                        "Documentation LOC": 30,
+                        "Structural Magnitude": 52.44,
+                        "Control Flow Ratio": "62.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.85
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "59.91%",
+                        "Error & Exception Exposure": "67.01%",
+                        "Tech Debt Exposure": "98.91%",
+                        "Testing Exposure": "2.45%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "98.7%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "LIST-ALL",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 101,
+                            "End Line": 119
+                        },
+                        {
+                            "Function Name": "SQL-ERROR-HANDLING",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 132,
+                            "End Line": 144
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 14,
+                            "End Line": 86
+                        },
+                        {
+                            "Function Name": "PROG-START",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 92,
+                            "End Line": 94
+                        },
+                        {
+                            "Function Name": "PRINT-AND-GET1",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 120,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "PRINT-A-LINE",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 123,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "PROG-END",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 95,
+                            "End Line": 97
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 15,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 18,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 7,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 107,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 8,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 7,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/CBLDB22.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBLDB22.cbl",
+                        "Path": "cobol/cobol-programming-course/CBLDB22.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1274.9,
+                        "Y": 99.49,
+                        "Z": -8917.45
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 202,
+                        "Coding LOC": 157,
+                        "Documentation LOC": 39,
+                        "Structural Magnitude": 93.04,
+                        "Control Flow Ratio": "76.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.051
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "76.92%",
+                        "Error & Exception Exposure": "71.41%",
+                        "Tech Debt Exposure": "98.5%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.75%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "GET-ALL",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 132,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "GET-SPECIFIC",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 156,
+                            "End Line": 174
+                        },
+                        {
+                            "Function Name": "SQL-ERROR-HANDLING",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 189,
+                            "End Line": 201
+                        },
+                        {
+                            "Function Name": "PROCESS-INPUT",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 124,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 13,
+                            "End Line": 109
+                        },
+                        {
+                            "Function Name": "PROG-START",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 111,
+                            "End Line": 117
+                        },
+                        {
+                            "Function Name": "PRINT-ALL",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 152,
+                            "End Line": 154
+                        },
+                        {
+                            "Function Name": "PRINT-SPECIFIC",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 176,
+                            "End Line": 178
+                        },
+                        {
+                            "Function Name": "PRINT-A-LINE",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 180,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "PROG-END",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 119,
+                            "End Line": 120
+                        },
+                        {
+                            "Function Name": "REPOUT",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 121,
+                            "End Line": 122
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 39,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 11,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 27,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 33,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
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+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 12,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 157,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 13,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 9,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 9,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/CBLDB23.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBLDB23.cbl",
+                        "Path": "cobol/cobol-programming-course/CBLDB23.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1054.64,
+                        "Y": 158.98,
+                        "Z": -8485.33
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 189,
+                        "Coding LOC": 156,
+                        "Documentation LOC": 27,
+                        "Structural Magnitude": 90.92,
+                        "Control Flow Ratio": "76.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.032
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "75.55%",
+                        "Error & Exception Exposure": "70.1%",
+                        "Tech Debt Exposure": "98.57%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.61%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "GET-ALL",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 125,
+                            "End Line": 143
+                        },
+                        {
+                            "Function Name": "GET-SPECIFIC",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 147,
+                            "End Line": 165
+                        },
+                        {
+                            "Function Name": "SQL-ERROR-HANDLING",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 176,
+                            "End Line": 188
+                        },
+                        {
+                            "Function Name": "PROCESS-INPUT",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 118,
+                            "End Line": 124
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 14,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "PROG-START",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 107,
+                            "End Line": 113
+                        },
+                        {
+                            "Function Name": "PRINT-ALL",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 144,
+                            "End Line": 146
+                        },
+                        {
+                            "Function Name": "PRINT-SPECIFIC",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 166,
+                            "End Line": 168
+                        },
+                        {
+                            "Function Name": "PRINT-A-LINE",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 169,
+                            "End Line": 174
+                        },
+                        {
+                            "Function Name": "PROG-END",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 114,
+                            "End Line": 115
+                        },
+                        {
+                            "Function Name": "REPOUT",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 116,
+                            "End Line": 117
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 39,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 11,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 27,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 31,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 12,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 156,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 13,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 9,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 9,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/DEPTPAY.CBL": {
+                    "1. Artifact Identity": {
+                        "Filename": "DEPTPAY.CBL",
+                        "Path": "cobol/cobol-programming-course/DEPTPAY.CBL",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1134.83,
+                        "Y": 144.72,
+                        "Z": -8414.05
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 37,
+                        "Coding LOC": 33,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 10.46,
+                        "Control Flow Ratio": "13.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.32
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "15.19%",
+                        "Error & Exception Exposure": "83.6%",
+                        "Tech Debt Exposure": "92.41%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "96.08%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "AVERAGE-SALARY",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 19,
+                            "End Line": 27
+                        },
+                        {
+                            "Function Name": "DISPLAY-DETAILS",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 29,
+                            "End Line": 35
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 13,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 7,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 8,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 33,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/EMPPAY.CBL": {
+                    "1. Artifact Identity": {
+                        "Filename": "EMPPAY.CBL",
+                        "Path": "cobol/cobol-programming-course/EMPPAY.CBL",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1713.57,
+                        "Y": -10.85,
+                        "Z": -9200.9
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 55,
+                        "Coding LOC": 51,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 37.52,
+                        "Control Flow Ratio": "45.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.946
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "68.66%",
+                        "Error & Exception Exposure": "95.8%",
+                        "Tech Debt Exposure": "98.74%",
+                        "Testing Exposure": "2.45%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "PAYMENT-WEEKLY",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 30,
+                            "End Line": 39
+                        },
+                        {
+                            "Function Name": "PAYMENT-MONTHLY",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 40,
+                            "End Line": 47
+                        },
+                        {
+                            "Function Name": "SHOW-OUTPUT",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 48,
+                            "End Line": 55
+                        },
+                        {
+                            "Function Name": "INITIALIZATION",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 25,
+                            "End Line": 29
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 25,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 7,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 51,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 3,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                }
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                }
+            }
+        },
+        "cobol/gnucobol": {
+            "Directory Group Magnitude": 411.92,
+            "File Count": 10,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "90.0%",
+                "Static: Literature & Documentation": "10.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "13.95%",
+                "Error & Exception Exposure": "34.57%",
+                "Tech Debt Exposure": "9.24%",
+                "Testing Exposure": "2.09%",
+                "API Exposure": "0.25%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "33.66%",
+                "Commented Logic Exposure": "2.99%",
+                "Specification Exposure": "40.0%",
+                "Instability Exposure": "45.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "2.07%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "cobol/gnucobol/COPYING": {
+                    "1. Artifact Identity": {
+                        "Filename": "COPYING",
+                        "Path": "cobol/gnucobol/COPYING",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (COPYING)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7965.28,
+                        "Y": -139.79,
+                        "Z": 929.5
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 675,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 553,
+                        "Structural Magnitude": 13.5,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/CBL_OC_DUMP.cob": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBL_OC_DUMP.cob",
+                        "Path": "cobol/gnucobol/CBL_OC_DUMP.cob",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7691.94,
+                        "Y": -206.2,
+                        "Z": 1221.54
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 262,
+                        "Coding LOC": 199,
+                        "Documentation LOC": 41,
+                        "Structural Magnitude": 118.08,
+                        "Control Flow Ratio": "43.9%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.894
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "64.06%",
+                        "Error & Exception Exposure": "68.88%",
+                        "Tech Debt Exposure": "22.38%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "2.49%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "9.01%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "20.72%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "MAIN00",
+                            "Structural Impact": 52.0,
+                            "Lines of Code (LOC)": 159,
+                            "Control Flow Branches": 43,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "48.3%",
+                            "Start Line": 101,
+                            "End Line": 259
+                        },
+                        {
+                            "Function Name": "MAIN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 100,
+                            "End Line": 100
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 43,
+                        "Sequential Logic Declarations": 55,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 19,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 60,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 9,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 2,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 37,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 5,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 199,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 4,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 3,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/numeric-display.cob": {
+                    "1. Artifact Identity": {
+                        "Filename": "numeric-display.cob",
+                        "Path": "cobol/gnucobol/numeric-display.cob",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7169.57,
+                        "Y": -240.24,
+                        "Z": 1330.5
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 167,
+                        "Coding LOC": 150,
+                        "Documentation LOC": 16,
+                        "Structural Magnitude": 18.0,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "60.43%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "7.86%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 77,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 72,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 150,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/numeric-dump.cob": {
+                    "1. Artifact Identity": {
+                        "Filename": "numeric-dump.cob",
+                        "Path": "cobol/gnucobol/numeric-dump.cob",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7480.85,
+                        "Y": -180.68,
+                        "Z": 391.48
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 456,
+                        "Coding LOC": 438,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 95.76,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "13.78%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "98.49%",
+                        "Commented Logic Exposure": "5.72%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 108,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 108,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 72,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
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+                        "Acknowledged Tech Debt (FIXMEs)": 0,
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+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 438,
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+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 108,
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+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
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+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
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+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/screenio.cpy": {
+                    "1. Artifact Identity": {
+                        "Filename": "screenio.cpy",
+                        "Path": "cobol/gnucobol/screenio.cpy",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7103.95,
+                        "Y": -202.82,
+                        "Z": 832.35
+                    },
+                    "3. Architectural Profile": {
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+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
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+                        "Total LOC": 197,
+                        "Coding LOC": 152,
+                        "Documentation LOC": 39,
+                        "Structural Magnitude": 1.15,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
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+                        "Error & Exception Exposure": "56.63%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
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+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "25.27%",
+                        "Commented Logic Exposure": "7.29%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
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+                    },
+                    "9. Extracted Dependencies": []
+                },
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+                    "1. Artifact Identity": {
+                        "Filename": "sqlca.cpy",
+                        "Path": "cobol/gnucobol/sqlca.cpy",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                    },
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+                        "X": -6886.93,
+                        "Y": -229.14,
+                        "Z": 1190.74
+                    },
+                    "3. Architectural Profile": {
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+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
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+                        "Total LOC": 25,
+                        "Coding LOC": 24,
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+                        "Structural Magnitude": 0.77,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 20,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
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+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
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+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
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+                    "6. Contextual Mitigations & Amplifications": "None Detected",
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+                        "Sec Tainted Injection": 0,
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+                        "Invisible Unicode Payload Smuggling": 0,
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+                    },
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+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
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+                    "1. Artifact Identity": {
+                        "Filename": "sqlda.cpy",
+                        "Path": "cobol/gnucobol/sqlda.cpy",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7698.73,
+                        "Y": -182.27,
+                        "Z": 316.04
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
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+                        "Total LOC": 58,
+                        "Coding LOC": 54,
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+                        "Structural Magnitude": 0.8,
+                        "Control Flow Ratio": "100.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.037
+                    },
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+                        "Cognitive Load Exposure": "4.64%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
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+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
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+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
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+                        "Auth Middleware": 0,
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+                        "Non-Standard / Steganographic Imports": 0,
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+                        "Sec Extension Mismatch": 0,
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+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/tutorial.cob": {
+                    "1. Artifact Identity": {
+                        "Filename": "tutorial.cob",
+                        "Path": "cobol/gnucobol/tutorial.cob",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7505.56,
+                        "Y": -173.37,
+                        "Z": 824.43
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 261,
+                        "Coding LOC": 194,
+                        "Documentation LOC": 34,
+                        "Structural Magnitude": 162.18,
+                        "Control Flow Ratio": "56.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.972
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "70.82%",
+                        "Error & Exception Exposure": "95.96%",
+                        "Tech Debt Exposure": "70.07%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "read-all-records",
+                            "Structural Impact": 14.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 204,
+                            "End Line": 227
+                        },
+                        {
+                            "Function Name": "rewrite-first-record",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 231,
+                            "End Line": 255
+                        },
+                        {
+                            "Function Name": "display-file-status",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 192,
+                            "End Line": 198
+                        },
+                        {
+                            "Function Name": "set-fcd",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 156,
+                            "End Line": 175
+                        },
+                        {
+                            "Function Name": "set-keydefinitions",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 177,
+                            "End Line": 186
+                        },
+                        {
+                            "Function Name": "call-file-handler",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 188,
+                            "End Line": 190
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 43,
+                        "Sequential Logic Declarations": 33,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 9,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 36,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 121,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 9,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 17,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 194,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 4,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 6,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "xfhfcd3"
+                    ]
                 },
-                "powershell/nvda/unitTests.ps1": {
+                "cobol/gnucobol/xfhfcd.cpy": {
                     "1. Artifact Identity": {
-                        "Filename": "unitTests.ps1",
-                        "Path": "powershell/nvda/unitTests.ps1",
-                        "Language": "Powershell",
+                        "Filename": "xfhfcd.cpy",
+                        "Path": "cobol/gnucobol/xfhfcd.cpy",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6957.94,
-                        "Y": 223.43,
-                        "Z": 4059.08
+                        "X": -8036.96,
+                        "Y": -173.59,
+                        "Z": 1255.76
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773107,25 +772948,25 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 9,
-                        "Coding LOC": 8,
+                        "Total LOC": 2,
+                        "Coding LOC": 1,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 20.16,
-                        "Control Flow Ratio": "66.7%",
+                        "Structural Magnitude": 0.53,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.28
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.24%",
-                        "Error & Exception Exposure": "82.39%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "91.68%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
@@ -773136,30 +772977,30 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 6,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
-                        "Global State Dependencies": 2,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -773174,7 +773015,7 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -773183,8 +773024,8 @@
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -773226,18 +773067,177 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
+                    "9. Extracted Dependencies": [
+                        "xfhfcd3"
+                    ]
+                },
+                "cobol/gnucobol/xfhfcd3.cpy": {
+                    "1. Artifact Identity": {
+                        "Filename": "xfhfcd3.cpy",
+                        "Path": "cobol/gnucobol/xfhfcd3.cpy",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7645.06,
+                        "Y": -220.46,
+                        "Z": 1597.66
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 322,
+                        "Coding LOC": 249,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 1.15,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 2,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "49.97%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "12.81%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 18,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 3,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
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+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
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+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 15,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 10,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 15,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 249,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                    },
                     "9. Extracted Dependencies": []
                 }
             }
@@ -773277,9 +773277,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7206.38,
+                        "X": -7204.64,
                         "Y": 170.29,
-                        "Z": 210.63
+                        "Z": 210.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773445,9 +773445,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6454.78,
+                        "X": -6453.04,
                         "Y": 168.57,
-                        "Z": 989.94
+                        "Z": 989.91
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773613,9 +773613,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6544.93,
+                        "X": -6543.19,
                         "Y": 260.28,
-                        "Z": -506.1
+                        "Z": -506.13
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773781,9 +773781,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5839.35,
+                        "X": -5837.61,
                         "Y": 260.15,
-                        "Z": 577.86
+                        "Z": 577.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773949,9 +773949,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5880.96,
+                        "X": -5879.22,
                         "Y": 221.96,
-                        "Z": 297.25
+                        "Z": 297.21
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -774197,9 +774197,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6812.03,
+                        "X": -6810.28,
                         "Y": 207.95,
-                        "Z": 753.57
+                        "Z": 753.53
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -774365,9 +774365,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5876.24,
+                        "X": -5874.49,
                         "Y": 306.88,
-                        "Z": -318.49
+                        "Z": -318.53
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -774533,9 +774533,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6416.7,
+                        "X": -6414.95,
                         "Y": 279.83,
-                        "Z": -246.7
+                        "Z": -246.73
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -774781,9 +774781,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6699.29,
+                        "X": -6697.54,
                         "Y": 218.53,
-                        "Z": 251.9
+                        "Z": 251.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -775079,9 +775079,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6182.67,
+                        "X": -6180.93,
                         "Y": 192.87,
-                        "Z": 415.67
+                        "Z": 415.64
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -775277,9 +775277,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6948.71,
+                        "X": -6946.97,
                         "Y": 236.52,
-                        "Z": 187.08
+                        "Z": 187.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -775565,9 +775565,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5985.05,
+                        "X": -5983.31,
                         "Y": 284.23,
-                        "Z": 34.54
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -775753,9 +775753,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                         "Identity Proof": "Single Indicator (Ext: .s)"
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                         "Identity Proof": "Single Indicator (Ext: .s)"
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                         "Identity Proof": "Single Indicator (Ext: .s)"
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                         "Identity Proof": "Single Indicator (Ext: .s)"
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                         "Identity Proof": "Single Indicator (Ext: .s)"
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                         "Identity Proof": "Single Indicator (Ext: .s)"
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                         "Identity Proof": "Single Indicator (Ext: .s)"
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                 "Testing Exposure": "2.33%",
-                "API Exposure": "2.19%",
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                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "14.07%",
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Coding LOC": 52,
                         "Documentation LOC": 32,
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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@@ -797980,9 +797980,9 @@
                         "Identity Proof": "Prose Extension (.md)"
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                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
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                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
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                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
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                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
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                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                         "Identity Proof": "Single Indicator (Exact Match)"
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                         "Identity Proof": "Single Indicator (Ext: .go)"
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                 "Tech Debt Exposure": "54.97%",
                 "Testing Exposure": "2.17%",
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                 "Instability Exposure": "44.44%",
                 "Volatility Exposure": "0.0%",
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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                         "Documentation LOC": 19,
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                         "Testing Exposure": "2.52%",
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                         "Identity Proof": "Single Indicator (Ext: .sql)"
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                 "Tech Debt Exposure": "39.74%",
                 "Testing Exposure": "14.91%",
-                "API Exposure": "1.74%",
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                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "8.87%",
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                         "Identity Proof": "Prose Extension (.txt)"
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diff --git a/tests/golden_master_zero_dep_audit.json b/tests/golden_master_zero_dep_audit.json
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@@ -2672,20 +2672,20 @@
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@@ -2710,134 +2710,134 @@
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@@ -2919,39 +2919,39 @@
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@@ -5256,58 +5256,58 @@
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                     "safety_score": 87.48,
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                     "verification": 80.0,
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                     "stability": 50.0,
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                     "verification": 46.72,
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@@ -6230,15 +6230,15 @@
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                     {
                         "name": "alonesym-obj.asm",
                         "path": "assembly/nasm_testsuite/alonesym-obj.asm",
                         "value": 17.104
+                    },
+                    {
+                        "name": "gen_be_wrapper.ksh",
+                        "path": "fortran/wrf/gen_be_wrapper.ksh",
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@@ -6483,13 +6483,13 @@
                         "value": 100.0
                     },
                     {
-                        "name": "r_defs.h",
-                        "path": "c/doom/r_defs.h",
+                        "name": "gen_be_wrapper.ksh",
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                         "value": 100.0
                     },
                     {
-                        "name": "object.h",
-                        "path": "cpp/godot/object.h",
+                        "name": "HyperText.h",
+                        "path": "objective-c/worldwideweb/HyperText.h",
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@@ -6555,15 +6555,15 @@
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                 {
                     "name": "module_initialize_real.F",
                     "path": "fortran/wrf/module_initialize_real.F",
                     "value": 14995.88
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+                {
+                    "name": "codegen.c",
+                    "path": "cobol/gnucobol_internals/codegen.c",
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                 }
             ],
             "lowest": [
@@ -6726,41 +6726,26 @@
         },
         "cumulative_risk": {
             "highest": [
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+                },
                 {
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                 {
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                 {
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-                    "path": "go/kubernetes/kubelet.go",
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+                    "value": 721.07
+                },
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+                },
+                {
+                    "name": "revdeploylibraryios.livecodescript",
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@@ -11184,7 +11184,7 @@
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     "6. Parsed Files (Scanned Artifacts)": {
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Documentation LOC": 31,
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@@ -11403,14 +11403,14 @@
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                         "Testing Exposure": "80.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "High-Risk Execution Commands": 17,
                         "I/O and Network Boundaries": 131,
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                         "Volatility Exposure": "0.0%",
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                         "Coding LOC": 29,
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                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "Coding LOC": 44,
                         "Documentation LOC": 24,
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                     "3. Architectural Profile": {
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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@@ -17891,7 +17891,7 @@
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                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.13%",
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                     "3. Architectural Profile": {
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                         "Coding LOC": 413,
                         "Documentation LOC": 28,
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@@ -19177,14 +19177,14 @@
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                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.38%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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@@ -19955,7 +19955,7 @@
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                         "Testing Exposure": "2.44%",
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                         "Commented Logic Exposure": "0.0%",
@@ -20058,7 +20058,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 4,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -20166,9 +20166,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1687.74,
-                        "Y": 146.15,
-                        "Z": 2578.75
+                        "X": -1370.84,
+                        "Y": -67.8,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -20180,7 +20180,7 @@
                         "Total LOC": 67,
                         "Coding LOC": 47,
                         "Documentation LOC": 19,
-                        "Structural Magnitude": 21.24,
+                        "Structural Magnitude": 20.24,
                         "Control Flow Ratio": "7.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -20193,7 +20193,7 @@
                         "Error & Exception Exposure": "70.21%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.45%",
-                        "API Exposure": "5.21%",
+                        "API Exposure": "3.29%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "91.68%",
                         "Commented Logic Exposure": "0.0%",
@@ -20296,7 +20296,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
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                         "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -20404,9 +20404,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 467.82,
-                        "Y": -190.65,
-                        "Z": 999.61
+                        "X": -1196.17,
+                        "Y": -379.02,
+                        "Z": 1255.49
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -20622,9 +20622,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 219.15,
-                        "Y": 222.84,
-                        "Z": 4354.37
+                        "X": -1882.23,
+                        "Y": -195.44,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -20850,9 +20850,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1294.53,
-                        "Y": -359.93,
-                        "Z": 1553.91
+                        "X": -1252.4,
+                        "Y": -103.82,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -20864,7 +20864,7 @@
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                         "Coding LOC": 426,
                         "Documentation LOC": 41,
-                        "Structural Magnitude": 425.22,
+                        "Structural Magnitude": 407.22,
                         "Control Flow Ratio": "77.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -20877,14 +20877,14 @@
                         "Error & Exception Exposure": "98.89%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.57%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.82%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.4%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -21530,7 +21530,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 48,
-                        "Exposed API / Public Exports": 18,
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                         "State Mutations / Variable Reassignments": 238,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -21638,9 +21638,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -376.71,
-                        "Y": -319.57,
-                        "Z": 903.06
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+                        "Y": 210.78,
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                     "3. Architectural Profile": {
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@@ -21652,7 +21652,7 @@
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                         "Coding LOC": 307,
                         "Documentation LOC": 32,
-                        "Structural Magnitude": 312.24,
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                         "Control Flow Ratio": "71.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -21665,14 +21665,14 @@
                         "Error & Exception Exposure": "98.41%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.75%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.09%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -22038,7 +22038,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 41,
-                        "Exposed API / Public Exports": 3,
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                         "State Mutations / Variable Reassignments": 192,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -22146,9 +22146,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1854.24,
-                        "Y": -412.02,
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+                        "Y": -411.92,
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                     "3. Architectural Profile": {
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@@ -22160,7 +22160,7 @@
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                         "Coding LOC": 27,
                         "Documentation LOC": 40,
-                        "Structural Magnitude": 14.04,
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                         "Control Flow Ratio": "0.0%",
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@@ -22173,14 +22173,14 @@
                         "Error & Exception Exposure": "62.58%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.42%",
-                        "API Exposure": "3.27%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "31.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -22276,7 +22276,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 2,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -22602,9 +22602,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1068.72,
-                        "Y": -214.43,
-                        "Z": 2326.51
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                     "3. Architectural Profile": {
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@@ -22616,7 +22616,7 @@
                         "Total LOC": 616,
                         "Coding LOC": 581,
                         "Documentation LOC": 34,
-                        "Structural Magnitude": 703.62,
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                         "Control Flow Ratio": "84.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -22629,14 +22629,14 @@
                         "Error & Exception Exposure": "98.97%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.95%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "9.37%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.54%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -23582,7 +23582,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 67,
-                        "Exposed API / Public Exports": 121,
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                         "State Mutations / Variable Reassignments": 321,
                         "Commented-out Code (Dead Logic)": 5,
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@@ -23690,9 +23690,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1377.76,
-                        "Y": 24.01,
-                        "Z": 1574.88
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+                        "Y": 142.27,
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                     "3. Architectural Profile": {
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@@ -23704,7 +23704,7 @@
                         "Total LOC": 55,
                         "Coding LOC": 37,
                         "Documentation LOC": 17,
-                        "Structural Magnitude": 19.34,
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                         "Control Flow Ratio": "0.0%",
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@@ -23717,7 +23717,7 @@
                         "Error & Exception Exposure": "68.38%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.42%",
-                        "API Exposure": "6.89%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "83.2%",
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@@ -23820,7 +23820,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
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                         "State Mutations / Variable Reassignments": 5,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -23928,9 +23928,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -174.75,
-                        "Y": -3.69,
-                        "Z": 3501.36
+                        "X": 1023.58,
+                        "Y": 87.65,
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                     "3. Architectural Profile": {
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@@ -23942,7 +23942,7 @@
                         "Total LOC": 680,
                         "Coding LOC": 632,
                         "Documentation LOC": 47,
-                        "Structural Magnitude": 717.84,
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                         "Control Flow Ratio": "88.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -23955,14 +23955,14 @@
                         "Error & Exception Exposure": "99.54%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.74%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.8%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "51.57%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -25108,7 +25108,7 @@
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                         "High-Risk Execution Commands": 10,
                         "I/O and Network Boundaries": 91,
-                        "Exposed API / Public Exports": 45,
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                         "State Mutations / Variable Reassignments": 371,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
@@ -25474,9 +25474,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -741.66,
-                        "Y": -371.23,
-                        "Z": 945.48
+                        "X": -741.19,
+                        "Y": -371.03,
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                     "3. Architectural Profile": {
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@@ -25488,7 +25488,7 @@
                         "Total LOC": 67,
                         "Coding LOC": 49,
                         "Documentation LOC": 17,
-                        "Structural Magnitude": 30.18,
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                         "Control Flow Ratio": "15.4%",
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                         "Raw Churn Frequency": 0.0,
@@ -25501,7 +25501,7 @@
                         "Error & Exception Exposure": "94.85%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.48%",
-                        "API Exposure": "8.49%",
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                         "Concurrency Exposure": "0.0%",
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                         "Commented Logic Exposure": "0.0%",
@@ -25604,7 +25604,7 @@
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                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 5,
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                         "State Mutations / Variable Reassignments": 11,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -25712,9 +25712,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 692.0,
-                        "Y": 277.16,
-                        "Z": 4222.95
+                        "X": -1741.91,
+                        "Y": -133.2,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -25950,9 +25950,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 600.86,
-                        "Y": 158.18,
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                     "3. Architectural Profile": {
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@@ -25964,7 +25964,7 @@
                         "Total LOC": 476,
                         "Coding LOC": 444,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 483.78,
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                         "Control Flow Ratio": "82.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -25977,14 +25977,14 @@
                         "Error & Exception Exposure": "98.93%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.5%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.67%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -26680,7 +26680,7 @@
                         "Type/Safety Bypasses": 19,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 60,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 281,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -27096,9 +27096,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -510.29,
-                        "Y": 110.63,
-                        "Z": 4439.94
+                        "X": -925.84,
+                        "Y": -296.09,
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                     "3. Architectural Profile": {
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@@ -27110,7 +27110,7 @@
                         "Total LOC": 349,
                         "Coding LOC": 332,
                         "Documentation LOC": 16,
-                        "Structural Magnitude": 368.84,
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                         "Control Flow Ratio": "78.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -27123,14 +27123,14 @@
                         "Error & Exception Exposure": "99.5%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.39%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.05%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "32.53%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -27566,7 +27566,7 @@
                         "Type/Safety Bypasses": 11,
                         "High-Risk Execution Commands": 7,
                         "I/O and Network Boundaries": 46,
-                        "Exposed API / Public Exports": 20,
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                         "State Mutations / Variable Reassignments": 217,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -27674,9 +27674,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1527.57,
-                        "Y": 220.97,
-                        "Z": 3507.49
+                        "X": 256.61,
+                        "Y": 170.06,
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                     "3. Architectural Profile": {
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@@ -27688,7 +27688,7 @@
                         "Total LOC": 47,
                         "Coding LOC": 31,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 25.72,
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                         "Control Flow Ratio": "20.0%",
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                         "Raw Churn Frequency": 0.0,
@@ -27701,7 +27701,7 @@
                         "Error & Exception Exposure": "97.34%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.47%",
-                        "API Exposure": "9.9%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "98.2%",
                         "Commented Logic Exposure": "0.0%",
@@ -27794,7 +27794,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 6,
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                         "State Mutations / Variable Reassignments": 8,
                         "Commented-out Code (Dead Logic)": 0,
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@@ -27902,9 +27902,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2025.67,
-                        "Y": -239.31,
-                        "Z": 2907.24
+                        "X": 20.86,
+                        "Y": 214.86,
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                     "3. Architectural Profile": {
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@@ -27916,7 +27916,7 @@
                         "Total LOC": 37,
                         "Coding LOC": 21,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 10.12,
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                         "Control Flow Ratio": "0.0%",
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                         "Raw Churn Frequency": 0.0,
@@ -27929,7 +27929,7 @@
                         "Error & Exception Exposure": "60.55%",
                         "Tech Debt Exposure": "99.98%",
                         "Testing Exposure": "2.38%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
@@ -28002,7 +28002,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -28110,9 +28110,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1143.92,
-                        "Y": -62.01,
-                        "Z": 1088.39
+                        "X": -1501.05,
+                        "Y": -385.93,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -28124,7 +28124,7 @@
                         "Total LOC": 37,
                         "Coding LOC": 21,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 10.12,
+                        "Structural Magnitude": 9.12,
                         "Control Flow Ratio": "0.0%",
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                         "Raw Churn Frequency": 0.0,
@@ -28137,7 +28137,7 @@
                         "Error & Exception Exposure": "60.55%",
                         "Tech Debt Exposure": "99.98%",
                         "Testing Exposure": "2.38%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
@@ -28210,7 +28210,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
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                         "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -28318,9 +28318,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 548.95,
-                        "Y": -197.03,
-                        "Z": 1178.17
+                        "X": -1642.52,
+                        "Y": -396.05,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -28332,7 +28332,7 @@
                         "Total LOC": 338,
                         "Coding LOC": 321,
                         "Documentation LOC": 16,
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                         "Control Flow Ratio": "77.9%",
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                         "Raw Churn Frequency": 0.0,
@@ -28345,14 +28345,14 @@
                         "Error & Exception Exposure": "99.43%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.52%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.1%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "21.84%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 7,
                         "I/O and Network Boundaries": 44,
-                        "Exposed API / Public Exports": 15,
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                         "State Mutations / Variable Reassignments": 203,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -28866,9 +28866,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -1532.78,
-                        "Y": -406.38,
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@@ -28880,7 +28880,7 @@
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                         "Coding LOC": 17,
                         "Documentation LOC": 15,
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@@ -28893,7 +28893,7 @@
                         "Error & Exception Exposure": "60.55%",
                         "Tech Debt Exposure": "99.98%",
                         "Testing Exposure": "2.37%",
-                        "API Exposure": "5.59%",
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                         "I/O and Network Boundaries": 0,
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                         "Commented-out Code (Dead Logic)": 0,
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@@ -29074,9 +29074,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -1031.92,
-                        "Y": -22.5,
-                        "Z": 4244.23
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+                        "Y": -22.53,
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                     "3. Architectural Profile": {
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@@ -29088,7 +29088,7 @@
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                         "Coding LOC": 21,
                         "Documentation LOC": 15,
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@@ -29101,7 +29101,7 @@
                         "Error & Exception Exposure": "86.83%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.41%",
-                        "API Exposure": "5.59%",
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@@ -29292,9 +29292,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                         "Coding LOC": 313,
                         "Documentation LOC": 16,
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@@ -29319,14 +29319,14 @@
                         "Error & Exception Exposure": "98.57%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.33%",
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                         "Commented Logic Exposure": "6.14%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "22.14%",
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 42,
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@@ -29810,9 +29810,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                         "Documentation LOC": 15,
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@@ -29837,7 +29837,7 @@
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                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.39%",
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@@ -30028,9 +30028,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
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                         "Documentation LOC": 136,
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@@ -30055,14 +30055,14 @@
                         "Error & Exception Exposure": "97.55%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "I/O and Network Boundaries": 46,
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -30923,14 +30923,14 @@
                         "Error & Exception Exposure": "98.55%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -31521,14 +31521,14 @@
                         "Error & Exception Exposure": "98.68%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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@@ -32072,9 +32072,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -32099,14 +32099,14 @@
                         "Error & Exception Exposure": "99.26%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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@@ -32760,9 +32760,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -32774,7 +32774,7 @@
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                         "Coding LOC": 364,
                         "Documentation LOC": 354,
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@@ -32787,14 +32787,14 @@
                         "Error & Exception Exposure": "97.11%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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@@ -33438,9 +33438,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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@@ -33452,7 +33452,7 @@
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                         "Documentation LOC": 93,
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@@ -33465,7 +33465,7 @@
                         "Error & Exception Exposure": "97.81%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.26%",
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                         "I/O and Network Boundaries": 38,
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@@ -34016,9 +34016,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -1175.43,
-                        "Y": -361.87,
-                        "Z": 1063.92
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@@ -34030,7 +34030,7 @@
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                         "Coding LOC": 59,
                         "Documentation LOC": 15,
-                        "Structural Magnitude": 17.18,
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@@ -34043,7 +34043,7 @@
                         "Error & Exception Exposure": "91.91%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.45%",
-                        "API Exposure": "6.4%",
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                         "Concurrency Exposure": "0.0%",
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                         "I/O and Network Boundaries": 0,
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@@ -34264,9 +34264,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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+                        "X": -332.91,
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                     "3. Architectural Profile": {
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@@ -36050,9 +36050,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
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@@ -36598,9 +36598,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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@@ -37446,9 +37446,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
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@@ -38214,9 +38214,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
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@@ -40420,9 +40420,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -41188,9 +41188,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "3. Architectural Profile": {
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@@ -43344,9 +43344,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -1608.83,
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                     "3. Architectural Profile": {
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@@ -44122,9 +44122,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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@@ -45100,9 +45100,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -46238,9 +46238,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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-                        "Z": 3522.09
+                        "X": 105.39,
+                        "Y": -139.36,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -47376,9 +47376,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
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-                        "Y": 89.3,
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+                        "Y": -238.11,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -51070,9 +51070,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
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-                        "Y": 103.83,
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+                        "X": 1024.29,
+                        "Y": -15.03,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -51908,9 +51908,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1231.37,
-                        "Y": -189.92,
-                        "Z": 2512.07
+                        "X": -74.19,
+                        "Y": -155.69,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -53026,9 +53026,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -856.0,
-                        "Y": -32.58,
-                        "Z": 3365.66
+                        "X": -949.05,
+                        "Y": -213.49,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -54174,9 +54174,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1576.16,
-                        "Y": -221.4,
-                        "Z": 2742.79
+                        "X": 989.64,
+                        "Y": 228.65,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -54962,9 +54962,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -784.2,
-                        "Y": -1.15,
-                        "Z": 3623.38
+                        "X": 1060.51,
+                        "Y": 72.35,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -56020,9 +56020,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -864.21,
-                        "Y": -89.8,
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+                        "X": 808.83,
+                        "Y": 80.8,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -57158,9 +57158,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1055.03,
-                        "Y": -328.26,
-                        "Z": 1668.39
+                        "X": -1416.98,
+                        "Y": -249.65,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -59294,9 +59294,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 602.85,
-                        "Y": 166.94,
-                        "Z": 3441.73
+                        "X": -916.19,
+                        "Y": -33.24,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -60392,9 +60392,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1252.2,
-                        "Y": 137.0,
-                        "Z": 2674.26
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+                        "Y": 110.83,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -61370,9 +61370,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 806.2,
-                        "Y": 19.4,
-                        "Z": 2340.74
+                        "X": 375.31,
+                        "Y": 105.81,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -62478,9 +62478,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -893.32,
-                        "Y": -350.9,
-                        "Z": 1085.27
+                        "X": -477.58,
+                        "Y": 55.79,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -64040,9 +64040,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1534.38,
-                        "Y": 122.54,
-                        "Z": 2438.94
+                        "X": -1316.0,
+                        "Y": -362.12,
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                     "3. Architectural Profile": {
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@@ -64054,7 +64054,7 @@
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                         "Coding LOC": 465,
                         "Documentation LOC": 39,
-                        "Structural Magnitude": 410.9,
+                        "Structural Magnitude": 409.9,
                         "Control Flow Ratio": "77.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -64067,14 +64067,14 @@
                         "Error & Exception Exposure": "98.36%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -64510,7 +64510,7 @@
                         "Type/Safety Bypasses": 19,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 76,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 262,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -64618,9 +64618,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -359.9,
-                        "Y": -212.1,
-                        "Z": 1574.79
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                     "3. Architectural Profile": {
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@@ -64632,7 +64632,7 @@
                         "Total LOC": 699,
                         "Coding LOC": 617,
                         "Documentation LOC": 81,
-                        "Structural Magnitude": 635.94,
+                        "Structural Magnitude": 634.94,
                         "Control Flow Ratio": "86.1%",
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@@ -64645,14 +64645,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.12%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 118,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 403,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -65296,9 +65296,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 956.43,
-                        "Y": 94.45,
-                        "Z": 2408.28
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                     "3. Architectural Profile": {
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@@ -65310,7 +65310,7 @@
                         "Total LOC": 755,
                         "Coding LOC": 665,
                         "Documentation LOC": 89,
-                        "Structural Magnitude": 696.2,
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                         "Control Flow Ratio": "85.0%",
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@@ -65323,14 +65323,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.09%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
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                         "Commented Logic Exposure": "5.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 112,
-                        "Exposed API / Public Exports": 1,
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                         "Commented-out Code (Dead Logic)": 1,
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@@ -66024,9 +66024,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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-                        "Z": 3697.37
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                     "3. Architectural Profile": {
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                         "Coding LOC": 668,
                         "Documentation LOC": 58,
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@@ -66051,14 +66051,14 @@
                         "Error & Exception Exposure": "98.71%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                     "5. Function Analysis": [
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                         "I/O and Network Boundaries": 107,
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                         "I/O and Network Boundaries": 97,
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@@ -68348,9 +68348,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                         "Documentation LOC": 41,
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@@ -68375,14 +68375,14 @@
                         "Error & Exception Exposure": "99.2%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.35%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                     "5. Function Analysis": [
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                         "I/O and Network Boundaries": 93,
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                         "Commented-out Code (Dead Logic)": 1,
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@@ -69266,9 +69266,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -69280,7 +69280,7 @@
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                         "Control Flow Ratio": "80.7%",
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@@ -69293,14 +69293,14 @@
                         "Error & Exception Exposure": "99.16%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.34%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 93,
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                         "Commented-out Code (Dead Logic)": 1,
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@@ -70184,9 +70184,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -70198,7 +70198,7 @@
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                         "Control Flow Ratio": "80.7%",
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@@ -70211,14 +70211,14 @@
                         "Error & Exception Exposure": "99.16%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.34%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 93,
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                         "Commented-out Code (Dead Logic)": 1,
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@@ -71102,9 +71102,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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@@ -71116,7 +71116,7 @@
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                         "Documentation LOC": 41,
-                        "Structural Magnitude": 697.28,
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@@ -71129,14 +71129,14 @@
                         "Error & Exception Exposure": "99.16%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.35%",
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                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 93,
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@@ -72020,9 +72020,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -1113.99,
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                     "3. Architectural Profile": {
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@@ -72034,7 +72034,7 @@
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                         "Coding LOC": 671,
                         "Documentation LOC": 41,
-                        "Structural Magnitude": 697.52,
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                         "Control Flow Ratio": "80.7%",
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@@ -72047,14 +72047,14 @@
                         "Error & Exception Exposure": "99.15%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.34%",
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                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "I/O and Network Boundaries": 95,
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@@ -72938,9 +72938,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -721.55,
-                        "Y": -246.83,
-                        "Z": 1793.9
+                        "X": -198.35,
+                        "Y": -0.07,
+                        "Z": 3362.99
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -72952,7 +72952,7 @@
                         "Total LOC": 724,
                         "Coding LOC": 680,
                         "Documentation LOC": 43,
-                        "Structural Magnitude": 717.1,
+                        "Structural Magnitude": 715.1,
                         "Control Flow Ratio": "81.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -72965,14 +72965,14 @@
                         "Error & Exception Exposure": "99.24%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.34%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.34%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -73758,7 +73758,7 @@
                         "Type/Safety Bypasses": 29,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 96,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 460,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -73866,9 +73866,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 801.22,
-                        "Y": 19.94,
-                        "Z": 2085.92
+                        "X": -347.15,
+                        "Y": 82.22,
+                        "Z": 3953.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -73880,7 +73880,7 @@
                         "Total LOC": 700,
                         "Coding LOC": 652,
                         "Documentation LOC": 47,
-                        "Structural Magnitude": 678.24,
+                        "Structural Magnitude": 676.24,
                         "Control Flow Ratio": "80.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -73893,14 +73893,14 @@
                         "Error & Exception Exposure": "99.15%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.35%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.05%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -74626,7 +74626,7 @@
                         "Type/Safety Bypasses": 25,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 91,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 436,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -74734,8 +74734,8 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -962.3,
-                        "Y": -162.72,
+                        "X": -962.27,
+                        "Y": -162.71,
                         "Z": 2790.27
                     },
                     "3. Architectural Profile": {
@@ -74748,7 +74748,7 @@
                         "Total LOC": 755,
                         "Coding LOC": 702,
                         "Documentation LOC": 52,
-                        "Structural Magnitude": 731.94,
+                        "Structural Magnitude": 729.94,
                         "Control Flow Ratio": "83.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -74761,14 +74761,14 @@
                         "Error & Exception Exposure": "99.33%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -75574,7 +75574,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 99,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 467,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -75682,9 +75682,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1330.07,
-                        "Y": -77.71,
-                        "Z": 3787.96
+                        "X": 1478.55,
+                        "Y": 150.9,
+                        "Z": 2570.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -75696,7 +75696,7 @@
                         "Total LOC": 504,
                         "Coding LOC": 463,
                         "Documentation LOC": 40,
-                        "Structural Magnitude": 410.76,
+                        "Structural Magnitude": 409.76,
                         "Control Flow Ratio": "77.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -75709,14 +75709,14 @@
                         "Error & Exception Exposure": "98.29%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -76142,7 +76142,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 76,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 263,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -76250,9 +76250,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -292.62,
-                        "Y": 24.32,
-                        "Z": 3785.56
+                        "X": 683.46,
+                        "Y": 115.54,
+                        "Z": 3465.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -76264,7 +76264,7 @@
                         "Total LOC": 734,
                         "Coding LOC": 660,
                         "Documentation LOC": 73,
-                        "Structural Magnitude": 678.0,
+                        "Structural Magnitude": 677.0,
                         "Control Flow Ratio": "87.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -76277,14 +76277,14 @@
                         "Error & Exception Exposure": "99.04%",
                         "Tech Debt Exposure": "99.99%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.33%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -76830,7 +76830,7 @@
                         "Type/Safety Bypasses": 25,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 118,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 438,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -76938,9 +76938,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 290.03,
-                        "Y": -110.19,
-                        "Z": 1569.23
+                        "X": -1220.14,
+                        "Y": -113.34,
+                        "Z": 3277.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -76952,7 +76952,7 @@
                         "Total LOC": 736,
                         "Coding LOC": 668,
                         "Documentation LOC": 67,
-                        "Structural Magnitude": 668.66,
+                        "Structural Magnitude": 667.66,
                         "Control Flow Ratio": "84.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -76965,14 +76965,14 @@
                         "Error & Exception Exposure": "98.72%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.33%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -77558,7 +77558,7 @@
                         "Type/Safety Bypasses": 20,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 87,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 430,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -78464,9 +78464,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1232.73,
-                        "Y": 197.7,
-                        "Z": 3299.27
+                        "X": -577.32,
+                        "Y": -302.21,
+                        "Z": 982.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -78478,7 +78478,7 @@
                         "Total LOC": 599,
                         "Coding LOC": 516,
                         "Documentation LOC": 82,
-                        "Structural Magnitude": 458.42,
+                        "Structural Magnitude": 457.42,
                         "Control Flow Ratio": "79.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -78491,14 +78491,14 @@
                         "Error & Exception Exposure": "98.13%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.17%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.47%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -79194,7 +79194,7 @@
                         "Type/Safety Bypasses": 26,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 71,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 268,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -79570,9 +79570,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1583.28,
-                        "Y": -406.83,
-                        "Z": 1433.73
+                        "X": 846.73,
+                        "Y": -146.67,
+                        "Z": 928.79
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -79828,9 +79828,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1183.44,
-                        "Y": 260.77,
-                        "Z": 3863.99
+                        "X": 1731.65,
+                        "Y": 155.26,
+                        "Z": 2305.73
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -80086,9 +80086,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 997.65,
-                        "Y": 235.72,
-                        "Z": 3818.9
+                        "X": -181.53,
+                        "Y": -199.92,
+                        "Z": 1342.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -80100,7 +80100,7 @@
                         "Total LOC": 476,
                         "Coding LOC": 455,
                         "Documentation LOC": 20,
-                        "Structural Magnitude": 510.7,
+                        "Structural Magnitude": 509.7,
                         "Control Flow Ratio": "84.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -80113,14 +80113,14 @@
                         "Error & Exception Exposure": "99.36%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.25%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.67%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -80876,7 +80876,7 @@
                         "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 66,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 304,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -81473,8 +81473,8 @@
                     },
                     "2. Topological Coordinates": {
                         "X": 73.5,
-                        "Y": 6.29,
-                        "Z": 3383.58
+                        "Y": 6.28,
+                        "Z": 3383.56
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -81486,7 +81486,7 @@
                         "Total LOC": 748,
                         "Coding LOC": 724,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 793.78,
+                        "Structural Magnitude": 792.78,
                         "Control Flow Ratio": "73.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -81499,14 +81499,14 @@
                         "Error & Exception Exposure": "99.14%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.09%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.32%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -82432,7 +82432,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 56,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 466,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -82540,9 +82540,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 451.24,
-                        "Y": 186.18,
-                        "Z": 4351.75
+                        "X": 584.15,
+                        "Y": -158.87,
+                        "Z": 1163.76
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -82554,7 +82554,7 @@
                         "Total LOC": 347,
                         "Coding LOC": 325,
                         "Documentation LOC": 21,
-                        "Structural Magnitude": 339.5,
+                        "Structural Magnitude": 338.5,
                         "Control Flow Ratio": "78.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -82567,14 +82567,14 @@
                         "Error & Exception Exposure": "98.89%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.37%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.06%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -83000,7 +83000,7 @@
                         "Type/Safety Bypasses": 13,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 46,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 207,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -83108,9 +83108,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1078.28,
-                        "Y": -20.61,
-                        "Z": 1806.12
+                        "X": 635.25,
+                        "Y": 127.38,
+                        "Z": 3617.18
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -83122,7 +83122,7 @@
                         "Total LOC": 466,
                         "Coding LOC": 443,
                         "Documentation LOC": 22,
-                        "Structural Magnitude": 588.76,
+                        "Structural Magnitude": 587.76,
                         "Control Flow Ratio": "85.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -83135,14 +83135,14 @@
                         "Error & Exception Exposure": "99.76%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.26%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.7%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -83748,7 +83748,7 @@
                         "Type/Safety Bypasses": 21,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 38,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 389,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -83856,9 +83856,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -76.46,
+                        "X": -76.47,
                         "Y": -106.54,
-                        "Z": 2094.18
+                        "Z": 2094.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -83870,7 +83870,7 @@
                         "Total LOC": 711,
                         "Coding LOC": 683,
                         "Documentation LOC": 27,
-                        "Structural Magnitude": 868.96,
+                        "Structural Magnitude": 867.96,
                         "Control Flow Ratio": "90.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -83883,14 +83883,14 @@
                         "Error & Exception Exposure": "99.64%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.09%",
+                        "API Exposure": "12.03%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "61.35%",
+                        "Documentation Exposure": "60.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -84966,7 +84966,7 @@
                         "Type/Safety Bypasses": 57,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 137,
-                        "Exposed API / Public Exports": 52,
+                        "Exposed API / Public Exports": 51,
                         "State Mutations / Variable Reassignments": 476,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -85074,9 +85074,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -730.06,
+                        "X": -730.04,
                         "Y": -157.67,
-                        "Z": 2155.27
+                        "Z": 2155.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -85088,7 +85088,7 @@
                         "Total LOC": 711,
                         "Coding LOC": 679,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 792.78,
+                        "Structural Magnitude": 791.78,
                         "Control Flow Ratio": "88.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -85101,14 +85101,14 @@
                         "Error & Exception Exposure": "99.48%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.11%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -86274,7 +86274,7 @@
                         "Type/Safety Bypasses": 52,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 43,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 444,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -86382,9 +86382,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1180.33,
+                        "X": 1180.31,
                         "Y": 164.39,
-                        "Z": 3096.73
+                        "Z": 3096.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -86396,7 +86396,7 @@
                         "Total LOC": 519,
                         "Coding LOC": 493,
                         "Documentation LOC": 25,
-                        "Structural Magnitude": 541.96,
+                        "Structural Magnitude": 540.96,
                         "Control Flow Ratio": "79.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -86409,14 +86409,14 @@
                         "Error & Exception Exposure": "99.41%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.22%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.59%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -87122,7 +87122,7 @@
                         "Type/Safety Bypasses": 34,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 71,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 324,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -87230,9 +87230,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -182.44,
-                        "Y": -254.39,
-                        "Z": 1178.47
+                        "X": -989.34,
+                        "Y": -60.51,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -87244,7 +87244,7 @@
                         "Total LOC": 487,
                         "Coding LOC": 466,
                         "Documentation LOC": 20,
-                        "Structural Magnitude": 514.12,
+                        "Structural Magnitude": 513.12,
                         "Control Flow Ratio": "83.3%",
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                         "Raw Churn Frequency": 0.0,
@@ -87257,14 +87257,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.65%",
+                        "API Exposure": "10.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.65%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.13%",
+                        "Documentation Exposure": "33.28%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -87780,7 +87780,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 52,
-                        "Exposed API / Public Exports": 26,
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                         "State Mutations / Variable Reassignments": 310,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -87888,9 +87888,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1315.3,
-                        "Y": -334.19,
-                        "Z": 1894.89
+                        "X": -1315.28,
+                        "Y": -334.18,
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                     },
                     "3. Architectural Profile": {
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@@ -87902,7 +87902,7 @@
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                         "Coding LOC": 481,
                         "Documentation LOC": 19,
-                        "Structural Magnitude": 527.32,
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                         "Control Flow Ratio": "83.3%",
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@@ -87915,14 +87915,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.6%",
+                        "API Exposure": "10.48%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "34.34%",
+                        "Documentation Exposure": "32.56%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -88438,7 +88438,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 52,
-                        "Exposed API / Public Exports": 26,
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                         "State Mutations / Variable Reassignments": 322,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -88546,9 +88546,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -119.89,
-                        "Y": -205.0,
-                        "Z": 1666.82
+                        "X": 962.92,
+                        "Y": 53.39,
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                     },
                     "3. Architectural Profile": {
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@@ -88560,7 +88560,7 @@
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                         "Coding LOC": 588,
                         "Documentation LOC": 63,
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+                        "Structural Magnitude": 686.56,
                         "Control Flow Ratio": "85.1%",
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@@ -88573,14 +88573,14 @@
                         "Error & Exception Exposure": "95.84%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.49%",
-                        "API Exposure": "2.14%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "10.23%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -89646,7 +89646,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 102,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 401,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 0,
@@ -89754,9 +89754,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1254.36,
-                        "Y": -235.97,
-                        "Z": 2154.17
+                        "X": 318.29,
+                        "Y": 158.51,
+                        "Z": 3816.32
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                     "3. Architectural Profile": {
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@@ -89768,7 +89768,7 @@
                         "Total LOC": 613,
                         "Coding LOC": 568,
                         "Documentation LOC": 44,
-                        "Structural Magnitude": 666.76,
+                        "Structural Magnitude": 665.76,
                         "Control Flow Ratio": "84.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -89781,14 +89781,14 @@
                         "Error & Exception Exposure": "93.03%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.46%",
-                        "API Exposure": "2.16%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.26%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -90764,7 +90764,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 98,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 399,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -90872,9 +90872,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -439.1,
+                        "X": -439.09,
                         "Y": -61.0,
-                        "Z": 3010.9
+                        "Z": 3010.89
                     },
                     "3. Architectural Profile": {
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@@ -90886,7 +90886,7 @@
                         "Total LOC": 744,
                         "Coding LOC": 699,
                         "Documentation LOC": 44,
-                        "Structural Magnitude": 972.38,
+                        "Structural Magnitude": 971.38,
                         "Control Flow Ratio": "85.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -90899,14 +90899,14 @@
                         "Error & Exception Exposure": "99.75%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.1%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.96%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -92112,7 +92112,7 @@
                         "Type/Safety Bypasses": 17,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 118,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 659,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -92220,9 +92220,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 474.27,
+                        "X": 474.26,
                         "Y": 119.02,
-                        "Z": 3342.62
+                        "Z": 3342.61
                     },
                     "3. Architectural Profile": {
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@@ -92234,7 +92234,7 @@
                         "Total LOC": 505,
                         "Coding LOC": 484,
                         "Documentation LOC": 20,
-                        "Structural Magnitude": 734.38,
+                        "Structural Magnitude": 733.38,
                         "Control Flow Ratio": "85.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -92247,14 +92247,14 @@
                         "Error & Exception Exposure": "99.95%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -92960,7 +92960,7 @@
                         "Type/Safety Bypasses": 34,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 74,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 517,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -93646,9 +93646,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1636.63,
-                        "Y": -383.72,
-                        "Z": 1899.19
+                        "X": 422.1,
+                        "Y": 160.38,
+                        "Z": 4318.7
                     },
                     "3. Architectural Profile": {
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@@ -93660,7 +93660,7 @@
                         "Total LOC": 406,
                         "Coding LOC": 364,
                         "Documentation LOC": 41,
-                        "Structural Magnitude": 335.88,
+                        "Structural Magnitude": 334.88,
                         "Control Flow Ratio": "69.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -93673,14 +93673,14 @@
                         "Error & Exception Exposure": "97.74%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.85%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -94166,7 +94166,7 @@
                         "Type/Safety Bypasses": 11,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 50,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 204,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -94276,7 +94276,7 @@
                     "2. Topological Coordinates": {
                         "X": 69.46,
                         "Y": 158.18,
-                        "Z": 4369.65
+                        "Z": 4369.62
                     },
                     "3. Architectural Profile": {
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@@ -94288,7 +94288,7 @@
                         "Total LOC": 480,
                         "Coding LOC": 440,
                         "Documentation LOC": 39,
-                        "Structural Magnitude": 434.6,
+                        "Structural Magnitude": 433.6,
                         "Control Flow Ratio": "83.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -94301,14 +94301,14 @@
                         "Error & Exception Exposure": "98.77%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.24%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.67%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -94994,7 +94994,7 @@
                         "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 66,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 242,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -95102,8 +95102,8 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1697.15,
-                        "Y": -186.85,
+                        "X": -1697.13,
+                        "Y": -186.84,
                         "Z": 2891.15
                     },
                     "3. Architectural Profile": {
@@ -95116,7 +95116,7 @@
                         "Total LOC": 588,
                         "Coding LOC": 457,
                         "Documentation LOC": 130,
-                        "Structural Magnitude": 447.24,
+                        "Structural Magnitude": 446.24,
                         "Control Flow Ratio": "84.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -95129,14 +95129,14 @@
                         "Error & Exception Exposure": "98.76%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.17%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.48%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -95912,7 +95912,7 @@
                         "Type/Safety Bypasses": 34,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 74,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 234,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -96020,9 +96020,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1193.67,
-                        "Y": -118.15,
-                        "Z": 3522.63
+                        "X": -1073.7,
+                        "Y": -307.46,
+                        "Z": 1719.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -96034,7 +96034,7 @@
                         "Total LOC": 549,
                         "Coding LOC": 517,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 600.84,
+                        "Structural Magnitude": 599.84,
                         "Control Flow Ratio": "86.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -96047,14 +96047,14 @@
                         "Error & Exception Exposure": "99.63%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.2%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.54%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -96850,7 +96850,7 @@
                         "Type/Safety Bypasses": 39,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 72,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 373,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -96958,9 +96958,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -91.94,
-                        "Y": 82.32,
-                        "Z": 3994.85
+                        "X": 721.84,
+                        "Y": -74.59,
+                        "Z": 1679.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -96972,7 +96972,7 @@
                         "Total LOC": 644,
                         "Coding LOC": 605,
                         "Documentation LOC": 38,
-                        "Structural Magnitude": 606.3,
+                        "Structural Magnitude": 605.3,
                         "Control Flow Ratio": "87.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -96985,14 +96985,14 @@
                         "Error & Exception Exposure": "99.29%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.14%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.42%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -97998,7 +97998,7 @@
                         "Type/Safety Bypasses": 61,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 100,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 319,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -98106,9 +98106,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 724.77,
-                        "Y": -38.35,
-                        "Z": 1785.51
+                        "X": 912.86,
+                        "Y": 183.78,
+                        "Z": 3523.19
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -98120,7 +98120,7 @@
                         "Total LOC": 623,
                         "Coding LOC": 587,
                         "Documentation LOC": 35,
-                        "Structural Magnitude": 621.24,
+                        "Structural Magnitude": 620.24,
                         "Control Flow Ratio": "87.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -98133,14 +98133,14 @@
                         "Error & Exception Exposure": "99.05%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.46%",
+                        "API Exposure": "10.35%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.44%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "30.17%",
+                        "Documentation Exposure": "28.8%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -99156,7 +99156,7 @@
                         "Type/Safety Bypasses": 49,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 92,
-                        "Exposed API / Public Exports": 28,
+                        "Exposed API / Public Exports": 27,
                         "State Mutations / Variable Reassignments": 311,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -99264,9 +99264,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1220.48,
-                        "Y": -132.73,
-                        "Z": 3098.67
+                        "X": -765.69,
+                        "Y": -250.67,
+                        "Z": 1538.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -99278,7 +99278,7 @@
                         "Total LOC": 581,
                         "Coding LOC": 550,
                         "Documentation LOC": 30,
-                        "Structural Magnitude": 676.1,
+                        "Structural Magnitude": 675.1,
                         "Control Flow Ratio": "88.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -99291,7 +99291,7 @@
                         "Error & Exception Exposure": "99.62%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.45%",
+                        "API Exposure": "2.18%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.49%",
@@ -100134,7 +100134,7 @@
                         "Type/Safety Bypasses": 37,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 78,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 405,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -100242,9 +100242,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1069.48,
-                        "Y": 10.7,
-                        "Z": 2107.76
+                        "X": -1246.47,
+                        "Y": -308.55,
+                        "Z": 1961.83
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -100256,7 +100256,7 @@
                         "Total LOC": 658,
                         "Coding LOC": 621,
                         "Documentation LOC": 36,
-                        "Structural Magnitude": 661.62,
+                        "Structural Magnitude": 660.62,
                         "Control Flow Ratio": "85.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -100269,14 +100269,14 @@
                         "Error & Exception Exposure": "99.15%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.77%",
+                        "API Exposure": "10.68%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.4%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "34.86%",
+                        "Documentation Exposure": "33.45%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -101292,7 +101292,7 @@
                         "Type/Safety Bypasses": 47,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 90,
-                        "Exposed API / Public Exports": 32,
+                        "Exposed API / Public Exports": 31,
                         "State Mutations / Variable Reassignments": 356,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -101400,9 +101400,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -407.76,
-                        "Y": -191.51,
-                        "Z": 1513.5
+                        "X": 832.96,
+                        "Y": 31.55,
+                        "Z": 2049.32
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -101414,7 +101414,7 @@
                         "Total LOC": 655,
                         "Coding LOC": 621,
                         "Documentation LOC": 33,
-                        "Structural Magnitude": 699.62,
+                        "Structural Magnitude": 698.62,
                         "Control Flow Ratio": "84.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -101427,14 +101427,14 @@
                         "Error & Exception Exposure": "99.33%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.27%",
+                        "API Exposure": "10.16%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.4%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.46%",
+                        "Documentation Exposure": "27.21%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -102310,7 +102310,7 @@
                         "Type/Safety Bypasses": 41,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 78,
-                        "Exposed API / Public Exports": 27,
+                        "Exposed API / Public Exports": 26,
                         "State Mutations / Variable Reassignments": 399,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -102418,9 +102418,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1025.06,
-                        "Y": -41.44,
-                        "Z": 1745.18
+                        "X": -1587.98,
+                        "Y": -268.27,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -102432,7 +102432,7 @@
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                         "Coding LOC": 504,
                         "Documentation LOC": 20,
-                        "Structural Magnitude": 504.78,
+                        "Structural Magnitude": 503.78,
                         "Control Flow Ratio": "83.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -102445,14 +102445,14 @@
                         "Error & Exception Exposure": "98.73%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "10.52%",
+                        "API Exposure": "10.4%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.58%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "32.88%",
+                        "Documentation Exposure": "31.22%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -103188,7 +103188,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 68,
-                        "Exposed API / Public Exports": 26,
+                        "Exposed API / Public Exports": 25,
                         "State Mutations / Variable Reassignments": 275,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -103296,9 +103296,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -528.78,
+                        "X": -528.77,
                         "Y": -22.1,
-                        "Z": 3469.44
+                        "Z": 3469.42
                     },
                     "3. Architectural Profile": {
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@@ -103310,7 +103310,7 @@
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                         "Coding LOC": 662,
                         "Documentation LOC": 27,
-                        "Structural Magnitude": 744.64,
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                         "Control Flow Ratio": "90.9%",
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                         "Raw Churn Frequency": 0.0,
@@ -103323,14 +103323,14 @@
                         "Error & Exception Exposure": "98.18%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.36%",
+                        "API Exposure": "11.28%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.37%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "44.41%",
+                        "Documentation Exposure": "42.97%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -104286,7 +104286,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 82,
-                        "Exposed API / Public Exports": 40,
+                        "Exposed API / Public Exports": 39,
                         "State Mutations / Variable Reassignments": 359,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -104394,9 +104394,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 131.25,
-                        "Y": -151.94,
-                        "Z": 1755.12
+                        "X": -850.79,
+                        "Y": -113.79,
+                        "Z": 3219.64
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                     "3. Architectural Profile": {
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@@ -104408,7 +104408,7 @@
                         "Total LOC": 668,
                         "Coding LOC": 631,
                         "Documentation LOC": 36,
-                        "Structural Magnitude": 710.52,
+                        "Structural Magnitude": 709.52,
                         "Control Flow Ratio": "91.0%",
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                         "Raw Churn Frequency": 0.0,
@@ -104421,14 +104421,14 @@
                         "Error & Exception Exposure": "97.81%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.42%",
+                        "API Exposure": "11.34%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.39%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "45.37%",
+                        "Documentation Exposure": "43.86%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -105364,7 +105364,7 @@
                         "Type/Safety Bypasses": 45,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 82,
-                        "Exposed API / Public Exports": 40,
+                        "Exposed API / Public Exports": 39,
                         "State Mutations / Variable Reassignments": 327,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -105472,9 +105472,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1426.04,
-                        "Y": -239.85,
-                        "Z": 2470.21
+                        "X": 106.46,
+                        "Y": -158.47,
+                        "Z": 1424.42
                     },
                     "3. Architectural Profile": {
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@@ -105486,7 +105486,7 @@
                         "Total LOC": 572,
                         "Coding LOC": 546,
                         "Documentation LOC": 25,
-                        "Structural Magnitude": 589.92,
+                        "Structural Magnitude": 588.92,
                         "Control Flow Ratio": "85.8%",
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@@ -105499,14 +105499,14 @@
                         "Error & Exception Exposure": "98.55%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.26%",
+                        "API Exposure": "12.19%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.51%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "67.18%",
+                        "Documentation Exposure": "65.61%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -106062,7 +106062,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 53,
-                        "Exposed API / Public Exports": 48,
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                         "State Mutations / Variable Reassignments": 335,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -106170,9 +106170,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -668.77,
-                        "Y": -158.43,
-                        "Z": 2669.82
+                        "X": -668.76,
+                        "Y": -158.42,
+                        "Z": 2669.83
                     },
                     "3. Architectural Profile": {
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@@ -106184,7 +106184,7 @@
                         "Total LOC": 699,
                         "Coding LOC": 675,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 861.2,
+                        "Structural Magnitude": 860.2,
                         "Control Flow Ratio": "91.4%",
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@@ -106197,14 +106197,14 @@
                         "Error & Exception Exposure": "98.65%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.01%",
+                        "API Exposure": "12.97%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "81.58%",
+                        "Documentation Exposure": "80.7%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -106880,7 +106880,7 @@
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                         "I/O and Network Boundaries": 39,
-                        "Exposed API / Public Exports": 70,
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                         "State Mutations / Variable Reassignments": 451,
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@@ -106988,9 +106988,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": -707.92,
-                        "Y": -326.28,
-                        "Z": 1366.79
+                        "X": 1071.06,
+                        "Y": -27.69,
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                     "3. Architectural Profile": {
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@@ -107002,7 +107002,7 @@
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                         "Coding LOC": 479,
                         "Documentation LOC": 28,
-                        "Structural Magnitude": 548.18,
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                         "Control Flow Ratio": "81.8%",
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@@ -107015,14 +107015,14 @@
                         "Error & Exception Exposure": "99.41%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.59%",
+                        "API Exposure": "11.5%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "52.48%",
+                        "Documentation Exposure": "50.48%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -107758,7 +107758,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 62,
-                        "Exposed API / Public Exports": 36,
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                         "State Mutations / Variable Reassignments": 300,
                         "Commented-out Code (Dead Logic)": 1,
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@@ -107868,7 +107868,7 @@
                     "2. Topological Coordinates": {
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                         "Y": 172.43,
-                        "Z": 4121.18
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                     },
                     "3. Architectural Profile": {
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@@ -107880,7 +107880,7 @@
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                         "Coding LOC": 472,
                         "Documentation LOC": 59,
-                        "Structural Magnitude": 528.24,
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                         "Control Flow Ratio": "82.0%",
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@@ -107893,14 +107893,14 @@
                         "Error & Exception Exposure": "98.07%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.21%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.53%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
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                     "5. Function Analysis": [
@@ -108676,7 +108676,7 @@
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                         "I/O and Network Boundaries": 78,
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@@ -108784,9 +108784,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                         "Y": 27.38,
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                     "3. Architectural Profile": {
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@@ -108798,7 +108798,7 @@
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                         "Coding LOC": 581,
                         "Documentation LOC": 36,
-                        "Structural Magnitude": 868.92,
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@@ -108811,14 +108811,14 @@
                         "Error & Exception Exposure": "99.95%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.16%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.45%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -109734,7 +109734,7 @@
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                         "I/O and Network Boundaries": 88,
-                        "Exposed API / Public Exports": 1,
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                         "Structured Documentation Blocks": 0,
@@ -110060,9 +110060,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 866.34,
-                        "Y": -155.9,
-                        "Z": 1018.16
+                        "X": -1950.44,
+                        "Y": -356.16,
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                     "3. Architectural Profile": {
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@@ -110074,7 +110074,7 @@
                         "Total LOC": 77,
                         "Coding LOC": 38,
                         "Documentation LOC": 38,
-                        "Structural Magnitude": 25.16,
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                         "Control Flow Ratio": "0.0%",
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@@ -110087,14 +110087,14 @@
                         "Error & Exception Exposure": "75.29%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.41%",
-                        "API Exposure": "8.93%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.18%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -110170,7 +110170,7 @@
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                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 6,
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                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -110278,9 +110278,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": 1135.3,
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                         "Y": -29.91,
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                     },
                     "3. Architectural Profile": {
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@@ -110292,7 +110292,7 @@
                         "Total LOC": 307,
                         "Coding LOC": 242,
                         "Documentation LOC": 64,
-                        "Structural Magnitude": 215.14,
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                         "Control Flow Ratio": "54.2%",
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@@ -110305,7 +110305,7 @@
                         "Error & Exception Exposure": "97.14%",
                         "Tech Debt Exposure": "99.99%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "6.25%",
+                        "API Exposure": "2.42%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
@@ -110608,7 +110608,7 @@
                         "Type/Safety Bypasses": 11,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 5,
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                         "State Mutations / Variable Reassignments": 133,
                         "Commented-out Code (Dead Logic)": 0,
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@@ -110716,9 +110716,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
-                        "X": 1226.88,
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-                        "Z": 3686.62
+                        "X": -401.02,
+                        "Y": -310.15,
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                     "3. Architectural Profile": {
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@@ -110730,7 +110730,7 @@
                         "Total LOC": 333,
                         "Coding LOC": 309,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 310.78,
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                         "Control Flow Ratio": "72.4%",
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@@ -110743,7 +110743,7 @@
                         "Error & Exception Exposure": "98.64%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.78%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.12%",
@@ -111116,7 +111116,7 @@
                         "Type/Safety Bypasses": 10,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 39,
-                        "Exposed API / Public Exports": 2,
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                         "State Mutations / Variable Reassignments": 193,
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                         "Structured Documentation Blocks": 0,
@@ -111224,9 +111224,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1386.52,
-                        "Y": 165.14,
-                        "Z": 2820.99
+                        "X": -1012.36,
+                        "Y": -316.38,
+                        "Z": 1342.99
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -111238,7 +111238,7 @@
                         "Total LOC": 647,
                         "Coding LOC": 603,
                         "Documentation LOC": 43,
-                        "Structural Magnitude": 497.46,
+                        "Structural Magnitude": 496.46,
                         "Control Flow Ratio": "77.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -111251,14 +111251,14 @@
                         "Error & Exception Exposure": "97.94%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.14%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.41%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -111984,7 +111984,7 @@
                         "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 95,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 305,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -112092,9 +112092,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 600.93,
+                        "X": 600.92,
                         "Y": -137.71,
-                        "Z": 1306.06
+                        "Z": 1306.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -112106,7 +112106,7 @@
                         "Total LOC": 574,
                         "Coding LOC": 554,
                         "Documentation LOC": 19,
-                        "Structural Magnitude": 535.38,
+                        "Structural Magnitude": 534.38,
                         "Control Flow Ratio": "80.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -112119,14 +112119,14 @@
                         "Error & Exception Exposure": "99.33%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.18%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.5%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 71,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 334,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -112930,9 +112930,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 630.42,
-                        "Y": 201.62,
-                        "Z": 3624.1
+                        "X": -1176.45,
+                        "Y": -63.43,
+                        "Z": 3369.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -112944,7 +112944,7 @@
                         "Total LOC": 626,
                         "Coding LOC": 603,
                         "Documentation LOC": 22,
-                        "Structural Magnitude": 592.76,
+                        "Structural Magnitude": 591.76,
                         "Control Flow Ratio": "82.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -112957,14 +112957,14 @@
                         "Error & Exception Exposure": "99.44%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.15%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.44%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -113750,7 +113750,7 @@
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                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 77,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 369,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -114296,9 +114296,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2003.92,
-                        "Y": -290.64,
-                        "Z": 2725.93
+                        "X": -173.1,
+                        "Y": -251.5,
+                        "Z": 965.63
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -114554,9 +114554,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 17.38,
-                        "Y": 198.74,
-                        "Z": 4732.87
+                        "X": -2029.1,
+                        "Y": -255.5,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -115200,9 +115200,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1832.02,
-                        "Y": -246.48,
-                        "Z": 2661.07
+                        "X": -1831.98,
+                        "Y": -246.47,
+                        "Z": 2661.06
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -115214,7 +115214,7 @@
                         "Total LOC": 306,
                         "Coding LOC": 282,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 287.94,
+                        "Structural Magnitude": 286.94,
                         "Control Flow Ratio": "75.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -115227,14 +115227,14 @@
                         "Error & Exception Exposure": "98.65%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.42%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.26%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -115560,7 +115560,7 @@
                         "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 39,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 183,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -115670,9 +115670,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1831.24,
-                        "Y": 170.52,
-                        "Z": 2553.35
+                        "X": 1089.19,
+                        "Y": -104.22,
+                        "Z": 989.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -115888,9 +115888,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -758.72,
-                        "Y": -279.67,
-                        "Z": 1603.55
+                        "X": -1278.52,
+                        "Y": -245.04,
+                        "Z": 2505.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -115902,7 +115902,7 @@
                         "Total LOC": 617,
                         "Coding LOC": 570,
                         "Documentation LOC": 46,
-                        "Structural Magnitude": 677.9,
+                        "Structural Magnitude": 676.9,
                         "Control Flow Ratio": "83.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -115915,14 +115915,14 @@
                         "Error & Exception Exposure": "99.51%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.16%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.45%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -116898,7 +116898,7 @@
                         "Type/Safety Bypasses": 43,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 72,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 374,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -117006,9 +117006,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1030.2,
-                        "Y": 115.95,
-                        "Z": 2871.96
+                        "X": 808.91,
+                        "Y": -28.75,
+                        "Z": 1853.48
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -117020,7 +117020,7 @@
                         "Total LOC": 627,
                         "Coding LOC": 569,
                         "Documentation LOC": 57,
-                        "Structural Magnitude": 677.88,
+                        "Structural Magnitude": 676.88,
                         "Control Flow Ratio": "83.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -117033,14 +117033,14 @@
                         "Error & Exception Exposure": "99.52%",
                         "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.15%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.43%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -118016,7 +118016,7 @@
                         "Type/Safety Bypasses": 43,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 72,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 374,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -118124,9 +118124,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -131.56,
-                        "Y": -298.13,
-                        "Z": 950.19
+                        "X": -1575.66,
+                        "Y": -396.98,
+                        "Z": 1740.78
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -122869,7 +122869,7 @@
             }
         },
         "cobol/gnucobol_internals": {
-            "Directory Group Magnitude": 43453.05,
+            "Directory Group Magnitude": 41514.05,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -122879,14 +122879,14 @@
                 "Error & Exception Exposure": "76.83%",
                 "Tech Debt Exposure": "13.26%",
                 "Testing Exposure": "57.8%",
-                "API Exposure": "5.21%",
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                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "75.04%",
                 "Commented Logic Exposure": "1.73%",
                 "Specification Exposure": "71.43%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "42.57%",
+                "Documentation Exposure": "13.15%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -122917,7 +122917,7 @@
                         "Total LOC": 12938,
                         "Coding LOC": 11433,
                         "Documentation LOC": 544,
-                        "Structural Magnitude": 15222.16,
+                        "Structural Magnitude": 14314.16,
                         "Control Flow Ratio": "79.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -122930,14 +122930,14 @@
                         "Error & Exception Exposure": "95.96%",
                         "Tech Debt Exposure": "8.98%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.01%",
+                        "API Exposure": "0.52%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "81.86%",
+                        "Documentation Exposure": "15.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -124973,7 +124973,7 @@
                         "Type/Safety Bypasses": 66,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 932,
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                         "State Mutations / Variable Reassignments": 5893,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 2,
@@ -125109,7 +125109,7 @@
                         "Total LOC": 7364,
                         "Coding LOC": 6537,
                         "Documentation LOC": 315,
-                        "Structural Magnitude": 10882.54,
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                         "Control Flow Ratio": "78.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -125122,14 +125122,14 @@
                         "Error & Exception Exposure": "99.11%",
                         "Tech Debt Exposure": "7.91%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.6%",
+                        "API Exposure": "5.4%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "98.13%",
+                        "Documentation Exposure": "28.03%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -126435,7 +126435,7 @@
                         "Type/Safety Bypasses": 127,
                         "High-Risk Execution Commands": 4,
                         "I/O and Network Boundaries": 105,
-                        "Exposed API / Public Exports": 923,
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                         "State Mutations / Variable Reassignments": 5009,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 3,
@@ -126549,9 +126549,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2381.25,
-                        "Y": 37.4,
-                        "Z": -7648.83
+                        "X": 2380.53,
+                        "Y": 37.34,
+                        "Z": -7649.78
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -126563,7 +126563,7 @@
                         "Total LOC": 2689,
                         "Coding LOC": 2299,
                         "Documentation LOC": 138,
-                        "Structural Magnitude": 3385.58,
+                        "Structural Magnitude": 3158.58,
                         "Control Flow Ratio": "71.6%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -126576,14 +126576,14 @@
                         "Error & Exception Exposure": "96.45%",
                         "Tech Debt Exposure": "38.29%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.81%",
+                        "API Exposure": "4.04%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "94.15%",
+                        "Documentation Exposure": "24.29%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -127299,7 +127299,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 267,
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                         "State Mutations / Variable Reassignments": 1353,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 2,
@@ -139596,7 +139596,7 @@
             }
         },
         "cpp/godot": {
-            "Directory Group Magnitude": 36973.52,
+            "Directory Group Magnitude": 36582.52,
             "File Count": 16,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "81.2%",
@@ -139607,14 +139607,14 @@
                 "Error & Exception Exposure": "76.73%",
                 "Tech Debt Exposure": "22.49%",
                 "Testing Exposure": "55.29%",
-                "API Exposure": "5.41%",
+                "API Exposure": "4.61%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "81.22%",
                 "Commented Logic Exposure": "2.11%",
                 "Specification Exposure": "81.25%",
                 "Instability Exposure": "40.62%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "24.23%",
+                "Documentation Exposure": "19.21%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -139945,9 +139945,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -989.36,
-                        "Y": -58.81,
-                        "Z": 8734.98
+                        "X": -1469.42,
+                        "Y": -167.97,
+                        "Z": 8394.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -139959,7 +139959,7 @@
                         "Total LOC": 1155,
                         "Coding LOC": 902,
                         "Documentation LOC": 82,
-                        "Structural Magnitude": 847.84,
+                        "Structural Magnitude": 456.84,
                         "Control Flow Ratio": "16.3%",
                         "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
@@ -139972,14 +139972,14 @@
                         "Error & Exception Exposure": "82.0%",
                         "Tech Debt Exposure": "9.29%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.49%",
+                        "API Exposure": "2.79%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.69%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "19.72%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -140285,7 +140285,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 411,
+                        "Exposed API / Public Exports": 20,
                         "State Mutations / Variable Reassignments": 331,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 10,
@@ -143878,9 +143878,9 @@
                         "Identity Proof": "Sibling Anchor (C++)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1494.17,
-                        "Y": -177.11,
-                        "Z": 8411.76
+                        "X": -220.14,
+                        "Y": 80.89,
+                        "Z": 8371.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -147880,9 +147880,9 @@
                         "Identity Proof": "Sibling Anchor (C++)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1171.91,
-                        "Y": -126.13,
-                        "Z": 7728.87
+                        "X": -1038.53,
+                        "Y": -59.03,
+                        "Z": 8919.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -152523,9 +152523,9 @@
                         "Identity Proof": "Sibling Anchor (C++)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -193.04,
-                        "Y": 141.54,
-                        "Z": 8320.28
+                        "X": -1118.51,
+                        "Y": -74.24,
+                        "Z": 7504.7
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -153224,7 +153224,7 @@
             }
         },
         "c/cpython": {
-            "Directory Group Magnitude": 36197.74,
+            "Directory Group Magnitude": 31150.74,
             "File Count": 8,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -153234,14 +153234,14 @@
                 "Error & Exception Exposure": "92.1%",
                 "Tech Debt Exposure": "39.8%",
                 "Testing Exposure": "80.0%",
-                "API Exposure": "13.81%",
+                "API Exposure": "6.91%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "87.5%",
                 "Commented Logic Exposure": "5.29%",
                 "Specification Exposure": "99.57%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "91.14%",
+                "Documentation Exposure": "33.02%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -153258,9 +153258,9 @@
                         "Identity Proof": "Prefix Anchor (Makefile)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7815.56,
+                        "X": 808.7,
                         "Y": 145.35,
-                        "Z": 269.01
+                        "Z": 6108.68
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -155856,9 +155856,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7429.68,
+                        "X": 1194.39,
                         "Y": 145.69,
-                        "Z": 533.41
+                        "Z": 6375.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -155870,7 +155870,7 @@
                         "Total LOC": 3840,
                         "Coding LOC": 3294,
                         "Documentation LOC": 244,
-                        "Structural Magnitude": 6208.98,
+                        "Structural Magnitude": 5551.98,
                         "Control Flow Ratio": "68.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -155883,14 +155883,14 @@
                         "Error & Exception Exposure": "95.62%",
                         "Tech Debt Exposure": "9.09%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.93%",
+                        "API Exposure": "11.3%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "4.96%",
                         "Specification Exposure": "96.58%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.98%",
+                        "Documentation Exposure": "66.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -157056,7 +157056,7 @@
                         "Type/Safety Bypasses": 42,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 832,
+                        "Exposed API / Public Exports": 175,
                         "State Mutations / Variable Reassignments": 1830,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 5,
@@ -157172,9 +157172,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7621.99,
-                        "Y": 175.04,
-                        "Z": 1515.53
+                        "X": 1003.04,
+                        "Y": 175.02,
+                        "Z": 7352.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -157186,7 +157186,7 @@
                         "Total LOC": 1773,
                         "Coding LOC": 1472,
                         "Documentation LOC": 130,
-                        "Structural Magnitude": 2051.74,
+                        "Structural Magnitude": 1686.74,
                         "Control Flow Ratio": "59.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -157199,14 +157199,14 @@
                         "Error & Exception Exposure": "94.93%",
                         "Tech Debt Exposure": "52.88%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.55%",
+                        "API Exposure": "8.19%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.48%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.99%",
+                        "Documentation Exposure": "39.56%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -157822,7 +157822,7 @@
                         "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 418,
+                        "Exposed API / Public Exports": 53,
                         "State Mutations / Variable Reassignments": 814,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 1,
@@ -157944,9 +157944,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7830.08,
+                        "X": 794.18,
                         "Y": 116.36,
-                        "Z": 1208.91
+                        "Z": 7048.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -157958,7 +157958,7 @@
                         "Total LOC": 8326,
                         "Coding LOC": 6573,
                         "Documentation LOC": 821,
-                        "Structural Magnitude": 8327.26,
+                        "Structural Magnitude": 7120.26,
                         "Control Flow Ratio": "63.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -157971,14 +157971,14 @@
                         "Error & Exception Exposure": "94.06%",
                         "Tech Debt Exposure": "32.24%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.63%",
+                        "API Exposure": "3.51%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "4.99%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.79%",
+                        "Documentation Exposure": "24.04%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -160814,7 +160814,7 @@
                         "Type/Safety Bypasses": 162,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1319,
+                        "Exposed API / Public Exports": 112,
                         "State Mutations / Variable Reassignments": 3298,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 5,
@@ -160942,9 +160942,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8025.48,
-                        "Y": 137.9,
-                        "Z": 787.92
+                        "X": 601.61,
+                        "Y": 137.85,
+                        "Z": 6628.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -160956,7 +160956,7 @@
                         "Total LOC": 2451,
                         "Coding LOC": 1936,
                         "Documentation LOC": 235,
-                        "Structural Magnitude": 2579.72,
+                        "Structural Magnitude": 2157.72,
                         "Control Flow Ratio": "61.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -160969,14 +160969,14 @@
                         "Error & Exception Exposure": "96.32%",
                         "Tech Debt Exposure": "8.75%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.66%",
+                        "API Exposure": "4.03%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "4.91%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.94%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -161812,7 +161812,7 @@
                         "Type/Safety Bypasses": 25,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 471,
+                        "Exposed API / Public Exports": 49,
                         "State Mutations / Variable Reassignments": 1144,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -161939,9 +161939,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6998.16,
-                        "Y": 106.42,
-                        "Z": 440.01
+                        "X": 1623.98,
+                        "Y": 106.46,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -161953,7 +161953,7 @@
                         "Total LOC": 2601,
                         "Coding LOC": 1767,
                         "Documentation LOC": 579,
-                        "Structural Magnitude": 2126.74,
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                         "Control Flow Ratio": "52.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -161966,14 +161966,14 @@
                         "Error & Exception Exposure": "93.98%",
                         "Tech Debt Exposure": "11.43%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.74%",
+                        "API Exposure": "5.17%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "4.9%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.65%",
+                        "Documentation Exposure": "19.23%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -163029,7 +163029,7 @@
                         "Type/Safety Bypasses": 22,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 383,
+                        "Exposed API / Public Exports": 67,
                         "State Mutations / Variable Reassignments": 991,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 2,
@@ -163149,9 +163149,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7151.4,
-                        "Y": 169.19,
-                        "Z": 1534.58
+                        "X": 1471.37,
+                        "Y": 169.21,
+                        "Z": 7372.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -163163,7 +163163,7 @@
                         "Total LOC": 3503,
                         "Coding LOC": 2785,
                         "Documentation LOC": 322,
-                        "Structural Magnitude": 2730.0,
+                        "Structural Magnitude": 2350.0,
                         "Control Flow Ratio": "56.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -163176,14 +163176,14 @@
                         "Error & Exception Exposure": "88.27%",
                         "Tech Debt Exposure": "81.54%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.27%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.46%",
+                        "Documentation Exposure": "44.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -164719,7 +164719,7 @@
                         "Type/Safety Bypasses": 45,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 518,
+                        "Exposed API / Public Exports": 138,
                         "State Mutations / Variable Reassignments": 928,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 1,
@@ -164862,9 +164862,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7472.69,
+                        "X": 1151.56,
                         "Y": 112.75,
-                        "Z": 820.25
+                        "Z": 6659.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -164876,7 +164876,7 @@
                         "Total LOC": 12874,
                         "Coding LOC": 9970,
                         "Documentation LOC": 1437,
-                        "Structural Magnitude": 11530.3,
+                        "Structural Magnitude": 9830.3,
                         "Control Flow Ratio": "61.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -164889,14 +164889,14 @@
                         "Error & Exception Exposure": "93.91%",
                         "Tech Debt Exposure": "22.51%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.05%",
+                        "API Exposure": "2.01%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.04%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.42%",
+                        "Documentation Exposure": "16.02%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -169092,7 +169092,7 @@
                         "Type/Safety Bypasses": 193,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1800,
+                        "Exposed API / Public Exports": 100,
                         "State Mutations / Variable Reassignments": 4716,
                         "Commented-out Code (Dead Logic)": 9,
                         "Structured Documentation Blocks": 1,
@@ -195437,4397 +195437,4214 @@
                 }
             }
         },
-        "scheme/racket": {
-            "Directory Group Magnitude": 24828.42,
+        "dart/flutter": {
+            "Directory Group Magnitude": 23245.2,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "85.7%",
-                "Static: Literature & Documentation": "14.3%"
+                "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "36.78%",
-                "Error & Exception Exposure": "60.05%",
-                "Tech Debt Exposure": "12.71%",
-                "Testing Exposure": "68.57%",
-                "API Exposure": "4.98%",
-                "Concurrency Exposure": "1.95%",
-                "State Flux Exposure": "49.56%",
-                "Commented Logic Exposure": "2.82%",
-                "Specification Exposure": "85.71%",
-                "Instability Exposure": "42.86%",
+                "Cognitive Load Exposure": "19.67%",
+                "Error & Exception Exposure": "10.57%",
+                "Tech Debt Exposure": "34.99%",
+                "Testing Exposure": "35.71%",
+                "API Exposure": "0.46%",
+                "Concurrency Exposure": "11.33%",
+                "State Flux Exposure": "33.54%",
+                "Commented Logic Exposure": "6.84%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "35.42%",
+                "Documentation Exposure": "11.92%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "scheme/racket/eval.c": {
+                "dart/flutter/editable_text.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "eval.c",
-                        "Path": "scheme/racket/eval.c",
-                        "Language": "C",
+                        "Filename": "editable_text.dart",
+                        "Path": "dart/flutter/editable_text.dart",
+                        "Language": "Dart",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (92.9% Spaces / 7.1% Tabs)",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "dart",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 10757.22,
-                        "Y": -107.46,
-                        "Z": 3754.88
+                        "X": -9752.87,
+                        "Y": 158.71,
+                        "Z": -4457.21
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4146,
-                        "Coding LOC": 3169,
-                        "Documentation LOC": 366,
-                        "Structural Magnitude": 5228.98,
-                        "Control Flow Ratio": "79.4%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 6793,
+                        "Coding LOC": 4168,
+                        "Documentation LOC": 2065,
+                        "Structural Magnitude": 2902.76,
+                        "Control Flow Ratio": "75.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.519
+                        "Raw Cognitive Density": 0.402
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "94.38%",
-                        "Error & Exception Exposure": "99.72%",
-                        "Tech Debt Exposure": "7.92%",
+                        "Cognitive Load Exposure": "9.96%",
+                        "Error & Exception Exposure": "17.79%",
+                        "Tech Debt Exposure": "20.18%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.26%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.84%",
+                        "API Exposure": "0.07%",
+                        "Concurrency Exposure": "30.23%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.58%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.63%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "scheme_do_eval",
-                            "Structural Impact": 761.0,
-                            "Lines of Code (LOC)": 1311,
-                            "Control Flow Branches": 310,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "91.2%",
-                            "Start Line": 2157,
-                            "End Line": 3467
+                            "Function Name": "EditableText",
+                            "Structural Impact": 489.9,
+                            "Lines of Code (LOC)": 146,
+                            "Control Flow Branches": 54,
+                            "Input Parameters": 76,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 829,
+                            "End Line": 974
                         },
                         {
-                            "Function Name": "scheme_jump_to_continuation",
-                            "Structural Impact": 138.9,
-                            "Lines of Code (LOC)": 230,
-                            "Control Flow Branches": 51,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "96.2%",
-                            "Start Line": 1324,
-                            "End Line": 1553
+                            "Function Name": "build",
+                            "Structural Impact": 76.8,
+                            "Lines of Code (LOC)": 207,
+                            "Control Flow Branches": 46,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.7%",
+                            "Start Line": 5644,
+                            "End Line": 5850
                         },
                         {
-                            "Function Name": "intersect_dw",
-                            "Structural Impact": 114.6,
-                            "Lines of Code (LOC)": 122,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "97.6%",
-                            "Start Line": 1070,
-                            "End Line": 1191
+                            "Function Name": "getEditableButtonItems",
+                            "Structural Impact": 75.4,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 2138,
+                            "End Line": 2190
                         },
                         {
-                            "Function Name": "do_eval_string_all",
-                            "Structural Impact": 52.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "95.0%",
-                            "Start Line": 3723,
-                            "End Line": 3787
+                            "Function Name": "didUpdateWidget",
+                            "Structural Impact": 69.9,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 45,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "97.8%",
+                            "Start Line": 3344,
+                            "End Line": 3440
                         },
                         {
-                            "Function Name": "scheme_set_global_bucket",
-                            "Structural Impact": 50.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "95.2%",
-                            "Start Line": 1597,
-                            "End Line": 1656
+                            "Function Name": "_finalizeEditing",
+                            "Structural Impact": 54.0,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 28,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "90.3%",
+                            "Start Line": 3776,
+                            "End Line": 3851
                         },
                         {
-                            "Function Name": "define_values_execute",
-                            "Structural Impact": 45.2,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 1669,
-                            "End Line": 1780
+                            "Function Name": "_handleSelectionChanged",
+                            "Structural Impact": 49.9,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 4322,
+                            "End Line": 4384
                         },
                         {
-                            "Function Name": "adjust_stack_base",
-                            "Structural Impact": 44.1,
-                            "Lines of Code (LOC)": 50,
+                            "Function Name": "_formatAndSetValue",
+                            "Structural Impact": 49.9,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.0%",
+                            "Start Line": 4530,
+                            "End Line": 4607
+                        },
+                        {
+                            "Function Name": "_Editable",
+                            "Structural Impact": 46.4,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 39,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5931,
+                            "End Line": 5973
+                        },
+                        {
+                            "Function Name": "invoke",
+                            "Structural Impact": 44.5,
+                            "Lines of Code (LOC)": 58,
                             "Control Flow Branches": 23,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "95.8%",
-                            "Start Line": 358,
-                            "End Line": 407
+                            "Control Flow Ratio": "85.2%",
+                            "Start Line": 6465,
+                            "End Line": 6522
                         },
                         {
-                            "Function Name": "scheme_set_cont_mark",
-                            "Structural Impact": 42.7,
-                            "Lines of Code (LOC)": 92,
+                            "Function Name": "_inferKeyboardType",
+                            "Structural Impact": 41.6,
+                            "Lines of Code (LOC)": 140,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "82.6%",
+                            "Start Line": 2225,
+                            "End Line": 2364
+                        },
+                        {
+                            "Function Name": "_handleContextMenuOnScroll",
+                            "Structural Impact": 39.4,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "68.6%",
+                            "Start Line": 4198,
+                            "End Line": 4277
+                        },
+                        {
+                            "Function Name": "updateEditingValue",
+                            "Structural Impact": 36.3,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 3515,
+                            "End Line": 3590
+                        },
+                        {
+                            "Function Name": "_updateSelectionRects",
+                            "Structural Impact": 34.7,
+                            "Lines of Code (LOC)": 72,
                             "Control Flow Branches": 21,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4846,
+                            "End Line": 4917
+                        },
+                        {
+                            "Function Name": "invoke",
+                            "Structural Impact": 32.6,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 750,
-                            "End Line": 841
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6708,
+                            "End Line": 6735
                         },
                         {
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                             "Control Flow Branches": 12,
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+                            "Control Flow Ratio": "92.3%",
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+                            "Start Line": 6772,
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                             "Control Flow Ratio": "75.0%",
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5269,
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                             "Start Line": 4058,
-                            "End Line": 4073
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-                            "Start Line": 1193,
-                            "End Line": 1215
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+                            "Start Line": 6314,
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+                            "Control Flow Ratio": "52.6%",
+                            "Start Line": 3165,
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3185,
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-                            "Start Line": 2077,
-                            "End Line": 2113
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-                            "Lines of Code (LOC)": 34,
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+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 4791,
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+                            "Control Flow Ratio": "81.8%",
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                             "Control Flow Branches": 6,
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-                            "Start Line": 1839,
-                            "End Line": 1872
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                             "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1964,
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-                            "Control Flow Ratio": "80.0%",
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-                            "Start Line": 4037,
-                            "End Line": 4042
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1013,
-                            "End Line": 1024
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-                            "Control Flow Branches": 3,
+                            "Function Name": "_transposeCharacters",
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-                            "Start Line": 3590,
-                            "End Line": 3600
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-                            "Start Line": 3602,
-                            "End Line": 3612
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-                            "Control Flow Branches": 2,
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+                            "Function Name": "TextEditingController",
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                             "Control Flow Branches": 0,
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+                            "Start Line": 6741,
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-                            "Function Name": "do_eval_k_readjust_mark",
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-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "20.0%",
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-                            "Start Line": 2067,
-                            "End Line": 2075
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+                            "Function Name": "requestKeyboard",
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-                            "Control Flow Branches": 0,
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-                            "Start Line": 3555,
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 253,
-                            "End Line": 258
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4634,
+                            "End Line": 4643
                         },
                         {
-                            "Function Name": "scheme_temp_dec_mark_depth",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "removeTextPlaceholder",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 843,
-                            "End Line": 846
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5147,
+                            "End Line": 5156
                         },
                         {
-                            "Function Name": "scheme_temp_inc_mark_depth",
-                            "Structural Impact": 1.2,
+                            "Function Name": "_cursorBlinkOpacityController",
+                            "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 848,
-                            "End Line": 851
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2489,
+                            "End Line": 2492
                         },
                         {
-                            "Function Name": "make_tail_buffer_safe",
-                            "Structural Impact": 1.2,
+                            "Function Name": "_spellCheckResultsReceived",
+                            "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1008,
-                            "End Line": 1011
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2570,
+                            "End Line": 2573
                         },
                         {
-                            "Function Name": "scheme_current_argument_stack",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_shouldCreateInputConnection",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3469,
-                            "End Line": 3472
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2598,
+                            "End Line": 2599
                         },
                         {
-                            "Function Name": "register_traversers",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4138,
-                            "End Line": 4141
-                        },
-                        {
-                            "Function Name": "scheme_get_overflow_count",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 178,
-                            "End Line": 178
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 723,
-                        "Sequential Logic Declarations": 188,
-                        "Function Parameters": 218,
-                        "Function/Method Declarations": 113,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 128,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 599,
-                        "State Mutations / Variable Reassignments": 2741,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 4,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 64,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 49,
-                        "Module Dependencies (Imports)": 23,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 148,
-                        "Pointer Arithmetic & Addressing": 1162,
-                        "Manual Memory Allocation": 2,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 25,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 15,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 17,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 46,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 146,
-                        "Structural Space Indentations": 1922,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 570,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 553,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 17,
-                        "Design Short Vars": 145,
-                        "Design Long Vars": 4,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 17,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
-                    },
-                    "9. Extracted Dependencies": [
-                        "Memory.h",
-                        "future.h",
-                        "malloc.h",
-                        "mzmark_eval.inc",
-                        "mzstkchk.h",
-                        "pthread.h",
-                        "pthread_np.h",
-                        "schapp.inc",
-                        "schmach.h",
-                        "schnapp.inc",
-                        "schpriv.h",
-                        "schrunst.h",
-                        "signal.h",
-                        "sys/resource.h",
-                        "sys/signal.h",
-                        "sys/time.h",
-                        "windows.h"
-                    ]
-                },
-                "scheme/racket/fun.c": {
-                    "1. Artifact Identity": {
-                        "Filename": "fun.c",
-                        "Path": "scheme/racket/fun.c",
-                        "Language": "C",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (98.0% Spaces / 2.0% Tabs)",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 11042.98,
-                        "Y": -107.76,
-                        "Z": 3204.32
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 10416,
-                        "Coding LOC": 8288,
-                        "Documentation LOC": 707,
-                        "Structural Magnitude": 14437.96,
-                        "Control Flow Ratio": "76.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.435
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "93.93%",
-                        "Error & Exception Exposure": "99.6%",
-                        "Tech Debt Exposure": "20.13%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "13.64%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.86%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.7%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "restore_continuation",
-                            "Structural Impact": 335.4,
-                            "Lines of Code (LOC)": 357,
-                            "Control Flow Branches": 81,
-                            "Input Parameters": 14,
-                            "Control Flow Ratio": "98.8%",
-                            "Start Line": 5778,
-                            "End Line": 6134
-                        },
-                        {
-                            "Function Name": "get_or_check_arity",
-                            "Structural Impact": 329.3,
-                            "Lines of Code (LOC)": 326,
-                            "Control Flow Branches": 139,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "78.1%",
-                            "Start Line": 1889,
-                            "End Line": 2214
-                        },
-                        {
-                            "Function Name": "continuation_marks",
-                            "Structural Impact": 306.0,
-                            "Lines of Code (LOC)": 300,
-                            "Control Flow Branches": 96,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "96.0%",
-                            "Start Line": 7873,
-                            "End Line": 8172
-                        },
-                        {
-                            "Function Name": "scheme_apply_chaperone",
-                            "Structural Impact": 270.5,
-                            "Lines of Code (LOC)": 364,
-                            "Control Flow Branches": 102,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "87.9%",
-                            "Start Line": 3879,
-                            "End Line": 4242
-                        },
-                        {
-                            "Function Name": "scheme_extract_one_cc_mark_with_meta",
-                            "Structural Impact": 183.6,
-                            "Lines of Code (LOC)": 193,
-                            "Control Flow Branches": 70,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "94.6%",
-                            "Start Line": 8711,
-                            "End Line": 8903
-                        },
-                        {
-                            "Function Name": "grab_continuation",
-                            "Structural Impact": 183.2,
-                            "Lines of Code (LOC)": 202,
-                            "Control Flow Branches": 47,
-                            "Input Parameters": 12,
-                            "Control Flow Ratio": "97.9%",
-                            "Start Line": 5575,
-                            "End Line": 5776
-                        },
-                        {
-                            "Function Name": "call_with_prompt",
-                            "Structural Impact": 161.5,
-                            "Lines of Code (LOC)": 320,
-                            "Control Flow Branches": 83,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "89.2%",
-                            "Start Line": 7220,
-                            "End Line": 7539
-                        },
-                        {
-                            "Function Name": "internal_call_cc",
-                            "Structural Impact": 157.6,
-                            "Lines of Code (LOC)": 312,
-                            "Control Flow Branches": 81,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 6136,
-                            "End Line": 6447
-                        },
-                        {
-                            "Function Name": "clone_meta_cont",
-                            "Structural Impact": 120.3,
-                            "Lines of Code (LOC)": 143,
-                            "Control Flow Branches": 39,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "95.1%",
-                            "Start Line": 5243,
-                            "End Line": 5385
-                        },
-                        {
-                            "Function Name": "scheme_get_proc_name",
-                            "Structural Impact": 115.2,
-                            "Lines of Code (LOC)": 145,
-                            "Control Flow Branches": 53,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.5%",
-                            "Start Line": 2502,
-                            "End Line": 2646
-                        },
-                        {
-                            "Function Name": "do_chaperone_procedure",
-                            "Structural Impact": 110.1,
-                            "Lines of Code (LOC)": 109,
-                            "Control Flow Branches": 36,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "94.7%",
-                            "Start Line": 3566,
-                            "End Line": 3674
-                        },
-                        {
-                            "Function Name": "is_subarity",
-                            "Structural Impact": 106.5,
-                            "Lines of Code (LOC)": 130,
-                            "Control Flow Branches": 49,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "96.1%",
-                            "Start Line": 3146,
-                            "End Line": 3275
-                        },
-                        {
-                            "Function Name": "chaperone_do_control",
-                            "Structural Impact": 100.1,
-                            "Lines of Code (LOC)": 98,
-                            "Control Flow Branches": 35,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "97.2%",
-                            "Start Line": 7068,
-                            "End Line": 7165
-                        },
-                        {
-                            "Function Name": "scheme_dynamic_wind",
-                            "Structural Impact": 100.0,
-                            "Lines of Code (LOC)": 188,
-                            "Control Flow Branches": 36,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "73.5%",
-                            "Start Line": 9660,
-                            "End Line": 9847
-                        },
-                        {
-                            "Function Name": "extract_impersonator_results",
-                            "Structural Impact": 97.8,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 3777,
-                            "End Line": 3872
-                        },
-                        {
-                            "Function Name": "procedure_equal_closure_p",
-                            "Structural Impact": 76.5,
-                            "Lines of Code (LOC)": 109,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "74.1%",
-                            "Start Line": 3429,
-                            "End Line": 3537
-                        },
-                        {
-                            "Function Name": "clone_dyn_wind",
-                            "Structural Impact": 73.6,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 5096,
-                            "End Line": 5152
-                        },
-                        {
-                            "Function Name": "scheme_get_proc_realm",
-                            "Structural Impact": 69.3,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 45,
+                            "Function Name": "onScribbleFocus",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "78.9%",
-                            "Start Line": 2648,
-                            "End Line": 2731
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6215,
+                            "End Line": 6220
                         },
                         {
-                            "Function Name": "do_call_with_sema",
-                            "Structural Impact": 67.4,
-                            "Lines of Code (LOC)": 95,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "84.4%",
-                            "Start Line": 4684,
-                            "End Line": 4778
+                            "Function Name": "_isSelectionWithinComposingRange",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 383,
+                            "End Line": 385
                         },
                         {
-                            "Function Name": "scheme_init_fun",
-                            "Structural Impact": 67.2,
-                            "Lines of Code (LOC)": 522,
-                            "Control Flow Branches": 32,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "82.1%",
-                            "Start Line": 200,
-                            "End Line": 721
+                            "Function Name": "_userSelectionEnabled",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2104,
+                            "End Line": 2104
                         },
                         {
-                            "Function Name": "do_extract_cc_markses",
-                            "Structural Impact": 64.3,
-                            "Lines of Code (LOC)": 79,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "74.3%",
-                            "Start Line": 8504,
-                            "End Line": 8582
+                            "Function Name": "_effectiveAutofillClient",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2542,
+                            "End Line": 2542
                         },
                         {
-                            "Function Name": "do_procedure_reduce_arity",
-                            "Structural Impact": 61.2,
-                            "Lines of Code (LOC)": 62,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "86.2%",
-                            "Start Line": 3311,
-                            "End Line": 3372
+                            "Function Name": "_textDirection",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4960,
+                            "End Line": 4960
                         },
                         {
-                            "Function Name": "scheme_object_name",
-                            "Structural Impact": 60.9,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 39,
+                            "Function Name": "applyTo",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "72.2%",
-                            "Start Line": 2813,
-                            "End Line": 2898
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6107,
+                            "End Line": 6110
                         },
                         {
-                            "Function Name": "scheme_check_proc_arity2",
-                            "Structural Impact": 60.8,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 21,
+                            "Function Name": "_UpdateTextSelectionAction",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 6,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 2226,
-                            "End Line": 2276
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6426,
+                            "End Line": 6433
                         },
                         {
-                            "Function Name": "copy_out_runstack",
-                            "Structural Impact": 58.4,
-                            "Lines of Code (LOC)": 90,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "95.5%",
-                            "Start Line": 4792,
-                            "End Line": 4881
+                            "Function Name": "contextMenuAnchors",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3128,
+                            "End Line": 3145
                         },
                         {
-                            "Function Name": "scheme_top_level_do_worker",
-                            "Structural Impact": 56.5,
-                            "Lines of Code (LOC)": 131,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "77.4%",
-                            "Start Line": 1264,
-                            "End Line": 1394
+                            "Function Name": "_ScribbleFocusable",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6159,
+                            "End Line": 6165
                         },
                         {
-                            "Function Name": "copy_in_mark_stack",
-                            "Structural Impact": 55.5,
-                            "Lines of Code (LOC)": 89,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "94.1%",
-                            "Start Line": 4954,
-                            "End Line": 5042
+                            "Function Name": "ToolbarOptions",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 405,
+                            "End Line": 414
                         },
                         {
-                            "Function Name": "cont_marks",
-                            "Structural Impact": 54.3,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 28,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 8246,
-                            "End Line": 8326
+                            "Function Name": "initState",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3221,
+                            "End Line": 3233
                         },
                         {
-                            "Function Name": "scheme_get_or_check_procedure_shape",
-                            "Structural Impact": 53.5,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2307,
-                            "End Line": 2376
+                            "Function Name": "_closeInputConnectionIfNeeded",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "100.0%",
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2460,
-                            "End Line": 2470
+                            "Function Name": "spellCheckEnabled",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2561,
+                            "End Line": 2561
                         },
                         {
-                            "Function Name": "extract_cc_proc_marks",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 8690,
-                            "End Line": 8699
+                            "Function Name": "wantKeepAlive",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2621,
+                            "End Line": 2622
                         },
                         {
-                            "Function Name": "_apply_native",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3744,
-                            "End Line": 3770
+                            "Function Name": "currentTextEditingValue",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3512,
+                            "End Line": 3513
                         },
                         {
-                            "Function Name": "scheme_push_marks_from_lightweight_continuation",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 9499,
-                            "End Line": 9526
+                            "Function Name": "_floatingCursorOffset",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3658,
+                            "End Line": 3658
                         },
                         {
-                            "Function Name": "scheme_drop_prompt_meta_continuations",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 6676,
-                            "End Line": 6689
+                            "Function Name": "beginBatchEdit",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3861,
+                            "End Line": 3863
                         },
                         {
-                            "Function Name": "scheme_make_folding_prim_closure",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 938,
-                            "End Line": 950
+                            "Function Name": "_value",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3891,
+                            "End Line": 3891
                         },
                         {
-                            "Function Name": "ensure_overflow_id",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1406,
-                            "End Line": 1417
+                            "Function Name": "_hasFocus",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3896,
+                            "End Line": 3896
                         },
                         {
-                            "Function Name": "prompt_unwind_one_dw",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 7059,
-                            "End Line": 7066
+                            "Function Name": "_isMultiline",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3897,
+                            "End Line": 3897
                         },
                         {
-                            "Function Name": "default_mark_value",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 8701,
-                            "End Line": 8709
+                            "Function Name": "_needsAutofill",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3963,
+                            "End Line": 3964
                         },
                         {
-                            "Function Name": "apply_again_k",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
+                            "Function Name": "cursorCurrentlyVisible",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 1242,
-                            "End Line": 1258
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4654,
+                            "End Line": 4655
                         },
                         {
-                            "Function Name": "scheme_extract_one_cc_mark",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 9051,
-                            "End Line": 9063
+                            "Function Name": "cursorBlinkInterval",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4660,
+                            "End Line": 4661
                         },
                         {
-                            "Function Name": "procedure_to_method",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3409,
-                            "End Line": 3419
+                            "Function Name": "textEditingValue",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4969,
+                            "End Line": 4970
                         },
                         {
-                            "Function Name": "scheme_can_apply_lightweight_continuation",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 9380,
-                            "End Line": 9390
+                            "Function Name": "_devicePixelRatio",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4972,
+                            "End Line": 4972
                         },
                         {
-                            "Function Name": "scheme_make_folding_prim",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 905,
-                            "End Line": 918
+                            "Function Name": "autofillId",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5170,
+                            "End Line": 5171
                         },
                         {
-                            "Function Name": "cc_marks_p",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 8328,
-                            "End Line": 8335
+                            "Function Name": "_paragraphBoundary",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5332,
+                            "End Line": 5332
                         },
                         {
-                            "Function Name": "chaperone_unsafe_undefined",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2432,
-                            "End Line": 2438
+                            "Function Name": "_documentBoundary",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5333,
+                            "End Line": 5333
                         },
                         {
-                            "Function Name": "procedure_arity",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2910,
-                            "End Line": 2916
+                            "Function Name": "allowUserScrolling",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6112,
+                            "End Line": 6113
                         },
                         {
-                            "Function Name": "procedure_arity_mask",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2918,
-                            "End Line": 2924
+                            "Function Name": "createState",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6173,
+                            "End Line": 6174
                         },
                         {
-                            "Function Name": "procedure_realm",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3421,
-                            "End Line": 3427
+                            "Function Name": "_ScribbleFocusableState",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6178,
+                            "End Line": 6178
                         },
                         {
-                            "Function Name": "continuation_p",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 6484,
-                            "End Line": 6489
+                            "Function Name": "elementIdentifier",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6212,
+                            "End Line": 6213
                         },
                         {
-                            "Function Name": "scheme_init_reduced_proc_struct",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3002,
-                            "End Line": 3021
+                            "Function Name": "_EditableTextTapOutsideAction",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6706,
+                            "End Line": 6706
                         },
                         {
-                            "Function Name": "allocate_prompt",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1230,
-                            "End Line": 1240
-                        },
+                            "Function Name": "_EditableTextTapUpOutsideAction",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6739,
+                            "End Line": 6739
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1253,
+                        "Sequential Logic Declarations": 406,
+                        "Function Parameters": 221,
+                        "Function/Method Declarations": 255,
+                        "Class/Entity Declarations": 27,
+                        "Defensive Programming Constructs": 575,
+                        "Type/Safety Bypasses": 96,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 13,
+                        "State Mutations / Variable Reassignments": 120,
+                        "Commented-out Code (Dead Logic)": 13,
+                        "Structured Documentation Blocks": 1641,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 61,
+                        "UI / View Layer Components": 448,
+                        "Closures and Anonymous Functions": 563,
+                        "Global State Dependencies": 7,
+                        "Decorators and Annotations": 100,
+                        "Generic Type Abstractions": 114,
+                        "Collection Iterators / Comprehensions": 98,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 50,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 4,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 495,
+                        "Resource Deallocation & Cleanup": 21,
+                        "Private / Encapsulated Scopes": 1046,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 4052,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 5,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 454,
+                        "Design Camel Case": 225,
+                        "Design Snake Case": 86,
+                        "Design Pascal Case": 3,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 2,
+                        "Design Long Vars": 61,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 24,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 43,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 49,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "_web_browser_detection_io.dart",
+                        "actions.dart",
+                        "app_lifecycle_listener.dart",
+                        "autofill.dart",
+                        "automatic_keep_alive.dart",
+                        "basic.dart",
+                        "binding.dart",
+                        "constants.dart",
+                        "context_menu_button_item.dart",
+                        "dart:async",
+                        "dart:math",
+                        "dart:ui",
+                        "debug.dart",
+                        "default_selection_style.dart",
+                        "default_text_editing_shortcuts.dart",
+                        "focus_manager.dart",
+                        "focus_scope.dart",
+                        "focus_traversal.dart",
+                        "framework.dart",
+                        "localizations.dart",
+                        "magnifier.dart",
+                        "media_query.dart",
+                        "notification_listener.dart",
+                        "package:characters/characters.dart",
+                        "package:flutter/foundation.dart",
+                        "package:flutter/gestures.dart",
+                        "package:flutter/rendering.dart",
+                        "package:flutter/scheduler.dart",
+                        "package:flutter/services.dart",
+                        "scroll_configuration.dart",
+                        "scroll_controller.dart",
+                        "scroll_notification.dart",
+                        "scroll_notification_observer.dart",
+                        "scroll_physics.dart",
+                        "scroll_position.dart",
+                        "scrollable.dart",
+                        "scrollable_helpers.dart",
+                        "shortcuts.dart",
+                        "size_changed_layout_notifier.dart",
+                        "spell_check.dart",
+                        "tap_region.dart",
+                        "text.dart",
+                        "text_editing_intents.dart",
+                        "text_selection.dart",
+                        "text_selection_toolbar_anchors.dart",
+                        "ticker_provider.dart",
+                        "undo_history.dart",
+                        "view.dart",
+                        "widget_span.dart"
+                    ]
+                },
+                "dart/flutter/events.dart": {
+                    "1. Artifact Identity": {
+                        "Filename": "events.dart",
+                        "Path": "dart/flutter/events.dart",
+                        "Language": "Dart",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dart",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dart)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -10093.05,
+                        "Y": 55.64,
+                        "Z": -3522.25
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 2607,
+                        "Coding LOC": 1754,
+                        "Documentation LOC": 621,
+                        "Structural Magnitude": 4665.68,
+                        "Control Flow Ratio": "84.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.77
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "25.98%",
+                        "Error & Exception Exposure": "0.63%",
+                        "Tech Debt Exposure": "16.38%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.66%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.23%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "scheme_escape_continuation_ok",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4528,
-                            "End Line": 4536
+                            "Function Name": "copyWith",
+                            "Structural Impact": 337.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 66,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "98.5%",
+                            "Start Line": 1668,
+                            "End Line": 1718
                         },
                         {
-                            "Function Name": "scheme_prompt_runstack_boundary_start",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1063,
-                            "End Line": 1069
+                            "Function Name": "copyWith",
+                            "Structural Impact": 335.7,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 67,
+                            "Input Parameters": 23,
+                            "Control Flow Ratio": "98.5%",
+                            "Start Line": 1551,
+                            "End Line": 1601
                         },
                         {
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                         {
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 1654
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                             "Control Flow Ratio": "0.0%",
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                         {
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-                            "End Line": 7170
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                         },
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-                            "Start Line": 7541,
-                            "End Line": 7550
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+                            "Start Line": 1933,
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-                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "50.0%",
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-                            "Start Line": 2382,
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                             "Control Flow Branches": 0,
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-                            "End Line": 6453
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                             "Control Flow Branches": 0,
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                         },
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                         },
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                         {
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-                            "Start Line": 7590,
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                         },
                         {
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-                            "Start Line": 7777,
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                         {
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7834,
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7856,
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 10173,
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 10202,
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                         },
                         {
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-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1818,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9590,
-                            "End Line": 9596
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 856,
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 862,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1486,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1492,
-                            "End Line": 1496
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6564,
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                         {
-                            "Function Name": "scheme_prim_is_method",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "radiusMajor",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "scheme_has_method_property",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "radiusMinor",
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+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                         },
                         {
-                            "Function Name": "scheme_get_arity_mask",
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-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "radiusMin",
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+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2221,
-                            "End Line": 2224
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+                            "End Line": 812
                         },
                         {
-                            "Function Name": "scheme_arity",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "radiusMax",
+                            "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2905,
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                         },
                         {
-                            "Function Name": "apply_chaperone_k",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "orientation",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3706,
-                            "End Line": 3718
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                         },
                         {
-                            "Function Name": "root_prompt_tag_misuse",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "tilt",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5552,
-                            "End Line": 5555
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                         },
                         {
-                            "Function Name": "make_empty_marks",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "platformData",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 8174,
-                            "End Line": 8186
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                         },
                         {
-                            "Function Name": "scheme_current_continuation_marks",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "synthesized",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 8197,
-                            "End Line": 8200
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                         },
                         {
-                            "Function Name": "apply_lwc_k",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "viewId",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9337,
-                            "End Line": 9347
+                            "Start Line": 840,
+                            "End Line": 841
                         },
                         {
-                            "Function Name": "pre_dyn_wind",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scrollDelta",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9598,
-                            "End Line": 9601
+                            "Start Line": 1827,
+                            "End Line": 1827
                         },
                         {
-                            "Function Name": "post_dyn_wind",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scrollDelta",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9603,
-                            "End Line": 9606
+                            "Start Line": 1930,
+                            "End Line": 1931
                         },
                         {
-                            "Function Name": "scheme_get_thread_end_overflow",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "scale",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6664,
-                            "End Line": 6673
+                            "Start Line": 2042,
+                            "End Line": 2042
                         },
                         {
-                            "Function Name": "scheme_clear_prompt_cache",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "scale",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1397,
-                            "End Line": 1404
+                            "Start Line": 2130,
+                            "End Line": 2131
                         },
                         {
-                            "Function Name": "scheme_clear_escape",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "pan",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4419,
-                            "End Line": 4425
+                            "Start Line": 2223,
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                         },
                         {
-                            "Function Name": "scheme_all_current_continuation_marks",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "localPan",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 8202,
-                            "End Line": 8208
+                            "Start Line": 2226,
+                            "End Line": 2226
                         },
                         {
-                            "Function Name": "register_traversers",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "panDelta",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 10403,
-                            "End Line": 10411
+                            "Start Line": 2229,
+                            "End Line": 2229
                         },
                         {
-                            "Function Name": "scheme_init_fun_places",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "localPanDelta",
+                            "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 772,
-                            "End Line": 777
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-                        {
-                            "Function Name": "scheme_create_overflow",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1209,
-                            "End Line": 1214
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-                        {
-                            "Function Name": "scheme_make_void",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 780,
-                            "End Line": 784
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                         },
                         {
-                            "Function Name": "scheme_init_overflow",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scale",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1216,
-                            "End Line": 1219
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                         },
                         {
-                            "Function Name": "scheme_reset_overflow",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "rotation",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1221,
-                            "End Line": 1224
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                         },
                         {
-                            "Function Name": "scheme_get_milliseconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "localPan",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9975,
-                            "End Line": 9979
+                            "Start Line": 2312,
+                            "End Line": 2313
                         },
                         {
-                            "Function Name": "scheme_get_inexact_milliseconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "localPanDelta",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9981,
-                            "End Line": 9985
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                         },
                         {
-                            "Function Name": "get_inexact_monotonic_milliseconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "pan",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9987,
-                            "End Line": 9991
+                            "Start Line": 2340,
+                            "End Line": 2341
                         },
                         {
-                            "Function Name": "scheme_get_process_milliseconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "panDelta",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9993,
-                            "End Line": 9996
+                            "Start Line": 2346,
+                            "End Line": 2347
                         },
                         {
-                            "Function Name": "scheme_get_process_children_milliseconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scale",
+                            "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 9998,
-                            "End Line": 10001
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                         },
                         {
-                            "Function Name": "scheme_get_seconds",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "rotation",
+                            "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 10017,
-                            "End Line": 10020
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                         }
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 717,
-                        "Function Parameters": 613,
-                        "Function/Method Declarations": 282,
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-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 1527,
-                        "State Mutations / Variable Reassignments": 6855,
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-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 7,
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-                        "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 233,
-                        "Decorators and Annotations": 0,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 10,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 79,
-                        "Pointer Arithmetic & Addressing": 3248,
-                        "Manual Memory Allocation": 1,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 26,
-                        "Fatal Aborts & Exceptions": 14,
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-                        "Bitwise Operations": 46,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 34,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 247,
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-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 132,
-                        "Structural Space Indentations": 6521,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1318,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1294,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 24,
-                        "Design Short Vars": 342,
-                        "Design Long Vars": 11,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 56,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "mzmark_fun.inc",
-                        "mzstkchk.h",
-                        "schmach.h",
-                        "schmap.inc",
-                        "schpriv.h",
-                        "schrktio.h"
-                    ]
-                },
-                "scheme/racket/LICENSE.txt": {
-                    "1. Artifact Identity": {
-                        "Filename": "LICENSE.txt",
-                        "Path": "scheme/racket/LICENSE.txt",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Prose Extension (.txt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 10856.14,
-                        "Y": -151.86,
-                        "Z": 3828.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 193,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 155,
-                        "Structural Magnitude": 3.86,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Control Flow Branches": 954,
+                        "Sequential Logic Declarations": 182,
+                        "Function Parameters": 77,
+                        "Function/Method Declarations": 146,
+                        "Class/Entity Declarations": 51,
+                        "Defensive Programming Constructs": 705,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 31,
+                        "State Mutations / Variable Reassignments": 33,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 603,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 107,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Decorators and Annotations": 128,
+                        "Generic Type Abstractions": 8,
+                        "Collection Iterators / Comprehensions": 17,
+                        "Scientific & Mathematical Operations": 55,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 9,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -199841,18 +199658,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 16,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 5,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 102,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 134,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 1619,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -199869,14 +199686,14 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Core Var Decl": 60,
+                        "Design Camel Case": 36,
+                        "Design Snake Case": 21,
+                        "Design Pascal Case": 1,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 6,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -199885,7 +199702,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 16,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -199901,29 +199718,35 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 5,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "constants.dart",
+                        "dart:ui",
+                        "gesture_settings.dart",
+                        "package:flutter/foundation.dart",
+                        "package:vector_math/vector_math_64.dart"
+                    ]
                 },
-                "scheme/racket/cpnanopass.ss": {
+                "dart/flutter/framework.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "cpnanopass.ss",
-                        "Path": "scheme/racket/cpnanopass.ss",
-                        "Language": "Scheme",
+                        "Filename": "framework.dart",
+                        "Path": "dart/flutter/framework.dart",
+                        "Language": "Dart",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
+                        "Folder Dominant Lang": "dart",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ss)"
+                        "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 11087.36,
-                        "Y": -80.06,
-                        "Z": 2940.07
+                        "X": -9946.25,
+                        "Y": 44.93,
+                        "Z": -3214.73
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -199932,3748 +199755,3315 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 10910,
-                        "Coding LOC": 9974,
-                        "Documentation LOC": 689,
-                        "Structural Magnitude": 3054.88,
-                        "Control Flow Ratio": "56.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 7456,
+                        "Coding LOC": 3380,
+                        "Documentation LOC": 3657,
+                        "Structural Magnitude": 2011.9,
+                        "Control Flow Ratio": "68.8%",
+                        "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.404
+                        "Raw Cognitive Density": 0.538
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "19.71%",
-                        "Error & Exception Exposure": "65.49%",
-                        "Tech Debt Exposure": "10.75%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "84.25%",
-                        "Commented Logic Exposure": "5.13%",
+                        "Cognitive Load Exposure": "14.98%",
+                        "Error & Exception Exposure": "4.41%",
+                        "Tech Debt Exposure": "26.85%",
+                        "Testing Exposure": "2.45%",
+                        "API Exposure": "0.58%",
+                        "Concurrency Exposure": "26.87%",
+                        "State Flux Exposure": "30.7%",
+                        "Commented Logic Exposure": "10.73%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.85%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "build-free-ref",
-                            "Structural Impact": 260.4,
-                            "Lines of Code (LOC)": 966,
-                            "Control Flow Branches": 149,
+                            "Function Name": "updateChildren",
+                            "Structural Impact": 134.5,
+                            "Lines of Code (LOC)": 185,
+                            "Control Flow Branches": 55,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "90.2%",
+                            "Start Line": 4124,
+                            "End Line": 4308
+                        },
+                        {
+                            "Function Name": "updateChild",
+                            "Structural Impact": 56.9,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "78.1%",
+                            "Start Line": 3978,
+                            "End Line": 4075
+                        },
+                        {
+                            "Function Name": "finalizeTree",
+                            "Structural Impact": 46.4,
+                            "Lines of Code (LOC)": 108,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 3338,
+                            "End Line": 3445
+                        },
+                        {
+                            "Function Name": "inflateWidget",
+                            "Structural Impact": 37.2,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "82.6%",
+                            "Start Line": 4552,
+                            "End Line": 4602
+                        },
+                        {
+                            "Function Name": "size",
+                            "Structural Impact": 33.2,
+                            "Lines of Code (LOC)": 125,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 4916,
+                            "End Line": 5040
+                        },
+                        {
+                            "Function Name": "buildScope",
+                            "Structural Impact": 31.5,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 3055,
+                            "End Line": 3129
+                        },
+                        {
+                            "Function Name": "scheduleBuildFor",
+                            "Structural Impact": 27.1,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 16,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "61.1%",
-                            "Start Line": 2260,
-                            "End Line": 3225
+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 2936,
+                            "End Line": 2996
                         },
                         {
-                            "Function Name": "compatible-fv",
-                            "Structural Impact": 251.8,
-                            "Lines of Code (LOC)": 1156,
-                            "Control Flow Branches": 111,
+                            "Function Name": "_debugCheckCompetingAncestors",
+                            "Structural Impact": 25.7,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 6660,
+                            "End Line": 6726
+                        },
+                        {
+                            "Function Name": "dependOnInheritedElement",
+                            "Structural Impact": 23.5,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "42.0%",
-                            "Start Line": 547,
-                            "End Line": 1702
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 6049,
+                            "End Line": 6103
                         },
                         {
-                            "Function Name": "extract-trace-code",
-                            "Structural Impact": 238.4,
-                            "Lines of Code (LOC)": 1007,
-                            "Control Flow Branches": 132,
+                            "Function Name": "_retakeInactiveElement",
+                            "Structural Impact": 21.8,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4481,
+                            "End Line": 4534
+                        },
+                        {
+                            "Function Name": "setState",
+                            "Structural Impact": 21.5,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "52.2%",
-                            "Start Line": 8280,
-                            "End Line": 9286
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1159,
+                            "End Line": 1220
                         },
                         {
-                            "Function Name": "maybe-add-detour-trap-check",
-                            "Structural Impact": 229.8,
-                            "Lines of Code (LOC)": 889,
-                            "Control Flow Branches": 106,
+                            "Function Name": "_debugVerifyGlobalKeyReservation",
+                            "Structural Impact": 19.8,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3211,
+                            "End Line": 3285
+                        },
+                        {
+                            "Function Name": "_debugDescribeIncorrectParentDataType",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 1644,
+                            "End Line": 1674
+                        },
+                        {
+                            "Function Name": "mount",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.6%",
-                            "Start Line": 3960,
-                            "End Line": 4848
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4327,
+                            "End Line": 4360
                         },
                         {
-                            "Function Name": "build-attachment-get",
-                            "Structural Impact": 214.5,
-                            "Lines of Code (LOC)": 861,
-                            "Control Flow Branches": 69,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "61.6%",
-                            "Start Line": 5217,
-                            "End Line": 6077
+                            "Function Name": "rebuild",
+                            "Structural Impact": 17.6,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 5500,
+                            "End Line": 5539
                         },
                         {
-                            "Function Name": "tarjan",
-                            "Structural Impact": 188.9,
-                            "Lines of Code (LOC)": 1035,
-                            "Control Flow Branches": 96,
+                            "Function Name": "_tryRebuild",
+                            "Structural Impact": 17.3,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "49.5%",
-                            "Start Line": 1516,
-                            "End Line": 2550
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2731,
+                            "End Line": 2765
                         },
                         {
-                            "Function Name": "compute-sccs",
-                            "Structural Impact": 186.3,
-                            "Lines of Code (LOC)": 1038,
-                            "Control Flow Branches": 94,
+                            "Function Name": "_flushDirtyElements",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "49.0%",
-                            "Start Line": 1510,
-                            "End Line": 2547
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2797,
+                            "End Line": 2844
                         },
                         {
-                            "Function Name": "fp-lvalue",
-                            "Structural Impact": 32.6,
-                            "Lines of Code (LOC)": 142,
-                            "Control Flow Branches": 17,
+                            "Function Name": "markNeedsBuild",
+                            "Structural Impact": 13.7,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 5339,
+                            "End Line": 5391
+                        },
+                        {
+                            "Function Name": "performRebuild",
+                            "Structural Impact": 13.7,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 5808,
+                            "End Line": 5860
+                        },
+                        {
+                            "Function Name": "_debugVerifyIllFatedPopulation",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3287,
+                            "End Line": 3329
+                        },
+                        {
+                            "Function Name": "attachRenderObject",
+                            "Structural Impact": 13.0,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "77.3%",
-                            "Start Line": 3682,
-                            "End Line": 3823
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 6915,
+                            "End Line": 6947
                         },
                         {
-                            "Function Name": "fp-lvalue",
-                            "Structural Impact": 30.8,
-                            "Lines of Code (LOC)": 222,
-                            "Control Flow Branches": 13,
+                            "Function Name": "_updateParentData",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "65.0%",
-                            "Start Line": 3335,
-                            "End Line": 3556
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 6876,
+                            "End Line": 6903
                         },
                         {
-                            "Function Name": "maybe-drop-trap-check",
-                            "Structural Impact": 29.8,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 18,
+                            "Function Name": "add",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "72.0%",
-                            "Start Line": 3872,
-                            "End Line": 3929
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2148,
+                            "End Line": 2164
                         },
                         {
-                            "Function Name": "lpred",
-                            "Structural Impact": 14.1,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 8,
+                            "Function Name": "debugFillProperties",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 9708,
-                            "End Line": 9734
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 5264,
+                            "End Line": 5304
                         },
                         {
-                            "Function Name": "mktmp",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_findAncestorParentDataElements",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 6728,
+                            "End Line": 6781
+                        },
+                        {
+                            "Function Name": "mount",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 7269,
+                            "End Line": 7287
+                        },
+                        {
+                            "Function Name": "_findAncestorRenderObjectElement",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 6635,
+                            "End Line": 6658
+                        },
+                        {
+                            "Function Name": "findAncestorStateOfType",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 5131,
+                            "End Line": 5143
+                        },
+                        {
+                            "Function Name": "_debugReserveGlobalKeyFor",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3203,
+                            "End Line": 3209
+                        },
+                        {
+                            "Function Name": "_debugAssertElementInScope",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2767,
+                            "End Line": 2795
+                        },
+                        {
+                            "Function Name": "_dirtyElementIndexAfter",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3293,
-                            "End Line": 3297
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 2846,
+                            "End Line": 2874
                         },
                         {
-                            "Function Name": "force",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "StatefulElement",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2597,
-                            "End Line": 2597
-                        }
-                    ],
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1226,
-                        "Sequential Logic Declarations": 948,
-                        "Function Parameters": 46,
-                        "Function/Method Declarations": 46,
-                        "Class/Entity Declarations": 27,
-                        "Defensive Programming Constructs": 66,
-                        "Type/Safety Bypasses": 6,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 56,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 1172,
-                        "Commented-out Code (Dead Logic)": 10,
-                        "Structured Documentation Blocks": 15,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 947,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 353,
-                        "Scientific & Mathematical Operations": 4,
-                        "Metaprogramming & Reflection": 91,
-                        "Module Dependencies (Imports)": 11,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 23,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 90,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 256,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 45,
-                        "Explicit Type Casts": 10,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 311,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9972,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 87,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "asm-enter",
-                        "asm-module",
-                        "make-restricted-unspillable",
-                        "make-tmp",
-                        "make-unspillable",
-                        "nanopass"
-                    ]
-                },
-                "scheme/racket/io.ss": {
-                    "1. Artifact Identity": {
-                        "Filename": "io.ss",
-                        "Path": "scheme/racket/io.ss",
-                        "Language": "Scheme",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ss)"
-                    },
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-                        "X": 10503.5,
-                        "Y": -85.88,
-                        "Z": 3351.81
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
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-                        "Coding LOC": 5629,
-                        "Documentation LOC": 448,
-                        "Structural Magnitude": 557.08,
-                        "Control Flow Ratio": "67.5%",
-                        "Popularity Rank": 20,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.518
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-                        "Error & Exception Exposure": "56.49%",
-                        "Tech Debt Exposure": "9.22%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.95%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "38.28%",
-                        "Commented Logic Exposure": "4.94%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
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-                    "5. Function Analysis": [
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3779,
+                            "End Line": 3791
+                        },
+                        {
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+                        },
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                         {
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                         {
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                             "Control Flow Branches": 3,
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-                            "End Line": 1444
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                         },
                         {
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+                            "Control Flow Ratio": "80.0%",
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-                            "Start Line": 1009,
-                            "End Line": 1086
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 720,
-                            "End Line": 724
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+                            "Control Flow Branches": 3,
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                         {
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-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 9,
+                            "Function Name": "debugGetCreatorChain",
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 5223,
+                            "End Line": 5234
+                        },
+                        {
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+                            "Control Flow Branches": 4,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1983,
-                            "End Line": 1990
+                            "Start Line": 6193,
+                            "End Line": 6205
                         },
                         {
-                            "Function Name": "eof-err",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
+                            "Function Name": "updateSlotForChild",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1991,
-                            "End Line": 1997
+                            "Start Line": 4401,
+                            "End Line": 4414
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                         {
-                            "Function Name": "return",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1998,
-                            "End Line": 2004
+                            "Start Line": 4667,
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                         },
                         {
-                            "Function Name": "open-oops",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_unregisterGlobalKey",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3190,
+                            "End Line": 3201
+                        },
+                        {
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+                            "Control Flow Branches": 6,
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+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 5121,
+                            "End Line": 5129
+                        },
+                        {
+                            "Function Name": "_reportException",
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 196,
-                            "End Line": 209
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                         },
                         {
-                            "Function Name": "binary-port-read",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 727,
-                            "End Line": 734
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 5073,
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                         },
                         {
-                            "Function Name": "$textual-port-bol",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "BuildOwner",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2909,
+                            "End Line": 2910
+                        },
+                        {
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "62.5%",
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+                            "End Line": 4914
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 247,
-                            "End Line": 251
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+                            "End Line": 6008
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                         {
-                            "Function Name": "return",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1461,
-                            "End Line": 1466
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "100.0%",
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+                            "End Line": 4822
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                         {
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1431,
-                            "End Line": 1434
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+                            "Control Flow Ratio": "71.4%",
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+                            "End Line": 5170
                         },
                         {
-                            "Function Name": "position-oops",
-                            "Structural Impact": 2.5,
+                            "Function Name": "moveRenderObjectChild",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 194
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+                            "Control Flow Ratio": "100.0%",
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                         {
-                            "Function Name": "position-warning",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 124,
-                            "End Line": 124
+                            "Function Name": "toJsonMap",
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+                            "Control Flow Branches": 3,
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                         },
                         {
-                            "Function Name": "port-oops",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 174,
-                            "End Line": 177
+                            "Function Name": "_stringify",
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                         {
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 182
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-                            "Function Name": "write-oops",
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                         {
-                            "Function Name": "write-three-byte",
-                            "Structural Impact": 2.2,
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-                            "Start Line": 1868,
-                            "End Line": 1871
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 211,
-                            "End Line": 212
+                            "Function Name": "visitAncestorElements",
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "100.0%",
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                         },
                         {
-                            "Function Name": "return",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1526,
-                            "End Line": 1528
+                            "Function Name": "updateSlot",
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+                            "Control Flow Branches": 3,
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                         {
-                            "Function Name": "return",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1862,
-                            "End Line": 1864
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+                            "Control Flow Branches": 3,
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                         },
                         {
-                            "Function Name": "write-two-byte",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1865,
-                            "End Line": 1867
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                         {
-                            "Function Name": "make-fd",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "applyParentDataToChild",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 171,
-                            "End Line": 171
-                        }
-                    ],
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Exposed API / Public Exports": 20,
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-                        "UI / View Layer Components": 0,
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-                        "Decorators and Annotations": 0,
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-                        "Scientific & Mathematical Operations": 6,
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-                        "Authorship Metadata": 0,
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-                        "Pointer Arithmetic & Addressing": 0,
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-                        "Event Listeners & Subscribers": 0,
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-                        "Structural Tab Indentations": 0,
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-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 10,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 20,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 42
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "scheme/racket/schemify.rkt": {
-                    "1. Artifact Identity": {
-                        "Filename": "schemify.rkt",
-                        "Path": "scheme/racket/schemify.rkt",
-                        "Language": "Scheme",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rkt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 11406.94,
-                        "Y": -191.54,
-                        "Z": 3884.34
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1127,
-                        "Coding LOC": 954,
-                        "Documentation LOC": 156,
-                        "Structural Magnitude": 1051.08,
-                        "Control Flow Ratio": "83.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.274
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.96%",
-                        "Error & Exception Exposure": "52.31%",
-                        "Tech Debt Exposure": "27.29%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "9.69%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6194,
+                            "End Line": 6200
+                        },
                         {
-                            "Function Name": "schemify-linklet",
-                            "Structural Impact": 690.8,
-                            "Lines of Code (LOC)": 1035,
-                            "Control Flow Branches": 164,
-                            "Input Parameters": 14,
-                            "Control Flow Ratio": "83.2%",
-                            "Start Line": 33,
-                            "End Line": 1067
+                            "Function Name": "operator==",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 7427,
+                            "End Line": 7433
                         },
                         {
-                            "Function Name": "make-set-consistent-variables",
-                            "Structural Impact": 234.5,
-                            "Lines of Code (LOC)": 526,
-                            "Control Flow Branches": 84,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "77.1%",
-                            "Start Line": 462,
-                            "End Line": 987
+                            "Function Name": "doesDependOnInheritedElement",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 5068,
+                            "End Line": 5071
                         },
                         {
-                            "Function Name": "inline-struct-predicate",
-                            "Structural Impact": 29.0,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 920,
-                            "End Line": 962
+                            "Function Name": "_debugTrackElementThatWillNeedToBeRebuiltDueToGlobalKeyShenanigans",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3133,
+                            "End Line": 3142
                         },
                         {
-                            "Function Name": "inline-field-mutate",
-                            "Structural Impact": 16.8,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 966,
-                            "End Line": 987
+                            "Function Name": "_registerGlobalKey",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3178,
+                            "End Line": 3188
                         },
                         {
-                            "Function Name": "make-set-variables",
-                            "Structural Impact": 9.4,
+                            "Function Name": "describeMissingAncestor",
+                            "Structural Impact": 5.7,
                             "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 245,
-                            "End Line": 273
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3814,
+                            "End Line": 3842
                         },
                         {
-                            "Function Name": "inline-struct-constructor",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "mount",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 910,
-                            "End Line": 918
+                            "Start Line": 5788,
+                            "End Line": 5795
                         },
                         {
-                            "Function Name": "make-expr-defn",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 53,
+                            "Function Name": "insertRenderObjectChild",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 476,
-                            "End Line": 528
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 7188,
+                            "End Line": 7195
                         },
                         {
-                            "Function Name": "left-left-lambda-convert",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "_debugRemoveGlobalKeyReservationFor",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 856,
-                            "End Line": 868
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3171,
+                            "End Line": 3176
                         },
                         {
-                            "Function Name": "make-expr-defns",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "mount",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 274,
-                            "End Line": 278
+                            "Start Line": 7044,
+                            "End Line": 7050
                         },
                         {
-                            "Function Name": "merely-a-copy",
-                            "Structural Impact": 4.5,
+                            "Function Name": "toDiagnosticsNode",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5259,
+                            "End Line": 5262
+                        },
+                        {
+                            "Function Name": "_firstBuild",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5947,
+                            "End Line": 5974
+                        },
+                        {
+                            "Function Name": "toDiagnosticsNode",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 6122,
+                            "End Line": 6125
+                        },
+                        {
+                            "Function Name": "mount",
+                            "Structural Impact": 5.4,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 562,
-                            "End Line": 566
+                            "Start Line": 7112,
+                            "End Line": 7116
                         },
                         {
-                            "Function Name": "im-int-id",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_unmount",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 87,
-                            "End Line": 87
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2103,
+                            "End Line": 2119
                         },
                         {
-                            "Function Name": "im-ext-id",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "visitChildElements",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 88,
-                            "End Line": 88
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3918,
+                            "End Line": 3935
                         },
                         {
-                            "Function Name": "ex-int-id",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "lockState",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 89,
-                            "End Line": 89
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3013,
+                            "End Line": 3028
                         },
                         {
-                            "Function Name": "ex-ext-id",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "deactivateChild",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 90,
-                            "End Line": 90
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 165,
-                        "Sequential Logic Declarations": 33,
-                        "Function Parameters": 31,
-                        "Function/Method Declarations": 31,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 11,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 25,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 34,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 14,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 930,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 14,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "scheme/racket/thread.rkt": {
-                    "1. Artifact Identity": {
-                        "Filename": "thread.rkt",
-                        "Path": "scheme/racket/thread.rkt",
-                        "Language": "Scheme",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scheme",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rkt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 11587.86,
-                        "Y": -157.86,
-                        "Z": 3172.91
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1323,
-                        "Coding LOC": 994,
-                        "Documentation LOC": 177,
-                        "Structural Magnitude": 494.58,
-                        "Control Flow Ratio": "84.6%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.264
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.5%",
-                        "Error & Exception Exposure": "46.75%",
-                        "Tech Debt Exposure": "13.63%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "13.67%",
-                        "State Flux Exposure": "14.73%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4630,
+                            "End Line": 4645
+                        },
                         {
-                            "Function Name": "do-make-thread",
-                            "Structural Impact": 445.6,
-                            "Lines of Code (LOC)": 1133,
-                            "Control Flow Branches": 146,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "84.9%",
-                            "Start Line": 186,
-                            "End Line": 1318
+                            "Function Name": "forgetChild",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4700,
+                            "End Line": 4715
                         },
                         {
-                            "Function Name": "current-thread",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "_deactivateRecursively",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 170,
-                            "End Line": 179
+                            "Start Line": 2133,
+                            "End Line": 2146
                         },
                         {
-                            "Function Name": "thread-receive",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
+                            "Function Name": "_deactivateFailedChildSilently",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1217,
-                            "End Line": 1242
+                            "Start Line": 4647,
+                            "End Line": 4657
                         },
                         {
-                            "Function Name": "thread-try-receive",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
+                            "Function Name": "unmount",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1244,
-                            "End Line": 1249
+                            "Start Line": 4850,
+                            "End Line": 4866
                         },
                         {
-                            "Function Name": "thread-engine-block",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 181,
-                            "End Line": 184
+                            "Function Name": "debugFillProperties",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5699,
+                            "End Line": 5707
                         },
                         {
-                            "Function Name": "add-wakeup-callback",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1276,
-                            "End Line": 1278
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 148,
-                        "Sequential Logic Declarations": 27,
-                        "Function Parameters": 57,
-                        "Function/Method Declarations": 57,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
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-                        "Pointer Arithmetic & Addressing": 0,
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-                        "Ad-hoc Print / Debug Statements": 0,
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-                        "Resource Deallocation & Cleanup": 0,
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-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 888,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
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-                        "Ipc Rpc Bridges": 0,
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-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
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-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
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-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
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-                        "Hyperlinked Literature References": 0,
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-                        "Safety & Constraint Bypasses": 0,
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-                        "Sec Tainted Injection": 0,
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-                        "Agentic Rce": 0,
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-                "Unclassified": "100.0%"
-            },
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-                "Error & Exception Exposure": "10.57%",
-                "Tech Debt Exposure": "34.99%",
-                "Testing Exposure": "35.71%",
-                "API Exposure": "0.51%",
-                "Concurrency Exposure": "11.33%",
-                "State Flux Exposure": "33.54%",
-                "Commented Logic Exposure": "6.84%",
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-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "11.92%",
-                "Hardcoded Payload Artifacts": "0.0%"
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-                        "Path": "dart/flutter/editable_text.dart",
-                        "Language": "Dart",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dart",
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-                        "Z": -4457.97
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
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-                        "Coding LOC": 4168,
-                        "Documentation LOC": 2065,
-                        "Structural Magnitude": 2905.76,
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-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.402
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-                        "Error & Exception Exposure": "17.79%",
-                        "Tech Debt Exposure": "20.18%",
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-                        "Concurrency Exposure": "30.23%",
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-                        "Hardcoded Payload Artifacts": "0.0%"
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-                    "5. Function Analysis": [
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+                            "End Line": 7436
+                        },
+                        {
+                            "Function Name": "_NullElement",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6178,
-                            "End Line": 6178
+                            "Start Line": 7442,
+                            "End Line": 7442
                         },
                         {
-                            "Function Name": "elementIdentifier",
+                            "Function Name": "debugDoingBuild",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6212,
-                            "End Line": 6213
+                            "Start Line": 7446,
+                            "End Line": 7447
                         },
                         {
-                            "Function Name": "_EditableTextTapOutsideAction",
+                            "Function Name": "_NullWidget",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6706,
-                            "End Line": 6706
+                            "Start Line": 7451,
+                            "End Line": 7451
                         },
                         {
-                            "Function Name": "_EditableTextTapUpOutsideAction",
+                            "Function Name": "createElement",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6739,
-                            "End Line": 6739
+                            "Start Line": 7453,
+                            "End Line": 7454
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1253,
-                        "Sequential Logic Declarations": 406,
-                        "Function Parameters": 221,
-                        "Function/Method Declarations": 255,
-                        "Class/Entity Declarations": 27,
-                        "Defensive Programming Constructs": 575,
-                        "Type/Safety Bypasses": 96,
+                        "Control Flow Branches": 736,
+                        "Sequential Logic Declarations": 333,
+                        "Function Parameters": 241,
+                        "Function/Method Declarations": 331,
+                        "Class/Entity Declarations": 44,
+                        "Defensive Programming Constructs": 752,
+                        "Type/Safety Bypasses": 72,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 16,
-                        "State Mutations / Variable Reassignments": 120,
-                        "Commented-out Code (Dead Logic)": 13,
-                        "Structured Documentation Blocks": 1641,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 61,
-                        "UI / View Layer Components": 448,
-                        "Closures and Anonymous Functions": 563,
-                        "Global State Dependencies": 7,
-                        "Decorators and Annotations": 100,
-                        "Generic Type Abstractions": 114,
-                        "Collection Iterators / Comprehensions": 98,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 50,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 53,
+                        "State Mutations / Variable Reassignments": 223,
+                        "Commented-out Code (Dead Logic)": 73,
+                        "Structured Documentation Blocks": 3388,
+                        "Unit Test Assertions": 2,
+                        "Asynchronous/Concurrent Execution": 44,
+                        "UI / View Layer Components": 267,
+                        "Closures and Anonymous Functions": 536,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 231,
+                        "Generic Type Abstractions": 209,
+                        "Collection Iterators / Comprehensions": 103,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 16,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 4,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 14,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 1,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
@@ -203681,19 +203071,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Ad-hoc Print / Debug Statements": 9,
+                        "Explicit Type Casts": 33,
+                        "Fatal Aborts & Exceptions": 40,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 495,
-                        "Resource Deallocation & Cleanup": 21,
-                        "Private / Encapsulated Scopes": 1046,
+                        "Bitwise Operations": 24,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 178,
+                        "Resource Deallocation & Cleanup": 12,
+                        "Private / Encapsulated Scopes": 758,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 4052,
+                        "Structural Space Indentations": 3253,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -203701,7 +203091,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 5,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -203710,23 +203100,23 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 454,
-                        "Design Camel Case": 225,
-                        "Design Snake Case": 86,
-                        "Design Pascal Case": 3,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 61,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 24,
+                        "Core Var Decl": 336,
+                        "Design Camel Case": 111,
+                        "Design Snake Case": 149,
+                        "Design Pascal Case": 8,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 5,
+                        "Design Long Vars": 24,
+                        "Duplicate Logic": 10,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
+                        "High-Entropy / Obfuscated Logic": 2,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 43,
+                        "Dynamic Code Execution (Eval/Exec)": 262,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -203742,67 +203132,28 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 49,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 10,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "_web_browser_detection_io.dart",
-                        "actions.dart",
-                        "app_lifecycle_listener.dart",
-                        "autofill.dart",
-                        "automatic_keep_alive.dart",
-                        "basic.dart",
                         "binding.dart",
-                        "constants.dart",
-                        "context_menu_button_item.dart",
                         "dart:async",
-                        "dart:math",
-                        "dart:ui",
+                        "dart:collection",
                         "debug.dart",
-                        "default_selection_style.dart",
-                        "default_text_editing_shortcuts.dart",
                         "focus_manager.dart",
-                        "focus_scope.dart",
-                        "focus_traversal.dart",
-                        "framework.dart",
-                        "localizations.dart",
-                        "magnifier.dart",
-                        "media_query.dart",
+                        "inherited_model.dart",
                         "notification_listener.dart",
-                        "package:characters/characters.dart",
                         "package:flutter/foundation.dart",
-                        "package:flutter/gestures.dart",
                         "package:flutter/rendering.dart",
-                        "package:flutter/scheduler.dart",
-                        "package:flutter/services.dart",
-                        "scroll_configuration.dart",
-                        "scroll_controller.dart",
-                        "scroll_notification.dart",
-                        "scroll_notification_observer.dart",
-                        "scroll_physics.dart",
-                        "scroll_position.dart",
-                        "scrollable.dart",
-                        "scrollable_helpers.dart",
-                        "shortcuts.dart",
-                        "size_changed_layout_notifier.dart",
-                        "spell_check.dart",
-                        "tap_region.dart",
-                        "text.dart",
-                        "text_editing_intents.dart",
-                        "text_selection.dart",
-                        "text_selection_toolbar_anchors.dart",
-                        "ticker_provider.dart",
-                        "undo_history.dart",
-                        "view.dart",
-                        "widget_span.dart"
+                        "widget_inspector.dart"
                     ]
                 },
-                "dart/flutter/events.dart": {
+                "dart/flutter/navigator.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "events.dart",
-                        "Path": "dart/flutter/events.dart",
+                        "Filename": "navigator.dart",
+                        "Path": "dart/flutter/navigator.dart",
                         "Language": "Dart",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -203812,9 +203163,9 @@
                         "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10094.91,
-                        "Y": 55.64,
-                        "Z": -3522.98
+                        "X": -9232.63,
+                        "Y": 186.37,
+                        "Z": -4013.97
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -203823,26 +203174,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2607,
-                        "Coding LOC": 1754,
-                        "Documentation LOC": 621,
-                        "Structural Magnitude": 4664.68,
-                        "Control Flow Ratio": "84.0%",
+                        "Total LOC": 6451,
+                        "Coding LOC": 3075,
+                        "Documentation LOC": 2965,
+                        "Structural Magnitude": 2053.5,
+                        "Control Flow Ratio": "70.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.77
+                        "Raw Cognitive Density": 0.427
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.98%",
-                        "Error & Exception Exposure": "0.63%",
-                        "Tech Debt Exposure": "16.38%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.6%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "5.23%",
+                        "Cognitive Load Exposure": "10.78%",
+                        "Error & Exception Exposure": "7.9%",
+                        "Tech Debt Exposure": "17.7%",
+                        "Testing Exposure": "2.5%",
+                        "API Exposure": "0.15%",
+                        "Concurrency Exposure": "22.24%",
+                        "State Flux Exposure": "22.29%",
+                        "Commented Logic Exposure": "10.44%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -203851,1525 +203202,2795 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 337.6,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 66,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "98.5%",
-                            "Start Line": 1668,
-                            "End Line": 1718
+                            "Function Name": "_flushHistoryUpdates",
+                            "Structural Impact": 110.3,
+                            "Lines of Code (LOC)": 169,
+                            "Control Flow Branches": 71,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "97.3%",
+                            "Start Line": 4423,
+                            "End Line": 4591
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 335.7,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 67,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "98.5%",
-                            "Start Line": 1551,
-                            "End Line": 1601
+                            "Function Name": "_updatePages",
+                            "Structural Impact": 66.5,
+                            "Lines of Code (LOC)": 289,
+                            "Control Flow Branches": 51,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "77.3%",
+                            "Start Line": 4131,
+                            "End Line": 4419
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 325.8,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 65,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "98.5%",
-                            "Start Line": 1033,
-                            "End Line": 1082
+                            "Function Name": "resolve",
+                            "Structural Impact": 47.2,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "91.3%",
+                            "Start Line": 1186,
+                            "End Line": 1249
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 325.8,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 65,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "98.5%",
-                            "Start Line": 1149,
-                            "End Line": 1198
+                            "Function Name": "update",
+                            "Structural Impact": 45.9,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "90.6%",
+                            "Start Line": 6101,
+                            "End Line": 6169
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 325.8,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 65,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "98.5%",
-                            "Start Line": 1297,
-                            "End Line": 1346
+                            "Function Name": "handlePush",
+                            "Structural Impact": 43.2,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "89.5%",
+                            "Start Line": 3222,
+                            "End Line": 3280
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 316.0,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 63,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "98.4%",
-                            "Start Line": 1443,
-                            "End Line": 1491
+                            "Function Name": "_routeNamed",
+                            "Structural Impact": 39.0,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "68.0%",
+                            "Start Line": 4660,
+                            "End Line": 4720
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 316.0,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 63,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "98.4%",
-                            "Start Line": 2458,
-                            "End Line": 2506
+                            "Function Name": "_transition",
+                            "Structural Impact": 31.6,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 1020,
+                            "End Line": 1092
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 270.6,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 48,
-                            "Input Parameters": 29,
-                            "Control Flow Ratio": "98.0%",
-                            "Start Line": 2240,
-                            "End Line": 2284
+                            "Function Name": "handleExitingRoute",
+                            "Structural Impact": 27.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 1196,
+                            "End Line": 1231
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 266.7,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 53,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "98.1%",
-                            "Start Line": 845,
-                            "End Line": 888
+                            "Function Name": "defaultGenerateInitialRoutes",
+                            "Structural Impact": 27.7,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "61.9%",
+                            "Start Line": 2987,
+                            "End Line": 3055
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 237.2,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 47,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "97.9%",
-                            "Start Line": 941,
-                            "End Line": 981
+                            "Function Name": "restoreState",
+                            "Structural Impact": 24.5,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 3838,
+                            "End Line": 3911
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 196.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 38,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "97.4%",
-                            "Start Line": 1829,
-                            "End Line": 1866
+                            "Function Name": "_finalizeEntry",
+                            "Structural Impact": 23.1,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6171,
+                            "End Line": 6185
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 196.8,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 38,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "97.4%",
-                            "Start Line": 2044,
-                            "End Line": 2080
+                            "Function Name": "popUntilWithResult",
+                            "Structural Impact": 21.9,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 5666,
+                            "End Line": 5687
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 178.1,
+                            "Function Name": "maybePop",
+                            "Structural Impact": 20.1,
                             "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 35,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "97.2%",
-                            "Start Line": 1952,
-                            "End Line": 1986
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 5545,
+                            "End Line": 5579
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 173.2,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 34,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "97.1%",
-                            "Start Line": 2138,
-                            "End Line": 2172
+                            "Function Name": "_updateHeroController",
+                            "Structural Impact": 19.5,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 3961,
+                            "End Line": 4011
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 173.2,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 34,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "97.1%",
-                            "Start Line": 2374,
-                            "End Line": 2408
+                            "Function Name": "of",
+                            "Structural Impact": 18.4,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 2917,
+                            "End Line": 2938
                         },
                         {
-                            "Function Name": "copyWith",
-                            "Structural Impact": 118.8,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 23,
-                            "Input Parameters": 23,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 549,
-                            "End Line": 573
+                            "Function Name": "restoreEntriesForPage",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 6212,
+                            "End Line": 6227
                         },
                         {
-                            "Function Name": "computeHitSlop",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 11,
+                            "Function Name": "maybeOf",
+                            "Structural Impact": 17.8,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 2552,
-                            "End Line": 2563
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 2962,
+                            "End Line": 2971
                         },
                         {
-                            "Function Name": "computePanSlop",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 2566,
-                            "End Line": 2577
+                            "Function Name": "_flushRouteAnnouncement",
+                            "Structural Impact": 17.5,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4610,
+                            "End Line": 4639
                         },
                         {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4982,
+                            "End Line": 4999
+                        },
+                        {
+                            "Function Name": "didStartUserGesture",
+                            "Structural Impact": 6.8,
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5826,
+                            "End Line": 5842
+                        },
+                        {
+                            "Function Name": "of",
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+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 873,
+                            "End Line": 891
+                        },
+                        {
+                            "Function Name": "restorationId",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 3191,
+                            "End Line": 3202
+                        },
+                        {
+                            "Function Name": "_replaceEntry",
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+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 5391,
+                            "End Line": 5419
+                        },
+                        {
+                            "Function Name": "_debugCheckPageApiParameters",
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+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3771,
+                            "End Line": 3799
+                        },
+                        {
+                            "Function Name": "restorablePushNamed",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1957,
+                            "End Line": 1964
+                        },
+                        {
+                            "Function Name": "restorablePush",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2343,
+                            "End Line": 2350
+                        },
+                        {
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2494,
+                            "End Line": 2501
+                        },
+                        {
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2816,
+                            "End Line": 2823
+                        },
+                        {
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                             "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2888,
+                            "End Line": 2895
+                        },
+                        {
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 580,
-                            "End Line": 587
+                            "Start Line": 5211,
+                            "End Line": 5234
                         },
                         {
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-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "_hookOntoRouteFuture",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 6413,
+                            "End Line": 6426
+                        },
+                        {
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+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1167,
+                            "End Line": 1171
+                        },
+                        {
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2855,
+                            "End Line": 2858
+                        },
+                        {
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3577,
+                            "End Line": 3587
+                        },
+                        {
+                            "Function Name": "didToggleBucket",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3913,
+                            "End Line": 3922
+                        },
+                        {
+                            "Function Name": "restorablePush",
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+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5057,
+                            "End Line": 5077
+                        },
+                        {
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 5651,
+                            "End Line": 5660
+                        },
+                        {
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5970,
+                            "End Line": 5974
+                        },
+                        {
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 5886,
+                            "End Line": 5893
+                        },
+                        {
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+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 180,
+                            "End Line": 180
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+                        {
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 478,
+                            "End Line": 482
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+                        {
+                            "Function Name": "maybeOf",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 854,
+                            "End Line": 858
+                        },
+                        {
+                            "Function Name": "restorablePushNamed",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4770,
+                            "End Line": 4783
+                        },
+                        {
+                            "Function Name": "_getRouteById",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 5796,
+                            "End Line": 5800
+                        },
+                        {
+                            "Function Name": "hasActiveRouteBelow",
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 615,
+                            "End Line": 629
+                        },
+                        {
+                            "Function Name": "_cancelActivePointers",
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+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5868,
+                            "End Line": 5883
+                        },
+                        {
+                            "Function Name": "pushAndRemoveUntil",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5262,
+                            "End Line": 5271
+                        },
+                        {
+                            "Function Name": "didAdd",
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+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 285,
+                            "End Line": 314
+                        },
+                        {
+                            "Function Name": "popDisposition",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 382,
+                            "End Line": 390
+                        },
+                        {
+                            "Function Name": "onPopInvokedWithResult",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 410,
+                            "End Line": 416
+                        },
+                        {
+                            "Function Name": "_getIndexBefore",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4646,
+                            "End Line": 4651
+                        },
+                        {
+                            "Function Name": "push",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2308,
+                            "End Line": 2311
+                        },
+                        {
+                            "Function Name": "maybePop",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2725,
+                            "End Line": 2728
+                        },
+                        {
+                            "Function Name": "pop",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2775,
+                            "End Line": 2778
+                        },
+                        {
+                            "Function Name": "_getRouteBefore",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4641,
+                            "End Line": 4644
+                        },
+                        {
+                            "Function Name": "isActive",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 640,
+                            "End Line": 643
+                        },
+                        {
+                            "Function Name": "didReplace",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 794,
+                            "End Line": 794
+                        },
+                        {
+                            "Function Name": "Navigator",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 0,
                             "Input Parameters": 16,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 897,
-                            "End Line": 914
+                            "Start Line": 1565,
+                            "End Line": 1586
                         },
                         {
-                            "Function Name": "PointerPanZoomUpdateEvent",
-                            "Structural Impact": 4.1,
+                            "Function Name": "_flushObserverNotifications",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4593,
+                            "End Line": 4608
+                        },
+                        {
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 5516,
+                            "End Line": 5531
+                        },
+                        {
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3204,
+                            "End Line": 3213
+                        },
+                        {
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                             "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2296,
-                            "End Line": 2308
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4062,
+                            "End Line": 4074
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                         {
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-                            "Structural Impact": 3.3,
+                            "Function Name": "_updateSettings",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 223,
+                            "End Line": 230
+                        },
+                        {
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 584,
+                            "End Line": 595
+                        },
+                        {
+                            "Function Name": "isFirst",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 601,
+                            "End Line": 612
+                        },
+                        {
+                            "Function Name": "complete",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3400,
+                            "End Line": 3409
+                        },
+                        {
+                            "Function Name": "shouldAnnounceChangeToNext",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3511,
+                            "End Line": 3516
+                        },
+                        {
+                            "Function Name": "push",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 5026,
+                            "End Line": 5030
+                        },
+                        {
+                            "Function Name": "initWithValue",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6376,
+                            "End Line": 6381
+                        },
+                        {
+                            "Function Name": "replace",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2567,
+                            "End Line": 2574
+                        },
+                        {
+                            "Function Name": "replaceRouteBelow",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2633,
+                            "End Line": 2640
+                        },
+                        {
+                            "Function Name": "canPop",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2689,
+                            "End Line": 2692
+                        },
+                        {
+                            "Function Name": "restorationEnabled",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3590,
+                            "End Line": 3593
+                        },
+                        {
+                            "Function Name": "initWithValue",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6247,
+                            "End Line": 6250
+                        },
+                        {
+                            "Function Name": "_RestorationInformation.named",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5965,
+                            "End Line": 5969
+                        },
+                        {
+                            "Function Name": "replaceRouteBelow",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5432,
+                            "End Line": 5443
+                        },
+                        {
+                            "Function Name": "toRouteEntry",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6007,
+                            "End Line": 6018
+                        },
+                        {
+                            "Function Name": "didAdd",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3376,
+                            "End Line": 3386
+                        },
+                        {
+                            "Function Name": "replace",
+                            "Structural Impact": 3.9,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1795,
-                            "End Line": 1803
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5348,
+                            "End Line": 5356
                         },
                         {
-                            "Function Name": "PointerScaleEvent",
-                            "Structural Impact": 3.3,
+                            "Function Name": "handleAdd",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3215,
+                            "End Line": 3220
+                        },
+                        {
+                            "Function Name": "pop",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3390,
+                            "End Line": 3395
+                        },
+                        {
+                            "Function Name": "didPush",
+                            "Structural Impact": 3.5,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2097,
-                            "End Line": 2105
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 268,
+                            "End Line": 276
                         },
                         {
-                            "Function Name": "PointerPanZoomStartEvent",
-                            "Structural Impact": 3.3,
+                            "Function Name": "_defaultPopInvokedHandler",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 696,
+                            "End Line": 696
+                        },
+                        {
+                            "Function Name": "didPush",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 774,
+                            "End Line": 774
+                        },
+                        {
+                            "Function Name": "didPop",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 780,
+                            "End Line": 780
+                        },
+                        {
+                            "Function Name": "didRemove",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 791,
+                            "End Line": 791
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+                            "Start Line": 426,
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                         {
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-                            "Start Line": 763,
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                         {
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                         },
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                             "Control Flow Branches": 0,
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                             "Control Flow Branches": 0,
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+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3706,
+                            "End Line": 3709
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+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5999,
+                            "End Line": 6002
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+                        {
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+                            "Start Line": 6408,
+                            "End Line": 6411
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+                        {
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 6449
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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+                            "Start Line": 203,
+                            "End Line": 203
                         },
                         {
-                            "Function Name": "radiusMinor",
+                            "Function Name": "overlayEntries",
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-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 808,
-                            "End Line": 809
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+                            "End Line": 247
                         },
                         {
-                            "Function Name": "radiusMin",
+                            "Function Name": "install",
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-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 812
+                            "Start Line": 255,
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                         },
                         {
-                            "Function Name": "radiusMax",
+                            "Function Name": "willHandlePopInternally",
                             "Structural Impact": 1.1,
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 814,
-                            "End Line": 815
+                            "Start Line": 419,
+                            "End Line": 419
                         },
                         {
-                            "Function Name": "orientation",
+                            "Function Name": "changedInternalState",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 817,
-                            "End Line": 818
+                            "Start Line": 530,
+                            "End Line": 532
                         },
                         {
-                            "Function Name": "tilt",
+                            "Function Name": "changedExternalState",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 820,
-                            "End Line": 821
+                            "Start Line": 557,
+                            "End Line": 559
                         },
                         {
-                            "Function Name": "platformData",
+                            "Function Name": "toString",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 823,
-                            "End Line": 824
+                            "Start Line": 750,
+                            "End Line": 751
                         },
                         {
-                            "Function Name": "synthesized",
+                            "Function Name": "didStopUserGesture",
                             "Structural Impact": 1.1,
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 826,
-                            "End Line": 827
+                            "Start Line": 816,
+                            "End Line": 816
                         },
                         {
-                            "Function Name": "viewId",
+                            "Function Name": "route",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 840,
-                            "End Line": 841
+                            "Start Line": 903,
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                         },
                         {
-                            "Function Name": "scrollDelta",
+                            "Function Name": "isWaitingForEnteringDecision",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1827,
-                            "End Line": 1827
+                            "Start Line": 910,
+                            "End Line": 910
                         },
                         {
-                            "Function Name": "scrollDelta",
+                            "Function Name": "isWaitingForExitingDecision",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 917,
+                            "End Line": 917
+                        },
+                        {
+                            "Function Name": "markForPush",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 924,
+                            "End Line": 924
+                        },
+                        {
+                            "Function Name": "markForAdd",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 931,
+                            "End Line": 931
+                        },
+                        {
+                            "Function Name": "TransitionDelegate",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1018,
+                            "End Line": 1018
+                        },
+                        {
+                            "Function Name": "DefaultTransitionDelegate",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1184,
+                            "End Line": 1184
+                        },
+                        {
+                            "Function Name": "createState",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1930,
-                            "End Line": 1931
+                            "Start Line": 3057,
+                            "End Line": 3058
                         },
                         {
-                            "Function Name": "scale",
+                            "Function Name": "_RoutePlaceholder",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2042,
-                            "End Line": 2042
+                            "Start Line": 3144,
+                            "End Line": 3144
                         },
                         {
-                            "Function Name": "scale",
+                            "Function Name": "isPresentForRestoration",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3499,
+                            "End Line": 3499
+                        },
+                        {
+                            "Function Name": "isWaitingForEnteringDecision",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2130,
-                            "End Line": 2131
+                            "Start Line": 3527,
+                            "End Line": 3528
                         },
                         {
-                            "Function Name": "pan",
+                            "Function Name": "isWaitingForExitingDecision",
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+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3530,
+                            "End Line": 3531
+                        },
+                        {
+                            "Function Name": "markNeedsExitingDecision",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2223,
-                            "End Line": 2223
+                            "Start Line": 3534,
+                            "End Line": 3534
                         },
                         {
-                            "Function Name": "localPan",
+                            "Function Name": "restorationEnabled",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2226
+                            "Start Line": 3589,
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                         },
                         {
-                            "Function Name": "panDelta",
+                            "Function Name": "_usingPagesAPI",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2229
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                         },
                         {
-                            "Function Name": "localPanDelta",
+                            "Function Name": "_nextPagelessRestorationScopeId",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2232
+                            "Start Line": 3836,
+                            "End Line": 3836
                         },
                         {
-                            "Function Name": "scale",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2235
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+                            "End Line": 5802
                         },
                         {
-                            "Function Name": "rotation",
+                            "Function Name": "userGestureInProgress",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2238,
-                            "End Line": 2238
+                            "Start Line": 5816,
+                            "End Line": 5816
                         },
                         {
-                            "Function Name": "localPan",
+                            "Function Name": "restorationScopeId",
                             "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2312,
-                            "End Line": 2313
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+                            "End Line": 5989
                         },
                         {
-                            "Function Name": "localPanDelta",
+                            "Function Name": "isRestorable",
                             "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 2317
+                            "Start Line": 5992,
+                            "End Line": 5992
                         },
                         {
-                            "Function Name": "pan",
+                            "Function Name": "isRestorable",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2340,
-                            "End Line": 2341
+                            "Start Line": 6070,
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                         },
                         {
-                            "Function Name": "panDelta",
+                            "Function Name": "hasData",
                             "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2346,
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                         },
                         {
-                            "Function Name": "scale",
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                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2357,
-                            "End Line": 2358
+                            "Start Line": 6257,
+                            "End Line": 6258
                         },
                         {
-                            "Function Name": "rotation",
+                            "Function Name": "isPresent",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2360,
-                            "End Line": 2361
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                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 182,
-                        "Function Parameters": 77,
-                        "Function/Method Declarations": 146,
-                        "Class/Entity Declarations": 51,
-                        "Defensive Programming Constructs": 705,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 798,
+                        "Sequential Logic Declarations": 340,
+                        "Function Parameters": 218,
+                        "Function/Method Declarations": 276,
+                        "Class/Entity Declarations": 27,
+                        "Defensive Programming Constructs": 688,
+                        "Type/Safety Bypasses": 146,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 30,
-                        "State Mutations / Variable Reassignments": 33,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 603,
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-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 107,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 128,
-                        "Generic Type Abstractions": 8,
-                        "Collection Iterators / Comprehensions": 17,
-                        "Scientific & Mathematical Operations": 55,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 19,
+                        "State Mutations / Variable Reassignments": 205,
+                        "Commented-out Code (Dead Logic)": 61,
+                        "Structured Documentation Blocks": 2651,
+                        "Unit Test Assertions": 6,
+                        "Asynchronous/Concurrent Execution": 35,
+                        "UI / View Layer Components": 86,
+                        "Closures and Anonymous Functions": 479,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 138,
+                        "Generic Type Abstractions": 258,
+                        "Collection Iterators / Comprehensions": 70,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 9,
+                        "Module Dependencies (Imports)": 22,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 7,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Server-Side Rendering Contexts": 1,
+                        "Event Publishers / Emitters": 13,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
+                        "Structured Telemetry & Logging": 1,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 16,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 20,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 102,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 134,
+                        "Bitwise Operations": 23,
+                        "Thread Synchronization Locks": 4,
+                        "Immutable Data Declarations": 233,
+                        "Resource Deallocation & Cleanup": 15,
+                        "Private / Encapsulated Scopes": 874,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1619,
+                        "Structural Space Indentations": 2981,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
+                        "Serialization Parsing": 1,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -205378,23 +205999,23 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 60,
-                        "Design Camel Case": 36,
-                        "Design Snake Case": 21,
-                        "Design Pascal Case": 1,
+                        "Core Var Decl": 348,
+                        "Design Camel Case": 168,
+                        "Design Snake Case": 107,
+                        "Design Pascal Case": 8,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 1,
-                        "Duplicate Logic": 6,
-                        "Orphaned Logic": 0,
+                        "Design Long Vars": 25,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 16,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 2,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 16,
+                        "Dynamic Code Execution (Eval/Exec)": 217,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -205410,23 +206031,40 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
+                        "Direct Upstream (Fragility)": 22,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "constants.dart",
+                        "basic.dart",
+                        "binding.dart",
+                        "dart:async",
+                        "dart:collection",
+                        "dart:convert",
+                        "dart:developer",
                         "dart:ui",
-                        "gesture_settings.dart",
+                        "focus_manager.dart",
+                        "focus_scope.dart",
+                        "focus_traversal.dart",
+                        "framework.dart",
+                        "heroes.dart",
+                        "notification_listener.dart",
+                        "overlay.dart",
                         "package:flutter/foundation.dart",
-                        "package:vector_math/vector_math_64.dart"
+                        "package:flutter/rendering.dart",
+                        "package:flutter/scheduler.dart",
+                        "package:flutter/services.dart",
+                        "restoration.dart",
+                        "restoration_properties.dart",
+                        "routes.dart",
+                        "ticker_provider.dart"
                     ]
                 },
-                "dart/flutter/framework.dart": {
+                "dart/flutter/object.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "framework.dart",
-                        "Path": "dart/flutter/framework.dart",
+                        "Filename": "object.dart",
+                        "Path": "dart/flutter/object.dart",
                         "Language": "Dart",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -205436,9 +206074,9 @@
                         "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9948.15,
-                        "Y": 44.9,
-                        "Z": -3215.27
+                        "X": -10318.61,
+                        "Y": 79.92,
+                        "Z": -3908.01
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -205447,26 +206085,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 7456,
-                        "Coding LOC": 3380,
-                        "Documentation LOC": 3657,
-                        "Structural Magnitude": 2037.9,
-                        "Control Flow Ratio": "68.8%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 6760,
+                        "Coding LOC": 3910,
+                        "Documentation LOC": 2382,
+                        "Structural Magnitude": 2304.5,
+                        "Control Flow Ratio": "75.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.538
+                        "Raw Cognitive Density": 0.558
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.98%",
-                        "Error & Exception Exposure": "4.41%",
-                        "Tech Debt Exposure": "26.85%",
-                        "Testing Exposure": "2.45%",
-                        "API Exposure": "0.93%",
-                        "Concurrency Exposure": "26.87%",
-                        "State Flux Exposure": "30.7%",
-                        "Commented Logic Exposure": "10.73%",
+                        "Cognitive Load Exposure": "15.85%",
+                        "Error & Exception Exposure": "16.11%",
+                        "Tech Debt Exposure": "42.47%",
+                        "Testing Exposure": "2.48%",
+                        "API Exposure": "0.1%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "31.91%",
+                        "Commented Logic Exposure": "5.45%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -205475,1354 +206113,1294 @@
                     },
                     "5. Function Analysis": [
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-                            "Control Flow Branches": 25,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "78.1%",
-                            "Start Line": 3978,
-                            "End Line": 4075
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+                            "Control Flow Ratio": "100.0%",
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                         {
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-                            "Start Line": 3338,
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                         {
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                             "Input Parameters": 2,
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                         {
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-                            "Control Flow Ratio": "66.7%",
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-                            "Start Line": 1644,
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "95.2%",
+                            "Start Line": 6409,
+                            "End Line": 6479
+                        },
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-                            "Start Line": 5500,
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+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 665,
+                            "End Line": 696
+                        },
+                        {
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+                            "Control Flow Branches": 7,
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+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 616,
+                            "End Line": 642
+                        },
+                        {
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+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 717,
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+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 571,
+                            "End Line": 595
+                        },
+                        {
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2731,
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                         {
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-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 9,
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+                            "Control Flow Branches": 12,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 2797,
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+                            "Start Line": 5618,
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                         {
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+                            "Function Name": "flushPaint",
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 5339,
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+                            "Control Flow Ratio": "78.9%",
+                            "Start Line": 1293,
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                         {
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+                            "Control Flow Branches": 6,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 788,
+                            "End Line": 816
+                        },
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 5808,
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+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1137,
+                            "End Line": 1204
                         },
                         {
-                            "Function Name": "_debugVerifyIllFatedPopulation",
-                            "Structural Impact": 13.2,
+                            "Function Name": "_insertIntoChildList",
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                             "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 10,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4436,
+                            "End Line": 4478
+                        },
+                        {
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
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+                            "Control Flow Ratio": "82.4%",
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                         {
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-                            "Control Flow Branches": 7,
+                            "Function Name": "_marksConflictsInMergeGroup",
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+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 6481,
+                            "End Line": 6505
+                        },
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+                            "Control Flow Branches": 13,
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+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 3315,
+                            "End Line": 3356
+                        },
+                        {
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+                            "Control Flow Branches": 9,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 6915,
-                            "End Line": 6947
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6529,
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                         },
                         {
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-                            "Control Flow Branches": 7,
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+                            "Control Flow Branches": 9,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 6876,
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+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 6087,
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                         {
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+                            "Function Name": "_compositeChild",
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                             "Control Flow Branches": 7,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2148,
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+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 269,
+                            "End Line": 292
                         },
                         {
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-                            "Lines of Code (LOC)": 41,
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+                            "Control Flow Branches": 9,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 5264,
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                         },
                         {
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+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 6741,
+                            "End Line": 6746
+                        },
+                        {
+                            "Function Name": "attach",
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                             "Control Flow Branches": 8,
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-                            "Control Flow Ratio": "66.7%",
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2465,
+                            "End Line": 2492
                         },
                         {
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+                            "Function Name": "showOnScreen",
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                             "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 7269,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 4118,
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                         },
                         {
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-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 9,
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 6635,
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+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 2649,
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                         {
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-                            "Control Flow Branches": 9,
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                             "Input Parameters": 0,
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+                            "Control Flow Ratio": "100.0%",
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                         {
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-                            "Structural Impact": 10.3,
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+                            "Function Name": "_updateCompositingBits",
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+                            "Control Flow Branches": 10,
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3217,
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+                        },
+                        {
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                             "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
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+                            "Control Flow Ratio": "62.5%",
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                         },
                         {
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-                            "Structural Impact": 10.1,
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+                            "Function Name": "pushLayer",
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                             "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2767,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 504,
+                            "End Line": 524
                         },
                         {
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-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 29,
+                            "Function Name": "paintChild",
+                            "Structural Impact": 11.3,
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                             "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 249,
+                            "End Line": 267
+                        },
+                        {
+                            "Function Name": "_getTagsForChildren",
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 5920,
+                            "End Line": 5936
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+                        {
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+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6248,
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                         {
-                            "Function Name": "StatefulElement",
-                            "Structural Impact": 9.8,
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-                            "Control Flow Branches": 5,
+                            "Function Name": "sendSemanticsEvent",
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                         {
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@@ -206831,668 +207409,878 @@
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                         {
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-                            "Function Name": "build",
+                            "Function Name": "excludeSemantics",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5930,
-                            "End Line": 5931
+                            "Start Line": 4815,
+                            "End Line": 4815
                         },
                         {
-                            "Function Name": "state",
+                            "Function Name": "blockUserActions",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5938,
-                            "End Line": 5938
+                            "Start Line": 4830,
+                            "End Line": 4830
                         },
                         {
-                            "Function Name": "build",
+                            "Function Name": "owner",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6139,
-                            "End Line": 6140
+                            "Start Line": 5422,
+                            "End Line": 5422
                         },
                         {
-                            "Function Name": "debugDoingBuild",
+                            "Function Name": "owner",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6630,
-                            "End Line": 6631
+                            "Start Line": 5576,
+                            "End Line": 5577
                         },
                         {
-                            "Function Name": "toString",
+                            "Function Name": "isRoot",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7381,
-                            "End Line": 7382
-                        },
-                        {
-                            "Function Name": "hashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7435,
-                            "End Line": 7436
-                        },
-                        {
-                            "Function Name": "_NullElement",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7442,
-                            "End Line": 7442
-                        },
-                        {
-                            "Function Name": "debugDoingBuild",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7446,
-                            "End Line": 7447
-                        },
-                        {
-                            "Function Name": "_NullWidget",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7451,
-                            "End Line": 7451
-                        },
-                        {
-                            "Function Name": "createElement",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7453,
-                            "End Line": 7454
+                            "Start Line": 5668,
+                            "End Line": 5668
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 736,
-                        "Sequential Logic Declarations": 333,
+                        "Control Flow Branches": 1031,
+                        "Sequential Logic Declarations": 335,
                         "Function Parameters": 241,
-                        "Function/Method Declarations": 331,
-                        "Class/Entity Declarations": 44,
-                        "Defensive Programming Constructs": 752,
-                        "Type/Safety Bypasses": 72,
+                        "Function/Method Declarations": 311,
+                        "Class/Entity Declarations": 20,
+                        "Defensive Programming Constructs": 708,
+                        "Type/Safety Bypasses": 159,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 79,
-                        "State Mutations / Variable Reassignments": 223,
-                        "Commented-out Code (Dead Logic)": 73,
-                        "Structured Documentation Blocks": 3388,
-                        "Unit Test Assertions": 2,
-                        "Asynchronous/Concurrent Execution": 44,
-                        "UI / View Layer Components": 267,
-                        "Closures and Anonymous Functions": 536,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 17,
+                        "State Mutations / Variable Reassignments": 277,
+                        "Commented-out Code (Dead Logic)": 11,
+                        "Structured Documentation Blocks": 2033,
+                        "Unit Test Assertions": 14,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 10,
+                        "Closures and Anonymous Functions": 736,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 231,
-                        "Generic Type Abstractions": 209,
-                        "Collection Iterators / Comprehensions": 103,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 16,
+                        "Decorators and Annotations": 89,
+                        "Generic Type Abstractions": 118,
+                        "Collection Iterators / Comprehensions": 115,
+                        "Scientific & Mathematical Operations": 16,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 13,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 14,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 16,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 1,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
@@ -208763,26 +209141,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 9,
-                        "Explicit Type Casts": 33,
-                        "Fatal Aborts & Exceptions": 40,
+                        "Ad-hoc Print / Debug Statements": 4,
+                        "Explicit Type Casts": 26,
+                        "Fatal Aborts & Exceptions": 12,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 24,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 178,
-                        "Resource Deallocation & Cleanup": 12,
-                        "Private / Encapsulated Scopes": 758,
+                        "Bitwise Operations": 12,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 233,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 1142,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3253,
+                        "Structural Space Indentations": 3841,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -208792,23 +209170,23 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 336,
-                        "Design Camel Case": 111,
-                        "Design Snake Case": 149,
-                        "Design Pascal Case": 8,
+                        "Core Var Decl": 502,
+                        "Design Camel Case": 205,
+                        "Design Snake Case": 137,
+                        "Design Pascal Case": 3,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 5,
-                        "Design Long Vars": 24,
-                        "Duplicate Logic": 10,
-                        "Orphaned Logic": 0,
+                        "Design Short Vars": 7,
+                        "Design Long Vars": 63,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 44,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 2,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 262,
+                        "Dynamic Code Execution (Eval/Exec)": 271,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -208825,27 +209203,27 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
                         "binding.dart",
-                        "dart:async",
-                        "dart:collection",
+                        "dart:ui",
                         "debug.dart",
-                        "focus_manager.dart",
-                        "inherited_model.dart",
-                        "notification_listener.dart",
+                        "layer.dart",
+                        "package:flutter/animation.dart",
                         "package:flutter/foundation.dart",
-                        "package:flutter/rendering.dart",
-                        "widget_inspector.dart"
+                        "package:flutter/gestures.dart",
+                        "package:flutter/painting.dart",
+                        "package:flutter/scheduler.dart",
+                        "package:flutter/semantics.dart"
                     ]
                 },
-                "dart/flutter/navigator.dart": {
+                "dart/flutter/semantics.dart": {
                     "1. Artifact Identity": {
-                        "Filename": "navigator.dart",
-                        "Path": "dart/flutter/navigator.dart",
+                        "Filename": "semantics.dart",
+                        "Path": "dart/flutter/semantics.dart",
                         "Language": "Dart",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -208855,9 +209233,9 @@
                         "Identity Proof": "Single Indicator (Ext: .dart)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9234.48,
-                        "Y": 186.37,
-                        "Z": -4014.71
+                        "X": -9393.65,
+                        "Y": 106.58,
+                        "Z": -3451.21
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -208866,26 +209244,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 6451,
-                        "Coding LOC": 3075,
-                        "Documentation LOC": 2965,
-                        "Structural Magnitude": 2053.5,
-                        "Control Flow Ratio": "70.1%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 7176,
+                        "Coding LOC": 3893,
+                        "Documentation LOC": 2658,
+                        "Structural Magnitude": 2826.96,
+                        "Control Flow Ratio": "70.3%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.427
+                        "Raw Cognitive Density": 0.763
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "10.78%",
-                        "Error & Exception Exposure": "7.9%",
-                        "Tech Debt Exposure": "17.7%",
-                        "Testing Exposure": "2.5%",
-                        "API Exposure": "0.15%",
-                        "Concurrency Exposure": "22.24%",
-                        "State Flux Exposure": "22.29%",
-                        "Commented Logic Exposure": "10.44%",
+                        "Cognitive Load Exposure": "25.66%",
+                        "Error & Exception Exposure": "13.1%",
+                        "Tech Debt Exposure": "99.58%",
+                        "Testing Exposure": "2.54%",
+                        "API Exposure": "0.19%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "60.24%",
+                        "Commented Logic Exposure": "5.09%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -208894,5965 +209272,6246 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_flushHistoryUpdates",
-                            "Structural Impact": 110.3,
-                            "Lines of Code (LOC)": 169,
-                            "Control Flow Branches": 71,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "97.3%",
-                            "Start Line": 4423,
-                            "End Line": 4591
+                            "Function Name": "_addToUpdate",
+                            "Structural Impact": 115.2,
+                            "Lines of Code (LOC)": 121,
+                            "Control Flow Branches": 62,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.9%",
+                            "Start Line": 4013,
+                            "End Line": 4133
                         },
                         {
-                            "Function Name": "_updatePages",
-                            "Structural Impact": 66.5,
-                            "Lines of Code (LOC)": 289,
-                            "Control Flow Branches": 51,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "77.3%",
-                            "Start Line": 4131,
-                            "End Line": 4419
+                            "Function Name": "SemanticsProperties",
+                            "Structural Impact": 112.1,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 78,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1622,
+                            "End Line": 1730
                         },
                         {
-                            "Function Name": "resolve",
-                            "Structural Impact": 47.2,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "91.3%",
-                            "Start Line": 1186,
-                            "End Line": 1249
+                            "Function Name": "getSemanticsData",
+                            "Structural Impact": 89.0,
+                            "Lines of Code (LOC)": 201,
+                            "Control Flow Branches": 78,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "97.5%",
+                            "Start Line": 3758,
+                            "End Line": 3958
                         },
                         {
-                            "Function Name": "update",
-                            "Structural Impact": 45.9,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 29,
+                            "Function Name": "absorb",
+                            "Structural Impact": 88.7,
+                            "Lines of Code (LOC)": 105,
+                            "Control Flow Branches": 58,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "90.6%",
-                            "Start Line": 6101,
-                            "End Line": 6169
-                        },
-                        {
-                            "Function Name": "handlePush",
-                            "Structural Impact": 43.2,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "89.5%",
-                            "Start Line": 3222,
-                            "End Line": 3280
-                        },
-                        {
-                            "Function Name": "_routeNamed",
-                            "Structural Impact": 39.0,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "68.0%",
-                            "Start Line": 4660,
-                            "End Line": 4720
+                            "Control Flow Ratio": "98.3%",
+                            "Start Line": 6733,
+                            "End Line": 6837
                         },
                         {
-                            "Function Name": "_transition",
-                            "Structural Impact": 31.6,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 1020,
-                            "End Line": 1092
+                            "Function Name": "sendSemanticsUpdate",
+                            "Structural Impact": 65.2,
+                            "Lines of Code (LOC)": 185,
+                            "Control Flow Branches": 55,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.9%",
+                            "Start Line": 4841,
+                            "End Line": 5025
                         },
                         {
-                            "Function Name": "handleExitingRoute",
-                            "Structural Impact": 27.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "93.3%",
-                            "Start Line": 1196,
-                            "End Line": 1231
+                            "Function Name": "SemanticsData",
+                            "Structural Impact": 57.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 35,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1038,
+                            "End Line": 1102
                         },
                         {
-                            "Function Name": "defaultGenerateInitialRoutes",
-                            "Structural Impact": 27.7,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "61.9%",
-                            "Start Line": 2987,
-                            "End Line": 3055
+                            "Function Name": "operator==",
+                            "Structural Impact": 54.3,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 36,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "97.3%",
+                            "Start Line": 1443,
+                            "End Line": 1482
                         },
                         {
-                            "Function Name": "restoreState",
-                            "Structural Impact": 24.5,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 3838,
-                            "End Line": 3911
+                            "Function Name": "_toBitMask",
+                            "Structural Impact": 50.1,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "93.9%",
+                            "Start Line": 7079,
+                            "End Line": 7175
                         },
                         {
-                            "Function Name": "_finalizeEntry",
-                            "Structural Impact": 23.1,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6171,
-                            "End Line": 6185
+                            "Function Name": "debugFillProperties",
+                            "Structural Impact": 46.4,
+                            "Lines of Code (LOC)": 136,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "84.4%",
+                            "Start Line": 4308,
+                            "End Line": 4443
                         },
                         {
-                            "Function Name": "popUntilWithResult",
-                            "Structural Impact": 21.9,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 5666,
-                            "End Line": 5687
+                            "Function Name": "_replaceChildren",
+                            "Structural Impact": 44.1,
+                            "Lines of Code (LOC)": 119,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 2953,
+                            "End Line": 3071
                         },
                         {
-                            "Function Name": "maybePop",
-                            "Structural Impact": 20.1,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 12,
+                            "Function Name": "_isDifferentFromCurrentSemanticAnnotation",
+                            "Structural Impact": 42.6,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 28,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 5545,
-                            "End Line": 5579
+                            "Control Flow Ratio": "96.6%",
+                            "Start Line": 3316,
+                            "End Line": 3346
                         },
                         {
-                            "Function Name": "_updateHeroController",
-                            "Structural Impact": 19.5,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 11,
+                            "Function Name": "isCompatibleWith",
+                            "Structural Impact": 37.9,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 24,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 3961,
-                            "End Line": 4011
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 6671,
+                            "End Line": 6720
                         },
                         {
-                            "Function Name": "of",
-                            "Structural Impact": 18.4,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 2917,
-                            "End Line": 2938
+                            "Function Name": "_getSemanticsActionHandlerForPosition",
+                            "Structural Impact": 30.1,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "61.9%",
+                            "Start Line": 5064,
+                            "End Line": 5106
                         },
                         {
-                            "Function Name": "restoreEntriesForPage",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
+                            "Function Name": "_computeTraversalTransform",
+                            "Structural Impact": 29.6,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 6212,
-                            "End Line": 6227
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3964,
+                            "End Line": 4001
                         },
                         {
-                            "Function Name": "maybeOf",
-                            "Structural Impact": 17.8,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 9,
+                            "Function Name": "updateWith",
+                            "Structural Impact": 26.3,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 2962,
-                            "End Line": 2971
-                        },
-                        {
-                            "Function Name": "_flushRouteAnnouncement",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 4610,
-                            "End Line": 4639
+                            "Start Line": 3676,
+                            "End Line": 3751
                         },
                         {
-                            "Function Name": "pop",
-                            "Structural Impact": 15.7,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 9,
+                            "Function Name": "_semanticsProgressBar",
+                            "Structural Impact": 24.7,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 5605,
-                            "End Line": 5635
+                            "Control Flow Ratio": "68.2%",
+                            "Start Line": 209,
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-                            "Start Line": 5906,
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-                            "Start Line": 3556,
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-                            "Start Line": 3950,
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-                            "Start Line": 2259,
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                             "Control Flow Ratio": "66.7%",
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                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 5651,
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-                            "Start Line": 5970,
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-                            "Start Line": 5886,
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+                            "Start Line": 863,
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                             "Control Flow Ratio": "83.3%",
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-                            "Start Line": 5796,
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-                            "Start Line": 615,
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                             "Control Flow Ratio": "66.7%",
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-                            "Start Line": 285,
-                            "End Line": 314
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+                            "Start Line": 538,
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 382,
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-                            "Start Line": 4646,
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-                            "Start Line": 2308,
-                            "End Line": 2311
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                             "Control Flow Branches": 2,
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-                            "Start Line": 2725,
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                             "Control Flow Branches": 2,
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 4641,
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                             "Control Flow Ratio": "66.7%",
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 6383,
-                            "End Line": 6388
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6535,
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                         {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6551,
+                            "End Line": 6555
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6560,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 787,
+                            "End Line": 789
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                             "Lines of Code (LOC)": 4,
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                         {
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                             "Control Flow Branches": 1,
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                             "Control Flow Branches": 1,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 233,
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                             "Control Flow Branches": 1,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
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-                            "Start Line": 502,
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                             "Control Flow Branches": 1,
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-                            "Start Line": 515,
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-                            "Function Name": "Page",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 687,
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+                            "Function Name": "onShowOnScreen",
                             "Structural Impact": 3.0,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5512,
+                            "End Line": 5515
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5647,
+                            "End Line": 5650
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+                        {
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+                            "Start Line": 5671,
+                            "End Line": 5674
+                        },
+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5679,
+                            "End Line": 5682
+                        },
+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 5758,
+                            "End Line": 5761
+                        },
+                        {
+                            "Function Name": "textDirection",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6188,
+                            "End Line": 6191
+                        },
+                        {
+                            "Function Name": "isExpanded",
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6214,
+                            "End Line": 6217
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6235,
+                            "End Line": 6238
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+                        {
+                            "Function Name": "isToggled",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6284,
+                            "End Line": 6287
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+                        {
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+                            "Control Flow Ratio": "100.0%",
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+                            "End Line": 6330
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6479,
+                            "End Line": 6482
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6593,
+                            "End Line": 6596
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 6601,
+                            "End Line": 6604
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+                        {
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 740,
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+                            "Function Name": "isTagged",
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "50.0%",
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-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "getActionHandler",
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+                            "Start Line": 5729,
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1544,
+                            "End Line": 1549
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+                        {
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
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-                            "Start Line": 4086,
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+                            "Start Line": 4003,
+                            "End Line": 4011
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2671,
+                            "End Line": 2738
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+                        {
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 349,
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                         {
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+                            "Function Name": "_redepthChildren",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 3672,
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-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "_updateChildrenMergeFlags",
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3194,
+                            "End Line": 3196
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+                        {
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6199,
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+                            "Function Name": "_BoxEdge",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4512,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 952,
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-                            "Lines of Code (LOC)": 6,
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-                            "Start Line": 6398,
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+                            "Start Line": 5717,
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-                            "Structural Impact": 2.2,
+                            "Function Name": "CustomSemanticsAction.overridingAction",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 831,
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-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "isNotEmpty",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3489,
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+                            "Start Line": 1591,
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-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "transform",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3494,
+                            "Start Line": 2814,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2937,
+                            "End Line": 2937
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3078,
+                            "End Line": 3078
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+                        {
+                            "Function Name": "owner",
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+                            "Lines of Code (LOC)": 1,
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3116,
+                            "End Line": 3116
+                        },
+                        {
+                            "Function Name": "parent",
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+                            "Lines of Code (LOC)": 1,
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3129,
+                            "End Line": 3129
+                        },
+                        {
+                            "Function Name": "traversalParentIdentifier",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3386,
+                            "End Line": 3386
+                        },
+                        {
+                            "Function Name": "traversalChildIdentifier",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3390,
+                            "End Line": 3390
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+                        {
+                            "Function Name": "hintOverrides",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3497,
                             "End Line": 3497
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                         {
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-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "textDirection",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3501,
-                            "End Line": 3504
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                         {
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-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "sortKey",
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                             "Control Flow Ratio": "50.0%",
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-                            "End Line": 3509
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                         {
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-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "textSelection",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
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-                            "Start Line": 3648,
-                            "End Line": 3652
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+                            "End Line": 3516
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                         {
-                            "Function Name": "_pushEntry",
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-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5079,
-                            "End Line": 5094
+                            "Function Name": "isMultiline",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3521,
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                         {
-                            "Function Name": "_NamedRestorationInformation",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6022,
-                            "End Line": 6026
+                            "Function Name": "scrollChildCount",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3528,
+                            "End Line": 3528
                         },
                         {
-                            "Function Name": "computeSerializableData",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scrollIndex",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6035,
-                            "End Line": 6038
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+                            "End Line": 3532
                         },
                         {
-                            "Function Name": "_AnonymousRestorationInformation",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "scrollPosition",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3545,
+                            "End Line": 3545
+                        },
+                        {
+                            "Function Name": "scrollExtentMax",
+                            "Structural Impact": 2.0,
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3556,
+                            "End Line": 3556
+                        },
+                        {
+                            "Function Name": "scrollExtentMin",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3567,
+                            "End Line": 3567
+                        },
+                        {
+                            "Function Name": "platformViewId",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3581,
+                            "End Line": 3581
+                        },
+                        {
+                            "Function Name": "maxValueLength",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3592,
+                            "End Line": 3592
+                        },
+                        {
+                            "Function Name": "currentValueLength",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3603,
+                            "End Line": 3603
+                        },
+                        {
+                            "Function Name": "linkUrl",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3613,
+                            "End Line": 3613
+                        },
+                        {
+                            "Function Name": "controlsNodes",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3632,
+                            "End Line": 3632
+                        },
+                        {
+                            "Function Name": "minValue",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3636,
+                            "End Line": 3636
+                        },
+                        {
+                            "Function Name": "maxValue",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3640,
+                            "End Line": 3640
+                        },
+                        {
+                            "Function Name": "_TraversalSortNode",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6053,
-                            "End Line": 6057
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                         },
                         {
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-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "rootSemanticsNode",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6252,
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+                            "Start Line": 4827,
+                            "End Line": 4827
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                         {
-                            "Function Name": "RestorableRouteFuture",
-                            "Structural Impact": 2.2,
+                            "Function Name": "localeForSubtree",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5163,
+                            "End Line": 5163
+                        },
+                        {
+                            "Function Name": "_addAction",
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
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+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6319,
-                            "End Line": 6323
+                            "Start Line": 5256,
+                            "End Line": 5260
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                         {
-                            "Function Name": "toString",
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+                            "Function Name": "onTap",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 662,
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                         },
                         {
-                            "Function Name": "restorationId",
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-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "onLongPress",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 3924,
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                         },
                         {
-                            "Function Name": "_allRouteOverlayEntries",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "onScrollLeft",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 4123,
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                         },
                         {
-                            "Function Name": "createDefaultValue",
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-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "onDismiss",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6373,
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                         },
                         {
-                            "Function Name": "enabled",
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-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "onScrollRight",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6405,
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+                            "Start Line": 5359,
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                         },
                         {
-                            "Function Name": "navigator",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 184,
-                            "End Line": 184
+                            "Start Line": 5377,
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                         },
                         {
-                            "Function Name": "_isPageBased",
+                            "Function Name": "onScrollDown",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 206,
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+                            "Start Line": 5395,
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                         },
                         {
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 220,
-                            "End Line": 220
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                         {
-                            "Function Name": "currentResult",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 426,
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                         },
                         {
-                            "Function Name": "popped",
+                            "Function Name": "onDecrease",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 433,
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+                            "Start Line": 5454,
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                         },
                         {
-                            "Function Name": "navigator",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 757,
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                         },
                         {
-                            "Function Name": "dispose",
+                            "Function Name": "onCut",
                             "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4097,
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+                            "Start Line": 5481,
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                         {
-                            "Function Name": "overlay",
+                            "Function Name": "onPaste",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
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+                            "Start Line": 5494,
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                         {
-                            "Function Name": "route",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 6370,
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+                            "Start Line": 5510,
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                         {
-                            "Function Name": "popUntil",
+                            "Function Name": "onMoveCursorForwardByCharacter",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5524,
+                            "End Line": 5524
+                        },
+                        {
+                            "Function Name": "onMoveCursorBackwardByCharacter",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5542,
+                            "End Line": 5542
+                        },
+                        {
+                            "Function Name": "onMoveCursorForwardByWord",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5560,
+                            "End Line": 5560
+                        },
+                        {
+                            "Function Name": "onMoveCursorBackwardByWord",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5578,
+                            "End Line": 5578
+                        },
+                        {
+                            "Function Name": "onSetSelection",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5596,
+                            "End Line": 5596
+                        },
+                        {
+                            "Function Name": "onSetText",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5616,
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+                        },
+                        {
+                            "Function Name": "onDidGainAccessibilityFocus",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5645,
+                            "End Line": 5645
+                        },
+                        {
+                            "Function Name": "onDidLoseAccessibilityFocus",
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5669,
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+                        {
+                            "Function Name": "onFocus",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5677,
+                            "End Line": 5677
+                        },
+                        {
+                            "Function Name": "onExpand",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5687,
+                            "End Line": 5687
+                        },
+                        {
+                            "Function Name": "onCollapse",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5698,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5742,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5756,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5767,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5779,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5791,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5809,
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+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5827,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5889,
+                            "End Line": 5889
+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5900,
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6122,
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+                        },
+                        {
+                            "Function Name": "textDirection",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6186,
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+                        {
+                            "Function Name": "isExpanded",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6213,
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+                        {
+                            "Function Name": "isEnabled",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6234,
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+                        },
+                        {
+                            "Function Name": "isToggled",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6283,
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+                        },
+                        {
+                            "Function Name": "isFocused",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6326,
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+                        },
+                        {
+                            "Function Name": "linkUrl",
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+                            "Control Flow Ratio": "50.0%",
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+                        {
+                            "Function Name": "isRequired",
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                         {
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                         {
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                             "Input Parameters": 0,
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                         {
-                            "Function Name": "route",
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "isWaitingForEnteringDecision",
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                         {
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                             "Input Parameters": 0,
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                         {
-                            "Function Name": "markForPush",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "DefaultTransitionDelegate",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "restorationEnabled",
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "_usingPagesAPI",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "_nextPagelessRestorationScopeId",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "_userGesturesInProgress",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "userGestureInProgress",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5816,
-                            "End Line": 5816
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                         {
-                            "Function Name": "restorationScopeId",
+                            "Function Name": "hashCode",
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "isRestorable",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5992,
-                            "End Line": 5992
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                         },
                         {
-                            "Function Name": "isRestorable",
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                             "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6070,
-                            "End Line": 6072
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                         {
-                            "Function Name": "hasData",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6210,
-                            "End Line": 6210
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                         },
                         {
-                            "Function Name": "enabled",
+                            "Function Name": "rect",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6257,
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                         },
                         {
-                            "Function Name": "isPresent",
+                            "Function Name": "isMergedIntoParent",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 798,
-                        "Sequential Logic Declarations": 340,
-                        "Function Parameters": 218,
-                        "Function/Method Declarations": 276,
-                        "Class/Entity Declarations": 27,
-                        "Defensive Programming Constructs": 688,
-                        "Type/Safety Bypasses": 146,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 19,
-                        "State Mutations / Variable Reassignments": 205,
-                        "Commented-out Code (Dead Logic)": 61,
-                        "Structured Documentation Blocks": 2651,
-                        "Unit Test Assertions": 6,
-                        "Asynchronous/Concurrent Execution": 35,
-                        "UI / View Layer Components": 86,
-                        "Closures and Anonymous Functions": 479,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 138,
-                        "Generic Type Abstractions": 258,
-                        "Collection Iterators / Comprehensions": 70,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 22,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 7,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 1,
-                        "Event Publishers / Emitters": 13,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 20,
-                        "Fatal Aborts & Exceptions": 5,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 23,
-                        "Thread Synchronization Locks": 4,
-                        "Immutable Data Declarations": 233,
-                        "Resource Deallocation & Cleanup": 15,
-                        "Private / Encapsulated Scopes": 874,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2981,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 1,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 348,
-                        "Design Camel Case": 168,
-                        "Design Snake Case": 107,
-                        "Design Pascal Case": 8,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 25,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 16,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 2,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 217,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "basic.dart",
-                        "binding.dart",
-                        "dart:async",
-                        "dart:collection",
-                        "dart:convert",
-                        "dart:developer",
-                        "dart:ui",
-                        "focus_manager.dart",
-                        "focus_scope.dart",
-                        "focus_traversal.dart",
-                        "framework.dart",
-                        "heroes.dart",
-                        "notification_listener.dart",
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-                        "restoration.dart",
-                        "restoration_properties.dart",
-                        "routes.dart",
-                        "ticker_provider.dart"
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-                    "1. Artifact Identity": {
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-                        "Path": "dart/flutter/object.dart",
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-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
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-                            "Start Line": 4879,
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+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 3801,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 743,
+                        "Design Camel Case": 308,
+                        "Design Snake Case": 190,
+                        "Design Pascal Case": 8,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 7,
+                        "Design Long Vars": 53,
+                        "Duplicate Logic": 70,
+                        "Orphaned Logic": 27,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 2,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 93,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 10,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "binding.dart",
+                        "dart:core",
+                        "dart:math",
+                        "dart:ui",
+                        "package:collection/collection.dart",
+                        "package:flutter/foundation.dart",
+                        "package:flutter/painting.dart",
+                        "package:flutter/services.dart",
+                        "package:vector_math/vector_math_64.dart",
+                        "semantics_event.dart"
+                    ]
+                },
+                "dart/flutter/theme_data.dart": {
+                    "1. Artifact Identity": {
+                        "Filename": "theme_data.dart",
+                        "Path": "dart/flutter/theme_data.dart",
+                        "Language": "Dart",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "dart",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .dart)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -9809.17,
+                        "Y": 123.59,
+                        "Z": -3832.24
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 3490,
+                        "Coding LOC": 2305,
+                        "Documentation LOC": 985,
+                        "Structural Magnitude": 6479.9,
+                        "Control Flow Ratio": "85.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.949
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "34.47%",
+                        "Error & Exception Exposure": "14.04%",
+                        "Tech Debt Exposure": "21.76%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.48%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "89.62%",
+                        "Commented Logic Exposure": "5.36%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
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+                            "Structural Impact": 3245.7,
+                            "Lines of Code (LOC)": 427,
+                            "Control Flow Branches": 337,
+                            "Input Parameters": 90,
+                            "Control Flow Ratio": "99.4%",
+                            "Start Line": 265,
+                            "End Line": 691
                         },
                         {
-                            "Function Name": "updateLayerProperties",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 199,
-                            "End Line": 219
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+                            "Lines of Code (LOC)": 241,
+                            "Control Flow Branches": 261,
+                            "Input Parameters": 84,
+                            "Control Flow Ratio": "98.9%",
+                            "Start Line": 1484,
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                         },
                         {
-                            "Function Name": "_enableMutationsToDirtySubtrees",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 3,
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1214,
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                         {
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-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
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+                            "Control Flow Branches": 29,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5708,
-                            "End Line": 5730
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                         {
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-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4201,
-                            "End Line": 4209
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+                            "Control Flow Branches": 11,
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+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 1938,
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                         },
                         {
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-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3101,
-                            "End Line": 3104
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+                            "Control Flow Branches": 8,
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+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 3020,
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                         },
                         {
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-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4645,
-                            "End Line": 4662
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 700,
+                            "End Line": 812
                         },
                         {
-                            "Function Name": "move",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
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+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4569,
-                            "End Line": 4581
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                         {
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4369,
-                            "End Line": 4377
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 840,
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                         },
                         {
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4379,
-                            "End Line": 4387
+                            "Function Name": "defaultDensityForPlatform",
+                            "Structural Impact": 8.8,
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+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 3252,
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                         },
                         {
-                            "Function Name": "stopRecordingIfNeeded",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 28,
+                            "Function Name": "putIfAbsent",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 0,
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                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 393,
-                            "End Line": 420
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-                        {
-                            "Function Name": "adoptChild",
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2151,
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-                        {
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-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4017,
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-                            "Control Flow Branches": 2,
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-                            "Start Line": 3007,
-                            "End Line": 3020
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                         },
                         {
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-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
+                            "Function Name": "operator==",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1748,
-                            "End Line": 1759
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+                            "Start Line": 3348,
+                            "End Line": 3354
                         },
                         {
-                            "Function Name": "dropChild",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "MaterialBasedCupertinoThemeData._",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1768,
-                            "End Line": 1779
-                        },
-                        {
-                            "Function Name": "removeAll",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 4549,
-                            "End Line": 4562
+                            "Start Line": 2976,
+                            "End Line": 2990
                         },
                         {
-                            "Function Name": "attach",
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-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4583,
-                            "End Line": 4592
+                            "Function Name": "_lerpThemeExtensions",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1794,
+                            "End Line": 1815
                         },
                         {
-                            "Function Name": "visitChildren",
+                            "Function Name": "CupertinoBasedMaterialThemeData",
                             "Structural Impact": 4.7,
                             "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 4615,
-                            "End Line": 4623
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-                        {
-                            "Function Name": "localeForSubtree",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4845,
-                            "End Line": 4851
+                            "Start Line": 3072,
+                            "End Line": 3080
                         },
                         {
-                            "Function Name": "textDirection",
+                            "Function Name": "operator==",
                             "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 4899,
-                            "End Line": 4905
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                         },
                         {
-                            "Function Name": "ensureGeometry",
+                            "Function Name": "MaterialBasedCupertinoThemeData",
                             "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6076,
-                            "End Line": 6085
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-                        {
-                            "Function Name": "debugSemantics",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 3870,
-                            "End Line": 3877
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-                        {
-                            "Function Name": "markNeedsSemanticsUpdate",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3898,
-                            "End Line": 3905
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-                        {
-                            "Function Name": "insert",
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4484,
-                            "End Line": 4501
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-                        {
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-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 4509,
-                            "End Line": 4511
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                         },
                         {
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-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1068,
-                            "End Line": 1074
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3317,
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                         },
                         {
-                            "Function Name": "describeSemanticsClip",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
+                            "Function Name": "estimateBrightnessForColor",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3766,
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-                        {
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-                            "Control Flow Branches": 3,
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-                            "Start Line": 5661,
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-                        {
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3131,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1773,
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                         },
                         {
-                            "Function Name": "wasSemanticsBoundary",
-                            "Structural Impact": 4.0,
+                            "Function Name": "lerp",
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                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 5349,
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-                        {
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-                            "Structural Impact": 3.8,
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-                            "Control Flow Branches": 2,
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-                            "Start Line": 310,
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-                            "Start Line": 934,
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-                        {
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 954,
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-                            "Start Line": 4298,
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                         {
-                            "Function Name": "_debugSetParent",
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1682,
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+                            "Start Line": 2188,
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                         },
                         {
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
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-                            "Start Line": 2262,
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                         {
-                            "Function Name": "markParentNeedsLayout",
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2679,
-                            "End Line": 2691
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+                            "Control Flow Branches": 1,
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+                            "Start Line": 897,
+                            "End Line": 904
                         },
                         {
-                            "Function Name": "original",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "brightness",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 5362,
-                            "End Line": 5373
-                        },
-                        {
-                            "Function Name": "ensureSemanticsNode",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
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+                        "Orphaned Logic": 14,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 12,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 69,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "action_buttons.dart",
+                        "action_icons_theme.dart",
+                        "app_bar_theme.dart",
+                        "badge_theme.dart",
+                        "banner_theme.dart",
+                        "bottom_app_bar_theme.dart",
+                        "bottom_navigation_bar_theme.dart",
+                        "bottom_sheet_theme.dart",
+                        "button_bar_theme.dart",
+                        "button_theme.dart",
+                        "card_theme.dart",
+                        "carousel_theme.dart",
+                        "checkbox_theme.dart",
+                        "chip_theme.dart",
+                        "color_scheme.dart",
+                        "colors.dart",
+                        "constants.dart",
+                        "dart:ui",
+                        "data_table_theme.dart",
+                        "date_picker_theme.dart",
+                        "dialog_theme.dart",
+                        "divider_theme.dart",
+                        "drawer_theme.dart",
+                        "dropdown_menu_theme.dart",
+                        "elevated_button.dart",
+                        "elevated_button_theme.dart",
+                        "expansion_tile_theme.dart",
+                        "filled_button.dart",
+                        "filled_button_theme.dart",
+                        "floating_action_button_theme.dart",
+                        "icon_button_theme.dart",
+                        "ink_ripple.dart",
+                        "ink_sparkle.dart",
+                        "ink_splash.dart",
+                        "ink_well.dart",
+                        "input_decorator.dart",
+                        "list_tile.dart",
+                        "list_tile_theme.dart",
+                        "menu_bar_theme.dart",
+                        "menu_button_theme.dart",
+                        "menu_theme.dart",
+                        "navigation_bar_theme.dart",
+                        "navigation_drawer_theme.dart",
+                        "navigation_rail_theme.dart",
+                        "outlined_button.dart",
+                        "outlined_button_theme.dart",
+                        "package:flutter/cupertino.dart",
+                        "package:flutter/foundation.dart",
+                        "package:flutter/services.dart",
+                        "page_transitions_theme.dart",
+                        "popup_menu_theme.dart",
+                        "progress_indicator_theme.dart",
+                        "radio_theme.dart",
+                        "scrollbar_theme.dart",
+                        "search_bar_theme.dart",
+                        "search_view_theme.dart",
+                        "segmented_button_theme.dart",
+                        "slider_theme.dart",
+                        "snack_bar_theme.dart",
+                        "switch_theme.dart",
+                        "tab_bar_theme.dart",
+                        "text_button.dart",
+                        "text_button_theme.dart",
+                        "text_selection_theme.dart",
+                        "text_theme.dart",
+                        "time_picker_theme.dart",
+                        "toggle_buttons_theme.dart",
+                        "tooltip_theme.dart",
+                        "typography.dart"
+                    ]
+                }
+            }
+        },
+        "scheme/racket": {
+            "Directory Group Magnitude": 22970.42,
+            "File Count": 7,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "85.7%",
+                "Static: Literature & Documentation": "14.3%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "36.78%",
+                "Error & Exception Exposure": "60.05%",
+                "Tech Debt Exposure": "12.71%",
+                "Testing Exposure": "68.57%",
+                "API Exposure": "2.68%",
+                "Concurrency Exposure": "1.95%",
+                "State Flux Exposure": "49.56%",
+                "Commented Logic Exposure": "2.82%",
+                "Specification Exposure": "85.71%",
+                "Instability Exposure": "42.86%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "16.17%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "scheme/racket/eval.c": {
+                    "1. Artifact Identity": {
+                        "Filename": "eval.c",
+                        "Path": "scheme/racket/eval.c",
+                        "Language": "C",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Mixed (92.9% Spaces / 7.1% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10758.63,
+                        "Y": -107.5,
+                        "Z": 3753.59
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 4146,
+                        "Coding LOC": 3169,
+                        "Documentation LOC": 366,
+                        "Structural Magnitude": 4717.98,
+                        "Control Flow Ratio": "79.4%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.519
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "94.38%",
+                        "Error & Exception Exposure": "99.72%",
+                        "Tech Debt Exposure": "7.92%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "7.08%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "4.84%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "30.99%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "scheme_do_eval",
+                            "Structural Impact": 761.0,
+                            "Lines of Code (LOC)": 1311,
+                            "Control Flow Branches": 310,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "91.2%",
+                            "Start Line": 2157,
+                            "End Line": 3467
                         },
                         {
-                            "Function Name": "dispose",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1798,
-                            "End Line": 1810
+                            "Function Name": "scheme_jump_to_continuation",
+                            "Structural Impact": 138.9,
+                            "Lines of Code (LOC)": 230,
+                            "Control Flow Branches": 51,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "96.2%",
+                            "Start Line": 1324,
+                            "End Line": 1553
                         },
                         {
-                            "Function Name": "scheduleInitialSemantics",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3777,
-                            "End Line": 3787
+                            "Function Name": "intersect_dw",
+                            "Structural Impact": 114.6,
+                            "Lines of Code (LOC)": 122,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "97.6%",
+                            "Start Line": 1070,
+                            "End Line": 1191
                         },
                         {
-                            "Function Name": "assembleSemanticsNode",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3935,
-                            "End Line": 3943
+                            "Function Name": "do_eval_string_all",
+                            "Structural Impact": 52.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "95.0%",
+                            "Start Line": 3723,
+                            "End Line": 3787
                         },
                         {
-                            "Function Name": "_getNonBlockedChildren",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5909,
-                            "End Line": 5918
+                            "Function Name": "scheme_set_global_bucket",
+                            "Structural Impact": 50.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "95.2%",
+                            "Start Line": 1597,
+                            "End Line": 1656
                         },
                         {
-                            "Function Name": "_createSemanticsNode",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 6262,
-                            "End Line": 6270
+                            "Function Name": "define_values_execute",
+                            "Structural Impact": 45.2,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 1669,
+                            "End Line": 1780
                         },
                         {
-                            "Function Name": "recorder",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 337,
-                            "End Line": 343
+                            "Function Name": "adjust_stack_base",
+                            "Structural Impact": 44.1,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "95.8%",
+                            "Start Line": 358,
+                            "End Line": 407
                         },
                         {
-                            "Function Name": "canvas",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 350,
-                            "End Line": 357
+                            "Function Name": "scheme_set_cont_mark",
+                            "Structural Impact": 42.7,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 750,
+                            "End Line": 841
                         },
                         {
-                            "Function Name": "dispose",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 966,
-                            "End Line": 973
+                            "Function Name": "exec_dyn_wind_posts",
+                            "Structural Impact": 31.8,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 1268,
+                            "End Line": 1322
                         },
                         {
-                            "Function Name": "constraints",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2566,
-                            "End Line": 2572
+                            "Function Name": "scheme_enlarge_runstack",
+                            "Structural Impact": 30.4,
+                            "Lines of Code (LOC)": 89,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 590,
+                            "End Line": 678
                         },
                         {
-                            "Function Name": "setIsComplexHint",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 433,
-                            "End Line": 438
+                            "Function Name": "scheme_init_compiled_roots_config",
+                            "Structural Impact": 26.1,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 3953,
+                            "End Line": 3994
                         },
                         {
-                            "Function Name": "setWillChangeHint",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 451,
-                            "End Line": 456
+                            "Function Name": "check_barrier",
+                            "Structural Impact": 24.1,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 1219,
+                            "End Line": 1252
                         },
                         {
-                            "Function Name": "debugDescribeChildren",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1663,
-                            "End Line": 1668
+                            "Function Name": "scheme_handle_stack_overflow",
+                            "Structural Impact": 22.4,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 276,
+                            "End Line": 355
                         },
                         {
-                            "Function Name": "detach",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
+                            "Function Name": "find_exe_stack_size",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2502,
-                            "End Line": 2507
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 411,
+                            "End Line": 478
                         },
                         {
-                            "Function Name": "debugNeedsSemanticsUpdate",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 3855,
-                            "End Line": 3860
+                            "Function Name": "scheme_make_closure",
+                            "Structural Impact": 19.2,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 2002,
+                            "End Line": 2065
                         },
                         {
-                            "Function Name": "redepthChildren",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
+                            "Function Name": "scheme_init_stack_check",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 101,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4223,
-                            "End Line": 4228
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 481,
+                            "End Line": 581
                         },
                         {
-                            "Function Name": "debugDescribeChildren",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4237,
-                            "End Line": 4242
+                            "Function Name": "scheme_init_collection_paths_post_config",
+                            "Structural Impact": 17.7,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 3901,
+                            "End Line": 3941
                         },
                         {
-                            "Function Name": "parentDataDirty",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 5584,
-                            "End Line": 5589
+                            "Function Name": "ref_execute",
+                            "Structural Impact": 15.9,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 1802,
+                            "End Line": 1837
                         },
                         {
-                            "Function Name": "geometryDirty",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 5591,
-                            "End Line": 5596
+                            "Function Name": "scheme_escape_to_continuation",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1555,
+                            "End Line": 1589
                         },
                         {
-                            "Function Name": "RenderObject",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1994,
-                            "End Line": 1998
+                            "Function Name": "scheme_case_lambda_execute",
+                            "Structural Impact": 14.5,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 1874,
+                            "End Line": 1937
                         },
                         {
-                            "Function Name": "detach",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4217,
-                            "End Line": 4221
+                            "Function Name": "scheme_embedded_load",
+                            "Structural Impact": 13.7,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 3830,
+                            "End Line": 3863
                         },
                         {
-                            "Function Name": "_performTap",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5161,
-                            "End Line": 5163
+                            "Function Name": "do_eval_stack_overflow",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 1034,
+                            "End Line": 1068
                         },
                         {
-                            "Function Name": "_performLongPress",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5165,
-                            "End Line": 5167
+                            "Function Name": "enable_break",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4058,
+                            "End Line": 4073
                         },
                         {
-                            "Function Name": "_performDismiss",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5169,
-                            "End Line": 5171
+                            "Function Name": "lookup_cont_prompt",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1193,
+                            "End Line": 1215
                         },
                         {
-                            "Function Name": "_performScrollLeft",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5173,
-                            "End Line": 5175
+                            "Function Name": "scheme_delay_load_closure",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2077,
+                            "End Line": 2113
                         },
                         {
-                            "Function Name": "_performScrollRight",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5177,
-                            "End Line": 5179
+                            "Function Name": "apply_values_execute",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1839,
+                            "End Line": 1872
                         },
                         {
-                            "Function Name": "_performScrollUp",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5181,
-                            "End Line": 5183
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                         {
-                            "Function Name": "isNormalized",
+                            "Function Name": "scheme_get_overflow_count",
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-                            "Start Line": 1864,
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-                            "Start Line": 2455,
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-                            "Start Line": 2559,
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-                            "Start Line": 2925,
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-                            "Start Line": 2960,
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-                            "Start Line": 2989,
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-                            "Start Line": 3055,
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-                            "Control Flow Ratio": "0.0%",
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                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1031,
-                        "Sequential Logic Declarations": 335,
-                        "Function Parameters": 241,
-                        "Function/Method Declarations": 311,
-                        "Class/Entity Declarations": 20,
-                        "Defensive Programming Constructs": 708,
-                        "Type/Safety Bypasses": 159,
+                        "Control Flow Branches": 723,
+                        "Sequential Logic Declarations": 188,
+                        "Function Parameters": 218,
+                        "Function/Method Declarations": 113,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 128,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 21,
-                        "State Mutations / Variable Reassignments": 277,
-                        "Commented-out Code (Dead Logic)": 11,
-                        "Structured Documentation Blocks": 2033,
-                        "Unit Test Assertions": 14,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 88,
+                        "State Mutations / Variable Reassignments": 2741,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 4,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 10,
-                        "Closures and Anonymous Functions": 736,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 89,
-                        "Generic Type Abstractions": 118,
-                        "Collection Iterators / Comprehensions": 115,
-                        "Scientific & Mathematical Operations": 16,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 64,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 49,
+                        "Module Dependencies (Imports)": 23,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 16,
+                        "Planned Work (TODOs)": 2,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Preprocessor Macros": 148,
+                        "Pointer Arithmetic & Addressing": 1162,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 4,
-                        "Explicit Type Casts": 26,
-                        "Fatal Aborts & Exceptions": 12,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 25,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 12,
+                        "Bitwise Operations": 15,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 233,
-                        "Resource Deallocation & Cleanup": 5,
-                        "Private / Encapsulated Scopes": 1142,
+                        "Immutable Data Declarations": 17,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 46,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3841,
+                        "Structural Tab Indentations": 146,
+                        "Structural Space Indentations": 1922,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 2,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -214862,15 +215521,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 502,
-                        "Design Camel Case": 205,
-                        "Design Snake Case": 137,
-                        "Design Pascal Case": 3,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 7,
-                        "Design Long Vars": 63,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 44,
+                        "Core Var Decl": 570,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 553,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 17,
+                        "Design Short Vars": 145,
+                        "Design Long Vars": 4,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -214878,9 +215537,9 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 271,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -214894,4227 +215553,4119 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 17,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
                     },
                     "9. Extracted Dependencies": [
-                        "binding.dart",
-                        "dart:ui",
-                        "debug.dart",
-                        "layer.dart",
-                        "package:flutter/animation.dart",
-                        "package:flutter/foundation.dart",
-                        "package:flutter/gestures.dart",
-                        "package:flutter/painting.dart",
-                        "package:flutter/scheduler.dart",
-                        "package:flutter/semantics.dart"
+                        "Memory.h",
+                        "future.h",
+                        "malloc.h",
+                        "mzmark_eval.inc",
+                        "mzstkchk.h",
+                        "pthread.h",
+                        "pthread_np.h",
+                        "schapp.inc",
+                        "schmach.h",
+                        "schnapp.inc",
+                        "schpriv.h",
+                        "schrunst.h",
+                        "signal.h",
+                        "sys/resource.h",
+                        "sys/signal.h",
+                        "sys/time.h",
+                        "windows.h"
                     ]
                 },
-                "dart/flutter/semantics.dart": {
+                "scheme/racket/fun.c": {
                     "1. Artifact Identity": {
-                        "Filename": "semantics.dart",
-                        "Path": "dart/flutter/semantics.dart",
-                        "Language": "Dart",
+                        "Filename": "fun.c",
+                        "Path": "scheme/racket/fun.c",
+                        "Language": "C",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Mixed (98.0% Spaces / 2.0% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dart",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dart)"
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9395.51,
-                        "Y": 106.58,
-                        "Z": -3451.95
+                        "X": 11042.98,
+                        "Y": -107.76,
+                        "Z": 3204.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 7176,
-                        "Coding LOC": 3893,
-                        "Documentation LOC": 2658,
-                        "Structural Magnitude": 2825.96,
-                        "Control Flow Ratio": "70.3%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 10416,
+                        "Coding LOC": 8288,
+                        "Documentation LOC": 707,
+                        "Structural Magnitude": 13090.96,
+                        "Control Flow Ratio": "76.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.763
+                        "Raw Cognitive Density": 1.435
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.66%",
-                        "Error & Exception Exposure": "13.1%",
-                        "Tech Debt Exposure": "99.58%",
-                        "Testing Exposure": "2.54%",
-                        "API Exposure": "0.18%",
+                        "Cognitive Load Exposure": "93.93%",
+                        "Error & Exception Exposure": "99.6%",
+                        "Tech Debt Exposure": "20.13%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.74%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "60.24%",
-                        "Commented Logic Exposure": "5.09%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "4.86%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "33.6%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_addToUpdate",
-                            "Structural Impact": 115.2,
-                            "Lines of Code (LOC)": 121,
-                            "Control Flow Branches": 62,
+                            "Function Name": "restore_continuation",
+                            "Structural Impact": 335.4,
+                            "Lines of Code (LOC)": 357,
+                            "Control Flow Branches": 81,
+                            "Input Parameters": 14,
+                            "Control Flow Ratio": "98.8%",
+                            "Start Line": 5778,
+                            "End Line": 6134
+                        },
+                        {
+                            "Function Name": "get_or_check_arity",
+                            "Structural Impact": 329.3,
+                            "Lines of Code (LOC)": 326,
+                            "Control Flow Branches": 139,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "78.1%",
+                            "Start Line": 1889,
+                            "End Line": 2214
+                        },
+                        {
+                            "Function Name": "continuation_marks",
+                            "Structural Impact": 306.0,
+                            "Lines of Code (LOC)": 300,
+                            "Control Flow Branches": 96,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "96.0%",
+                            "Start Line": 7873,
+                            "End Line": 8172
+                        },
+                        {
+                            "Function Name": "scheme_apply_chaperone",
+                            "Structural Impact": 270.5,
+                            "Lines of Code (LOC)": 364,
+                            "Control Flow Branches": 102,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "87.9%",
+                            "Start Line": 3879,
+                            "End Line": 4242
+                        },
+                        {
+                            "Function Name": "scheme_extract_one_cc_mark_with_meta",
+                            "Structural Impact": 183.6,
+                            "Lines of Code (LOC)": 193,
+                            "Control Flow Branches": 70,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "94.6%",
+                            "Start Line": 8711,
+                            "End Line": 8903
+                        },
+                        {
+                            "Function Name": "grab_continuation",
+                            "Structural Impact": 183.2,
+                            "Lines of Code (LOC)": 202,
+                            "Control Flow Branches": 47,
+                            "Input Parameters": 12,
+                            "Control Flow Ratio": "97.9%",
+                            "Start Line": 5575,
+                            "End Line": 5776
+                        },
+                        {
+                            "Function Name": "call_with_prompt",
+                            "Structural Impact": 161.5,
+                            "Lines of Code (LOC)": 320,
+                            "Control Flow Branches": 83,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "93.9%",
-                            "Start Line": 4013,
-                            "End Line": 4133
+                            "Control Flow Ratio": "89.2%",
+                            "Start Line": 7220,
+                            "End Line": 7539
                         },
                         {
-                            "Function Name": "SemanticsProperties",
-                            "Structural Impact": 112.1,
-                            "Lines of Code (LOC)": 109,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 78,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1622,
-                            "End Line": 1730
+                            "Function Name": "internal_call_cc",
+                            "Structural Impact": 157.6,
+                            "Lines of Code (LOC)": 312,
+                            "Control Flow Branches": 81,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 6136,
+                            "End Line": 6447
                         },
                         {
-                            "Function Name": "getSemanticsData",
-                            "Structural Impact": 89.0,
-                            "Lines of Code (LOC)": 201,
-                            "Control Flow Branches": 78,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "97.5%",
-                            "Start Line": 3758,
-                            "End Line": 3958
+                            "Function Name": "clone_meta_cont",
+                            "Structural Impact": 120.3,
+                            "Lines of Code (LOC)": 143,
+                            "Control Flow Branches": 39,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "95.1%",
+                            "Start Line": 5243,
+                            "End Line": 5385
                         },
                         {
-                            "Function Name": "absorb",
-                            "Structural Impact": 88.7,
-                            "Lines of Code (LOC)": 105,
-                            "Control Flow Branches": 58,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "98.3%",
-                            "Start Line": 6733,
-                            "End Line": 6837
+                            "Function Name": "scheme_get_proc_name",
+                            "Structural Impact": 115.2,
+                            "Lines of Code (LOC)": 145,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.5%",
+                            "Start Line": 2502,
+                            "End Line": 2646
                         },
                         {
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-                            "Structural Impact": 65.2,
-                            "Lines of Code (LOC)": 185,
-                            "Control Flow Branches": 55,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.9%",
-                            "Start Line": 4841,
-                            "End Line": 5025
+                            "Function Name": "do_chaperone_procedure",
+                            "Structural Impact": 110.1,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 36,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "94.7%",
+                            "Start Line": 3566,
+                            "End Line": 3674
                         },
                         {
-                            "Function Name": "SemanticsData",
-                            "Structural Impact": 57.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 35,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1038,
-                            "End Line": 1102
+                            "Function Name": "is_subarity",
+                            "Structural Impact": 106.5,
+                            "Lines of Code (LOC)": 130,
+                            "Control Flow Branches": 49,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "96.1%",
+                            "Start Line": 3146,
+                            "End Line": 3275
                         },
                         {
-                            "Function Name": "operator==",
-                            "Structural Impact": 54.3,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "chaperone_do_control",
+                            "Structural Impact": 100.1,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 35,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "97.2%",
+                            "Start Line": 7068,
+                            "End Line": 7165
+                        },
+                        {
+                            "Function Name": "scheme_dynamic_wind",
+                            "Structural Impact": 100.0,
+                            "Lines of Code (LOC)": 188,
                             "Control Flow Branches": 36,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "97.3%",
-                            "Start Line": 1443,
-                            "End Line": 1482
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "73.5%",
+                            "Start Line": 9660,
+                            "End Line": 9847
                         },
                         {
-                            "Function Name": "_toBitMask",
-                            "Structural Impact": 50.1,
-                            "Lines of Code (LOC)": 97,
-                            "Control Flow Branches": 31,
+                            "Function Name": "extract_impersonator_results",
+                            "Structural Impact": 97.8,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 3777,
+                            "End Line": 3872
+                        },
+                        {
+                            "Function Name": "procedure_equal_closure_p",
+                            "Structural Impact": 76.5,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "74.1%",
+                            "Start Line": 3429,
+                            "End Line": 3537
+                        },
+                        {
+                            "Function Name": "clone_dyn_wind",
+                            "Structural Impact": 73.6,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 5096,
+                            "End Line": 5152
+                        },
+                        {
+                            "Function Name": "scheme_get_proc_realm",
+                            "Structural Impact": 69.3,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 45,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "93.9%",
-                            "Start Line": 7079,
-                            "End Line": 7175
+                            "Control Flow Ratio": "78.9%",
+                            "Start Line": 2648,
+                            "End Line": 2731
                         },
                         {
-                            "Function Name": "debugFillProperties",
-                            "Structural Impact": 46.4,
-                            "Lines of Code (LOC)": 136,
+                            "Function Name": "do_call_with_sema",
+                            "Structural Impact": 67.4,
+                            "Lines of Code (LOC)": 95,
                             "Control Flow Branches": 27,
-                            "Input Parameters": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "84.4%",
-                            "Start Line": 4308,
-                            "End Line": 4443
+                            "Start Line": 4684,
+                            "End Line": 4778
                         },
                         {
-                            "Function Name": "_replaceChildren",
-                            "Structural Impact": 44.1,
-                            "Lines of Code (LOC)": 119,
+                            "Function Name": "scheme_init_fun",
+                            "Structural Impact": 67.2,
+                            "Lines of Code (LOC)": 522,
+                            "Control Flow Branches": 32,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "82.1%",
+                            "Start Line": 200,
+                            "End Line": 721
+                        },
+                        {
+                            "Function Name": "do_extract_cc_markses",
+                            "Structural Impact": 64.3,
+                            "Lines of Code (LOC)": 79,
                             "Control Flow Branches": 26,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "74.3%",
+                            "Start Line": 8504,
+                            "End Line": 8582
+                        },
+                        {
+                            "Function Name": "do_procedure_reduce_arity",
+                            "Structural Impact": 61.2,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "86.2%",
+                            "Start Line": 3311,
+                            "End Line": 3372
+                        },
+                        {
+                            "Function Name": "scheme_object_name",
+                            "Structural Impact": 60.9,
+                            "Lines of Code (LOC)": 86,
+                            "Control Flow Branches": 39,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 2953,
-                            "End Line": 3071
+                            "Control Flow Ratio": "72.2%",
+                            "Start Line": 2813,
+                            "End Line": 2898
                         },
                         {
-                            "Function Name": "_isDifferentFromCurrentSemanticAnnotation",
-                            "Structural Impact": 42.6,
-                            "Lines of Code (LOC)": 31,
+                            "Function Name": "scheme_check_proc_arity2",
+                            "Structural Impact": 60.8,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 2226,
+                            "End Line": 2276
+                        },
+                        {
+                            "Function Name": "copy_out_runstack",
+                            "Structural Impact": 58.4,
+                            "Lines of Code (LOC)": 90,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "95.5%",
+                            "Start Line": 4792,
+                            "End Line": 4881
+                        },
+                        {
+                            "Function Name": "scheme_top_level_do_worker",
+                            "Structural Impact": 56.5,
+                            "Lines of Code (LOC)": 131,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "77.4%",
+                            "Start Line": 1264,
+                            "End Line": 1394
+                        },
+                        {
+                            "Function Name": "copy_in_mark_stack",
+                            "Structural Impact": 55.5,
+                            "Lines of Code (LOC)": 89,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "94.1%",
+                            "Start Line": 4954,
+                            "End Line": 5042
+                        },
+                        {
+                            "Function Name": "cont_marks",
+                            "Structural Impact": 54.3,
+                            "Lines of Code (LOC)": 81,
                             "Control Flow Branches": 28,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "96.6%",
-                            "Start Line": 3316,
-                            "End Line": 3346
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 8246,
+                            "End Line": 8326
                         },
                         {
-                            "Function Name": "isCompatibleWith",
-                            "Structural Impact": 37.9,
+                            "Function Name": "scheme_get_or_check_procedure_shape",
+                            "Structural Impact": 53.5,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2307,
+                            "End Line": 2376
+                        },
+                        {
+                            "Function Name": "extract_cc_marks",
+                            "Structural Impact": 52.0,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "87.1%",
+                            "Start Line": 8337,
+                            "End Line": 8407
+                        },
+                        {
+                            "Function Name": "clone_runstack_copied",
+                            "Structural Impact": 51.8,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "90.5%",
+                            "Start Line": 5185,
+                            "End Line": 5241
+                        },
+                        {
+                            "Function Name": "scheme_get_stack_trace",
+                            "Structural Impact": 51.4,
+                            "Lines of Code (LOC)": 93,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "96.3%",
+                            "Start Line": 8596,
+                            "End Line": 8688
+                        },
+                        {
+                            "Function Name": "extract_one_cc_mark_fast",
+                            "Structural Impact": 51.1,
+                            "Lines of Code (LOC)": 86,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.9%",
+                            "Start Line": 8905,
+                            "End Line": 8990
+                        },
+                        {
+                            "Function Name": "make_prim_closure",
+                            "Structural Impact": 51.0,
                             "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 790,
+                            "End Line": 839
+                        },
+                        {
+                            "Function Name": "exec_dyn_wind_pres",
+                            "Structural Impact": 48.1,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 5489,
+                            "End Line": 5550
+                        },
+                        {
+                            "Function Name": "prune_cont_marks",
+                            "Structural Impact": 48.0,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 5407,
+                            "End Line": 5487
+                        },
+                        {
+                            "Function Name": "do_chaperone_prompt_tag",
+                            "Structural Impact": 47.3,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "95.0%",
+                            "Start Line": 6601,
+                            "End Line": 6652
+                        },
+                        {
+                            "Function Name": "scheme_compose_continuation",
+                            "Structural Impact": 47.2,
+                            "Lines of Code (LOC)": 104,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 7595,
+                            "End Line": 7698
+                        },
+                        {
+                            "Function Name": "continuation_prompt_available",
+                            "Structural Impact": 46.0,
+                            "Lines of Code (LOC)": 53,
                             "Control Flow Branches": 24,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 6671,
-                            "End Line": 6720
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "77.4%",
+                            "Start Line": 9142,
+                            "End Line": 9194
                         },
                         {
-                            "Function Name": "_getSemanticsActionHandlerForPosition",
-                            "Structural Impact": 30.1,
-                            "Lines of Code (LOC)": 43,
+                            "Function Name": "compose_continuation",
+                            "Structural Impact": 45.3,
+                            "Lines of Code (LOC)": 146,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "94.1%",
+                            "Start Line": 6846,
+                            "End Line": 6991
+                        },
+                        {
+                            "Function Name": "get_set_cont_mark_by_pos",
+                            "Structural Impact": 44.5,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 8992,
+                            "End Line": 9049
+                        },
+                        {
+                            "Function Name": "procedure_result_arity",
+                            "Structural Impact": 44.3,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.9%",
+                            "Start Line": 2758,
+                            "End Line": 2811
+                        },
+                        {
+                            "Function Name": "procedure_arity_p",
+                            "Structural Impact": 43.2,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.9%",
+                            "Start Line": 2926,
+                            "End Line": 2957
+                        },
+                        {
+                            "Function Name": "extract_one_cc_mark",
+                            "Structural Impact": 42.6,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 9072,
+                            "End Line": 9127
+                        },
+                        {
+                            "Function Name": "iterate_cc_markses",
+                            "Structural Impact": 42.5,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 8418,
+                            "End Line": 8474
+                        },
+                        {
+                            "Function Name": "scheme_finish_apply_for_prompt",
+                            "Structural Impact": 41.1,
+                            "Lines of Code (LOC)": 137,
                             "Control Flow Branches": 13,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 6694,
+                            "End Line": 6830
+                        },
+                        {
+                            "Function Name": "do_abort_continuation",
+                            "Structural Impact": 39.8,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "61.9%",
-                            "Start Line": 5064,
-                            "End Line": 5106
+                            "Control Flow Ratio": "81.0%",
+                            "Start Line": 7700,
+                            "End Line": 7775
                         },
                         {
-                            "Function Name": "_computeTraversalTransform",
-                            "Structural Impact": 29.6,
-                            "Lines of Code (LOC)": 38,
+                            "Function Name": "do_call_ec",
+                            "Structural Impact": 36.0,
+                            "Lines of Code (LOC)": 80,
                             "Control Flow Branches": 15,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 4438,
+                            "End Line": 4517
+                        },
+                        {
+                            "Function Name": "mask_to_arity",
+                            "Structural Impact": 35.4,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3964,
-                            "End Line": 4001
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3056,
+                            "End Line": 3105
                         },
                         {
-                            "Function Name": "updateWith",
-                            "Structural Impact": 26.3,
-                            "Lines of Code (LOC)": 76,
+                            "Function Name": "scheme_apply_dw_in_meta",
+                            "Structural Impact": 34.2,
+                            "Lines of Code (LOC)": 103,
                             "Control Flow Branches": 12,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 9849,
+                            "End Line": 9951
+                        },
+                        {
+                            "Function Name": "seconds_to_date",
+                            "Structural Impact": 33.5,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 16,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3676,
-                            "End Line": 3751
+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 10022,
+                            "End Line": 10103
                         },
                         {
-                            "Function Name": "_semanticsProgressBar",
-                            "Structural Impact": 24.7,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.2%",
-                            "Start Line": 209,
-                            "End Line": 249
+                            "Function Name": "copy_out_mark_stack",
+                            "Structural Impact": 28.7,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 4883,
+                            "End Line": 4927
                         },
                         {
-                            "Function Name": "_updateChildrenInTraversalOrder",
+                            "Function Name": "force_values",
+                            "Structural Impact": 28.6,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "73.7%",
+                            "Start Line": 1432,
+                            "End Line": 1484
+                        },
+                        {
+                            "Function Name": "is_arity",
+                            "Structural Impact": 25.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "61.1%",
+                            "Start Line": 2975,
+                            "End Line": 3000
+                        },
+                        {
+                            "Function Name": "do_apply_with_prompt",
                             "Structural Impact": 23.4,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1622,
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                             "Control Flow Branches": 6,
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-                            "Start Line": 488,
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-                            "Start Line": 251,
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                             "Control Flow Branches": 5,
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                             "Control Flow Branches": 5,
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                             "Control Flow Branches": 4,
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                             "Control Flow Branches": 4,
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-                            "Start Line": 3231,
-                            "End Line": 3251
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-                            "Control Flow Ratio": "57.1%",
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-                            "End Line": 445
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-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 134,
-                            "End Line": 149
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-                            "Start Line": 269,
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                         {
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-                            "Structural Impact": 7.7,
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                             "Control Flow Branches": 4,
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                             "Control Flow Ratio": "80.0%",
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                             "Input Parameters": 2,
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-                            "Control Flow Branches": 5,
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
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+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 6993,
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                             "Control Flow Branches": 4,
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                             "Control Flow Ratio": "80.0%",
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-                            "End Line": 2821
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-                            "Start Line": 4465,
-                            "End Line": 4477
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                         {
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+                            "Control Flow Ratio": "50.0%",
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                             "Control Flow Branches": 3,
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                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 283,
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-                            "Control Flow Branches": 3,
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+                            "Function Name": "_apply_native",
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 7067,
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-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 528,
-                            "End Line": 536
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-                            "Start Line": 1596,
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+                            "Function Name": "scheme_make_folding_prim_closure",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 938,
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                             "Control Flow Branches": 3,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 4848,
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-                            "Function Name": "onSetText",
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5618,
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-                            "Start Line": 863,
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-                            "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "83.3%",
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-                            "Start Line": 6251,
-                            "End Line": 6256
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                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
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-                            "Start Line": 4695,
-                            "End Line": 4704
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                             "Control Flow Ratio": "50.0%",
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-                            "Start Line": 966,
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-                            "Start Line": 4271,
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-                            "Start Line": 1484,
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-                            "Start Line": 538,
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-                            "Function Name": "compareTo",
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-                            "Start Line": 4789,
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-                            "Function Name": "onScrollToOffset",
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-                            "Start Line": 5416,
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-                            "Function Name": "onMoveCursorForwardByCharacter",
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-                            "Function Name": "scrollIndex",
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 5781,
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                         {
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                             "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 2,
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 5793,
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                         {
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                             "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 5811,
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                         {
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-                            "Lines of Code (LOC)": 7,
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                             "Control Flow Branches": 2,
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-                            "Start Line": 5829,
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                         {
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-                            "Lines of Code (LOC)": 7,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 5891,
-                            "End Line": 5897
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 5902,
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "scheme_escape_continuation_ok",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
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-                            "Start Line": 6124,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
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-                            "Start Line": 6363,
-                            "End Line": 6369
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 6384,
-                            "End Line": 6391
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 10264,
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                             "Structural Impact": 4.4,
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-                            "Control Flow Branches": 2,
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-                            "Start Line": 6638,
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-                            "Start Line": 204,
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 902,
-                            "End Line": 904
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+                            "Control Flow Ratio": "50.0%",
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                         {
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-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "scheme_extract_cc_mark_list",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2768,
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3074,
-                            "End Line": 3074
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 10286,
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                         {
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+                            "Function Name": "apply_k",
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-                            "Input Parameters": 0,
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-                            "Start Line": 3140,
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-                        {
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                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
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-                            "Start Line": 679,
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5267,
-                            "End Line": 5272
+                            "Control Flow Ratio": "25.0%",
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                         },
                         {
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-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2761,
-                            "End Line": 2763
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                         },
                         {
-                            "Function Name": "_mergeHeadingLevels",
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-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "scheme_current_continuation_marks_as",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 7063,
-                            "End Line": 7065
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-                            "Start Line": 3289,
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-                        {
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-                            "Control Flow Branches": 2,
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-                            "Start Line": 3306,
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                         },
                         {
-                            "Function Name": "AttributedStringProperty",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "scheme_init_unsafe_fun",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 886,
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+                            "Start Line": 723,
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                         },
                         {
-                            "Function Name": "rect",
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "make_weak_prompt",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2834,
-                            "End Line": 2840
+                            "Control Flow Ratio": "33.3%",
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+                            "End Line": 1099
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                         {
-                            "Function Name": "areUserActionsBlocked",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "continuation_mark_key_p",
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2920,
-                            "End Line": 2926
+                            "Start Line": 4552,
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                         },
                         {
-                            "Function Name": "_redepthChild",
-                            "Structural Impact": 3.2,
+                            "Function Name": "clear_cm_copy_caches",
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                             "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3165,
-                            "End Line": 3171
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3221,
-                            "End Line": 3228
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5154,
+                            "End Line": 5160
                         },
                         {
-                            "Function Name": "doCompare",
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "sync_meta_cont",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 7039,
-                            "End Line": 7045
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                         },
                         {
-                            "Function Name": "localeForSubtree",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "prompt_tag_p",
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                             "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5165,
-                            "End Line": 5169
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                         {
-                            "Function Name": "onExpand",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5689,
-                            "End Line": 5693
+                            "Function Name": "scheme_make_prim_w_everything",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 841,
+                            "End Line": 854
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                         {
-                            "Function Name": "onCollapse",
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+                            "Function Name": "void_p",
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5700,
-                            "End Line": 5704
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2388,
+                            "End Line": 2392
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                         {
-                            "Function Name": "childConfigurationsDelegate",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "procedure_p",
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                             "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5720,
-                            "End Line": 5725
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+                            "Start Line": 2440,
+                            "End Line": 2444
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                         {
-                            "Function Name": "sortKey",
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+                            "Function Name": "call_with_sema_enable_break",
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                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
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-                            "Start Line": 5744,
-                            "End Line": 5748
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4786,
+                            "End Line": 4790
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                         {
-                            "Function Name": "isChecked",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "can_apply_lwc_k",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 6249,
-                            "End Line": 6250
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 9392,
+                            "End Line": 9403
                         },
                         {
-                            "Function Name": "isCheckStateMixed",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "do_apply_chaperone",
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+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3720,
+                            "End Line": 3741
+                        },
+                        {
+                            "Function Name": "ASSERT_SUSPEND_BREAK_ZERO",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 6266,
-                            "End Line": 6267
+                            "Start Line": 11,
+                            "End Line": 16
                         },
                         {
-                            "Function Name": "textSelection",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "init_prompt_id",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6501,
-                            "End Line": 6505
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1071,
+                            "End Line": 1079
                         },
                         {
-                            "Function Name": "scrollPosition",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "scheme_ensure_dw_id",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6519,
-                            "End Line": 6523
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1419,
+                            "End Line": 1426
                         },
                         {
-                            "Function Name": "scrollExtentMax",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "scheme_detach_multple_array",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6535,
-                            "End Line": 6539
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4396,
+                            "End Line": 4402
                         },
                         {
-                            "Function Name": "scrollExtentMin",
+                            "Function Name": "scheme_make_prim_closure_w_arity",
                             "Structural Impact": 3.1,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6551,
-                            "End Line": 6555
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 928,
+                            "End Line": 936
                         },
                         {
-                            "Function Name": "controlsNodes",
+                            "Function Name": "scheme_make_folding_closed_prim",
                             "Structural Impact": 3.1,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6560,
-                            "End Line": 6564
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 986,
+                            "End Line": 994
                         },
                         {
-                            "Function Name": "getAction",
+                            "Function Name": "_apply",
                             "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 787,
-                            "End Line": 789
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1554,
+                            "End Line": 1565
                         },
                         {
-                            "Function Name": "isSemanticBoundary",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5157,
-                            "End Line": 5160
+                            "Function Name": "scheme_make_noncm_prim",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 877,
+                            "End Line": 889
                         },
                         {
-                            "Function Name": "onTap",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5296,
-                            "End Line": 5299
+                            "Function Name": "scheme_make_immed_prim",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 891,
+                            "End Line": 903
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                         {
-                            "Function Name": "onLongPress",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5311,
-                            "End Line": 5314
+                            "Function Name": "scheme_apply_for_prompt",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6835,
+                            "End Line": 6844
                         },
                         {
-                            "Function Name": "onScrollLeft",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "jump_to_alt_continuation",
+                            "Structural Impact": 2.9,
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5329,
-                            "End Line": 5332
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 9953,
+                            "End Line": 9969
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                         {
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5343,
-                            "End Line": 5346
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                         {
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5361,
-                            "End Line": 5364
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5379,
-                            "End Line": 5382
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5397,
-                            "End Line": 5400
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-                            "Control Flow Ratio": "100.0%",
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-                            "End Line": 5441
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5512,
-                            "End Line": 5515
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-                            "Start Line": 5647,
-                            "End Line": 5650
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 5671,
-                            "End Line": 5674
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-                            "Start Line": 5758,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6188,
-                            "End Line": 6191
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-                            "Start Line": 6214,
-                            "End Line": 6217
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-                            "Control Flow Ratio": "100.0%",
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-                            "End Line": 6238
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6284,
-                            "End Line": 6287
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-                            "Function Name": "isFocused",
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-                            "Control Flow Branches": 1,
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-                            "Start Line": 6327,
-                            "End Line": 6330
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+                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6593,
-                            "End Line": 6596
+                            "Function Name": "copy_cjs",
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 6601,
-                            "End Line": 6604
+                            "Function Name": "call_with_continuation_barrier",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 207,
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-                            "Function Name": "isTagged",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3365,
-                            "End Line": 3365
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5729,
-                            "End Line": 5729
+                            "Function Name": "chaperone_wrap_cc_guard",
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+                            "Control Flow Ratio": "0.0%",
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                         },
                         {
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-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "propagate_abort",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1544,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4003,
-                            "End Line": 4011
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 7848
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-                            "Lines of Code (LOC)": 68,
+                            "Function Name": "scheme_force_one_value_same_mark",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2671,
-                            "End Line": 2738
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 6301,
-                            "End Line": 6305
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+                            "Control Flow Ratio": "0.0%",
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                         {
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
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-                            "End Line": 3175
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+                            "Control Flow Ratio": "0.0%",
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                         {
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                             "Structural Impact": 2.1,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 10219,
+                            "End Line": 10226
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                         {
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                             "Structural Impact": 2.1,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
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+                            "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4512,
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+                            "Start Line": 10237,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
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-                            "End Line": 5249
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 10253
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                         {
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+                            "Function Name": "current_get_interaction_evt",
                             "Structural Impact": 2.1,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
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-                            "End Line": 5718
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 10255,
+                            "End Line": 10262
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+                            "Function Name": "scheme_make_closed_prim",
                             "Structural Impact": 2.0,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 735,
-                            "End Line": 739
+                            "Start Line": 1003,
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+                            "Function Name": "scheme_apply_thread_thunk",
                             "Structural Impact": 2.0,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
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-                            "End Line": 1591
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1579,
+                            "End Line": 1590
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                         {
-                            "Function Name": "transform",
+                            "Function Name": "scheme_apply_to_list",
                             "Structural Impact": 2.0,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
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-                            "End Line": 2814
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+                            "Start Line": 1753,
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                         {
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                         {
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                         {
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                         {
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-                            "Start Line": 3592,
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                         {
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-                            "Start Line": 3613,
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                             "Control Flow Ratio": "0.0%",
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                         },
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-                            "Start Line": 5327,
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-                            "Start Line": 5359,
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-                            "Input Parameters": 0,
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-                            "End Line": 5377
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-                            "Input Parameters": 0,
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-                            "Start Line": 5414,
-                            "End Line": 5414
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-                            "Start Line": 5436,
-                            "End Line": 5436
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+                            "Function Name": "scheme_call_with_prompt_multi",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4806,
-                            "End Line": 4808
+                            "Start Line": 2221,
+                            "End Line": 2224
                         },
                         {
-                            "Function Name": "identifier",
+                            "Function Name": "scheme_arity",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5883,
-                            "End Line": 5886
+                            "Start Line": 2905,
+                            "End Line": 2908
                         },
                         {
-                            "Function Name": "role",
+                            "Function Name": "apply_chaperone_k",
                             "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5913,
-                            "End Line": 5916
+                            "Start Line": 3706,
+                            "End Line": 3718
                         },
                         {
-                            "Function Name": "label",
+                            "Function Name": "root_prompt_tag_misuse",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5928,
-                            "End Line": 5931
+                            "Start Line": 5552,
+                            "End Line": 5555
                         },
                         {
-                            "Function Name": "attributedLabel",
+                            "Function Name": "make_empty_marks",
                             "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5949,
-                            "End Line": 5952
+                            "Start Line": 8174,
+                            "End Line": 8186
                         },
                         {
-                            "Function Name": "value",
+                            "Function Name": "scheme_current_continuation_marks",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5968,
-                            "End Line": 5971
+                            "Start Line": 8197,
+                            "End Line": 8200
                         },
                         {
-                            "Function Name": "attributedValue",
+                            "Function Name": "apply_lwc_k",
                             "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5993,
-                            "End Line": 5996
+                            "Start Line": 9337,
+                            "End Line": 9347
                         },
                         {
-                            "Function Name": "increasedValue",
+                            "Function Name": "pre_dyn_wind",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6013,
-                            "End Line": 6016
+                            "Start Line": 9598,
+                            "End Line": 9601
                         },
                         {
-                            "Function Name": "attributedIncreasedValue",
+                            "Function Name": "post_dyn_wind",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6032,
-                            "End Line": 6035
+                            "Start Line": 9603,
+                            "End Line": 9606
                         },
                         {
-                            "Function Name": "decreasedValue",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_get_thread_end_overflow",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6050,
-                            "End Line": 6053
+                            "Start Line": 6664,
+                            "End Line": 6673
                         },
                         {
-                            "Function Name": "attributedDecreasedValue",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_clear_prompt_cache",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6069,
-                            "End Line": 6072
+                            "Start Line": 1397,
+                            "End Line": 1404
                         },
                         {
-                            "Function Name": "hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_clear_escape",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6084,
-                            "End Line": 6087
+                            "Start Line": 4419,
+                            "End Line": 4425
                         },
                         {
-                            "Function Name": "attributedHint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_all_current_continuation_marks",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6105,
-                            "End Line": 6108
+                            "Start Line": 8202,
+                            "End Line": 8208
                         },
                         {
-                            "Function Name": "tooltip",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "register_traversers",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6115,
-                            "End Line": 6118
+                            "Start Line": 10403,
+                            "End Line": 10411
                         },
                         {
-                            "Function Name": "scopesRoute",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_init_fun_places",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6139,
-                            "End Line": 6142
+                            "Start Line": 772,
+                            "End Line": 777
                         },
                         {
-                            "Function Name": "namesRoute",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_create_overflow",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6150,
-                            "End Line": 6153
+                            "Start Line": 1209,
+                            "End Line": 1214
                         },
                         {
-                            "Function Name": "isImage",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_make_void",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6157,
-                            "End Line": 6160
+                            "Start Line": 780,
+                            "End Line": 784
                         },
                         {
-                            "Function Name": "liveRegion",
-                            "Structural Impact": 1.6,
+                            "Function Name": "scheme_init_overflow",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6179,
-                            "End Line": 6182
+                            "Start Line": 1216,
+                            "End Line": 1219
                         },
                         {
-                            "Function Name": "isSelected",
-                            "Structural Impact": 1.6,
+                            "Function Name": "scheme_reset_overflow",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6200,
-                            "End Line": 6203
+                            "Start Line": 1221,
+                            "End Line": 1224
                         },
                         {
-                            "Function Name": "isInMutuallyExclusiveGroup",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_get_milliseconds",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6295,
-                            "End Line": 6298
+                            "Start Line": 9975,
+                            "End Line": 9979
                         },
                         {
-                            "Function Name": "isButton",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "scheme_get_inexact_milliseconds",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6347,
-                            "End Line": 6350
+                            "Start Line": 9981,
+                            "End Line": 9985
                         },
                         {
-                            "Function Name": "isLink",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "get_inexact_monotonic_milliseconds",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6354,
-                            "End Line": 6357
+                            "Start Line": 9987,
+                            "End Line": 9991
                         },
                         {
-                            "Function Name": "isHeader",
-                            "Structural Impact": 1.6,
+                            "Function Name": "scheme_get_process_milliseconds",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6373,
-                            "End Line": 6376
+                            "Start Line": 9993,
+                            "End Line": 9996
                         },
                         {
-                            "Function Name": "isSlider",
-                            "Structural Impact": 1.6,
+                            "Function Name": "scheme_get_process_children_milliseconds",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6395,
-                            "End Line": 6398
+                            "Start Line": 9998,
+                            "End Line": 10001
                         },
                         {
-                            "Function Name": "isKeyboardKey",
-                            "Structural Impact": 1.6,
+                            "Function Name": "scheme_get_seconds",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6403,
-                            "End Line": 6406
-                        },
+                            "Start Line": 10017,
+                            "End Line": 10020
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2274,
+                        "Sequential Logic Declarations": 717,
+                        "Function Parameters": 613,
+                        "Function/Method Declarations": 282,
+                        "Class/Entity Declarations": 4,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 261,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 180,
+                        "State Mutations / Variable Reassignments": 6855,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 7,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 233,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 9,
+                        "Module Dependencies (Imports)": 10,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 79,
+                        "Pointer Arithmetic & Addressing": 3248,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 26,
+                        "Fatal Aborts & Exceptions": 14,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 46,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 34,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 247,
+                        "Event Listeners & Subscribers": 23,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 132,
+                        "Structural Space Indentations": 6521,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1318,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1294,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 24,
+                        "Design Short Vars": 342,
+                        "Design Long Vars": 11,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 56,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 3,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "mzmark_fun.inc",
+                        "mzstkchk.h",
+                        "schmach.h",
+                        "schmap.inc",
+                        "schpriv.h",
+                        "schrktio.h"
+                    ]
+                },
+                "scheme/racket/LICENSE.txt": {
+                    "1. Artifact Identity": {
+                        "Filename": "LICENSE.txt",
+                        "Path": "scheme/racket/LICENSE.txt",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10856.14,
+                        "Y": -151.86,
+                        "Z": 3828.13
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 193,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 155,
+                        "Structural Magnitude": 3.86,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "scheme/racket/cpnanopass.ss": {
+                    "1. Artifact Identity": {
+                        "Filename": "cpnanopass.ss",
+                        "Path": "scheme/racket/cpnanopass.ss",
+                        "Language": "Scheme",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ss)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 11087.36,
+                        "Y": -80.06,
+                        "Z": 2940.07
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 10910,
+                        "Coding LOC": 9974,
+                        "Documentation LOC": 689,
+                        "Structural Magnitude": 3054.88,
+                        "Control Flow Ratio": "56.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.404
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "19.71%",
+                        "Error & Exception Exposure": "65.49%",
+                        "Tech Debt Exposure": "10.75%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "84.25%",
+                        "Commented Logic Exposure": "5.13%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "12.85%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "isHidden",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "build-free-ref",
+                            "Structural Impact": 260.4,
+                            "Lines of Code (LOC)": 966,
+                            "Control Flow Branches": 149,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6425,
-                            "End Line": 6428
+                            "Control Flow Ratio": "61.1%",
+                            "Start Line": 2260,
+                            "End Line": 3225
                         },
                         {
-                            "Function Name": "isTextField",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6432,
-                            "End Line": 6435
+                            "Function Name": "compatible-fv",
+                            "Structural Impact": 251.8,
+                            "Lines of Code (LOC)": 1156,
+                            "Control Flow Branches": 111,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.0%",
+                            "Start Line": 547,
+                            "End Line": 1702
                         },
                         {
-                            "Function Name": "isReadOnly",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "extract-trace-code",
+                            "Structural Impact": 238.4,
+                            "Lines of Code (LOC)": 1007,
+                            "Control Flow Branches": 132,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6441,
-                            "End Line": 6444
+                            "Control Flow Ratio": "52.2%",
+                            "Start Line": 8280,
+                            "End Line": 9286
                         },
                         {
-                            "Function Name": "isObscured",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6452,
-                            "End Line": 6455
+                            "Function Name": "maybe-add-detour-trap-check",
+                            "Structural Impact": 229.8,
+                            "Lines of Code (LOC)": 889,
+                            "Control Flow Branches": 106,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.6%",
+                            "Start Line": 3960,
+                            "End Line": 4848
                         },
                         {
-                            "Function Name": "isMultiline",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6462,
-                            "End Line": 6465
+                            "Function Name": "build-attachment-get",
+                            "Structural Impact": 214.5,
+                            "Lines of Code (LOC)": 861,
+                            "Control Flow Branches": 69,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "61.6%",
+                            "Start Line": 5217,
+                            "End Line": 6077
                         },
                         {
-                            "Function Name": "hasImplicitScrolling",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "tarjan",
+                            "Structural Impact": 188.9,
+                            "Lines of Code (LOC)": 1035,
+                            "Control Flow Branches": 96,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6492,
-                            "End Line": 6495
+                            "Control Flow Ratio": "49.5%",
+                            "Start Line": 1516,
+                            "End Line": 2550
                         },
                         {
-                            "Function Name": "validationResult",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "compute-sccs",
+                            "Structural Impact": 186.3,
+                            "Lines of Code (LOC)": 1038,
+                            "Control Flow Branches": 94,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6569,
-                            "End Line": 6572
+                            "Control Flow Ratio": "49.0%",
+                            "Start Line": 1510,
+                            "End Line": 2547
                         },
                         {
-                            "Function Name": "hitTestBehavior",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "fp-lvalue",
+                            "Structural Impact": 32.6,
+                            "Lines of Code (LOC)": 142,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6577,
-                            "End Line": 6580
+                            "Control Flow Ratio": "77.3%",
+                            "Start Line": 3682,
+                            "End Line": 3823
                         },
                         {
-                            "Function Name": "inputType",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "fp-lvalue",
+                            "Structural Impact": 30.8,
+                            "Lines of Code (LOC)": 222,
+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6585,
-                            "End Line": 6588
+                            "Control Flow Ratio": "65.0%",
+                            "Start Line": 3335,
+                            "End Line": 3556
                         },
                         {
-                            "Function Name": "SemanticsTag",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "maybe-drop-trap-check",
+                            "Structural Impact": 29.8,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 601,
-                            "End Line": 601
+                            "Control Flow Ratio": "72.0%",
+                            "Start Line": 3872,
+                            "End Line": 3929
                         },
                         {
-                            "Function Name": "markAsMergeUp",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "lpred",
+                            "Structural Impact": 14.1,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 668,
-                            "End Line": 668
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 9708,
+                            "End Line": 9734
                         },
                         {
-                            "Function Name": "markAsSiblingMergeGroup",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
+                            "Function Name": "mktmp",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 675,
-                            "End Line": 676
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3293,
+                            "End Line": 3297
                         },
                         {
-                            "Function Name": "hasAction",
-                            "Structural Impact": 1.5,
+                            "Function Name": "force",
+                            "Structural Impact": 2.9,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1363,
-                            "End Line": 1363
-                        },
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2597,
+                            "End Line": 2597
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1226,
+                        "Sequential Logic Declarations": 948,
+                        "Function Parameters": 46,
+                        "Function/Method Declarations": 46,
+                        "Class/Entity Declarations": 27,
+                        "Defensive Programming Constructs": 66,
+                        "Type/Safety Bypasses": 6,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 56,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 1172,
+                        "Commented-out Code (Dead Logic)": 10,
+                        "Structured Documentation Blocks": 15,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 947,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 353,
+                        "Scientific & Mathematical Operations": 4,
+                        "Metaprogramming & Reflection": 91,
+                        "Module Dependencies (Imports)": 11,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 23,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 90,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 256,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 45,
+                        "Explicit Type Casts": 10,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 6,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 311,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 9972,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 9,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 87,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "asm-enter",
+                        "asm-module",
+                        "make-restricted-unspillable",
+                        "make-tmp",
+                        "make-unspillable",
+                        "nanopass"
+                    ]
+                },
+                "scheme/racket/io.ss": {
+                    "1. Artifact Identity": {
+                        "Filename": "io.ss",
+                        "Path": "scheme/racket/io.ss",
+                        "Language": "Scheme",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ss)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10503.5,
+                        "Y": -85.88,
+                        "Z": 3351.81
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 6399,
+                        "Coding LOC": 5629,
+                        "Documentation LOC": 448,
+                        "Structural Magnitude": 557.08,
+                        "Control Flow Ratio": "67.5%",
+                        "Popularity Rank": 20,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.518
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "23.97%",
+                        "Error & Exception Exposure": "56.49%",
+                        "Tech Debt Exposure": "9.22%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.95%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "38.28%",
+                        "Commented Logic Exposure": "4.94%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "_canPerformAction",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "extract-permission-mask",
+                            "Structural Impact": 19.1,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3663,
-                            "End Line": 3663
-                        },
-                        {
-                            "Function Name": "dispose",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4829,
-                            "End Line": 4838
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 398,
+                            "End Line": 411
                         },
                         {
-                            "Function Name": "SemanticsSortKey",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "make-binary-file-input/output-handler",
+                            "Structural Impact": 16.3,
+                            "Lines of Code (LOC)": 119,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6950,
-                            "End Line": 6950
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 1253,
+                            "End Line": 1371
                         },
                         {
-                            "Function Name": "doCompare",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
+                            "Function Name": "make-binary-file-output-handler",
+                            "Structural Impact": 12.0,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6995,
-                            "End Line": 6996
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1114,
+                            "End Line": 1186
                         },
                         {
-                            "Function Name": "resetForTests",
-                            "Structural Impact": 1.4,
+                            "Function Name": "flush-buffer",
+                            "Structural Impact": 10.2,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 792,
-                            "End Line": 800
-                        },
-                        {
-                            "Function Name": "toString",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 764,
-                            "End Line": 767
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1436,
+                            "End Line": 1444
                         },
                         {
-                            "Function Name": "toString",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 874,
-                            "End Line": 877
+                            "Function Name": "make-binary-file-input-handler",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1009,
+                            "End Line": 1086
                         },
                         {
-                            "Function Name": "flags",
-                            "Structural Impact": 1.2,
+                            "Function Name": "bv-read",
+                            "Structural Impact": 8.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1105,
-                            "End Line": 1109
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 720,
+                            "End Line": 724
                         },
                         {
-                            "Function Name": "_generateNewId",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2782,
-                            "End Line": 2785
+                            "Function Name": "err",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1983,
+                            "End Line": 1990
                         },
                         {
-                            "Function Name": "toString",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 608,
-                            "End Line": 609
+                            "Function Name": "eof-err",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1991,
+                            "End Line": 1997
                         },
                         {
-                            "Function Name": "ChildSemanticsConfigurationsResultBuilder",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 658,
-                            "End Line": 658
+                            "Function Name": "return",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1998,
+                            "End Line": 2004
                         },
                         {
-                            "Function Name": "hashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 750,
-                            "End Line": 751
+                            "Function Name": "open-oops",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 196,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "hashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 871,
-                            "End Line": 872
+                            "Function Name": "binary-port-read",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 727,
+                            "End Line": 734
                         },
                         {
-                            "Function Name": "isEmpty",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 973,
-                            "End Line": 973
+                            "Function Name": "$textual-port-bol",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 247,
+                            "End Line": 251
                         },
                         {
-                            "Function Name": "length",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "return",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 976,
-                            "End Line": 976
+                            "Start Line": 1461,
+                            "End Line": 1466
                         },
                         {
-                            "Function Name": "clear",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "decode-oops",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1020,
-                            "End Line": 1022
+                            "Start Line": 1431,
+                            "End Line": 1434
                         },
                         {
-                            "Function Name": "label",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "position-oops",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1131,
-                            "End Line": 1131
+                            "Start Line": 189,
+                            "End Line": 194
                         },
                         {
-                            "Function Name": "value",
-                            "Structural Impact": 1.1,
+                            "Function Name": "position-warning",
+                            "Structural Impact": 2.3,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1146,
-                            "End Line": 1146
+                            "Start Line": 124,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "increasedValue",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "port-oops",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1162,
-                            "End Line": 1162
+                            "Start Line": 174,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "decreasedValue",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "read-oops",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1178,
-                            "End Line": 1178
+                            "Start Line": 179,
+                            "End Line": 182
                         },
                         {
-                            "Function Name": "hint",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "write-oops",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1193,
-                            "End Line": 1193
+                            "Start Line": 184,
+                            "End Line": 187
                         },
                         {
-                            "Function Name": "toStringShort",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "write-three-byte",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1365,
-                            "End Line": 1366
+                            "Start Line": 1868,
+                            "End Line": 1871
                         },
                         {
-                            "Function Name": "getChildren",
-                            "Structural Impact": 1.1,
+                            "Function Name": "unget-error",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1553,
-                            "End Line": 1554
+                            "Start Line": 211,
+                            "End Line": 212
                         },
                         {
-                            "Function Name": "hashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "return",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1593,
-                            "End Line": 1594
+                            "Start Line": 1526,
+                            "End Line": 1528
                         },
                         {
-                            "Function Name": "toStringShort",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "return",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2740,
-                            "End Line": 2741
+                            "Start Line": 1862,
+                            "End Line": 1864
                         },
                         {
-                            "Function Name": "debugResetSemanticsIdCounter",
-                            "Structural Impact": 1.1,
+                            "Function Name": "write-two-byte",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2746,
-                            "End Line": 2748
+                            "Start Line": 1865,
+                            "End Line": 1867
                         },
                         {
-                            "Function Name": "id",
-                            "Structural Impact": 1.1,
+                            "Function Name": "make-fd",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2802,
-                            "End Line": 2802
+                            "Start Line": 171,
+                            "End Line": 171
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1165,
+                        "Sequential Logic Declarations": 562,
+                        "Function Parameters": 71,
+                        "Function/Method Declarations": 71,
+                        "Class/Entity Declarations": 7,
+                        "Defensive Programming Constructs": 15,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 44,
+                        "Exposed API / Public Exports": 20,
+                        "State Mutations / Variable Reassignments": 289,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 86,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 455,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 75,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 5,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 74,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 55,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 5,
+                        "Explicit Type Casts": 22,
+                        "Fatal Aborts & Exceptions": 6,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 37,
+                        "Resource Deallocation & Cleanup": 39,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 5621,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 10,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 20,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 42
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "scheme/racket/schemify.rkt": {
+                    "1. Artifact Identity": {
+                        "Filename": "schemify.rkt",
+                        "Path": "scheme/racket/schemify.rkt",
+                        "Language": "Scheme",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "scheme",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rkt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 11406.94,
+                        "Y": -191.54,
+                        "Z": 3884.34
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1127,
+                        "Coding LOC": 954,
+                        "Documentation LOC": 156,
+                        "Structural Magnitude": 1051.08,
+                        "Control Flow Ratio": "83.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.274
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "12.96%",
+                        "Error & Exception Exposure": "52.31%",
+                        "Tech Debt Exposure": "27.29%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "9.69%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "schemify-linklet",
+                            "Structural Impact": 690.8,
+                            "Lines of Code (LOC)": 1035,
+                            "Control Flow Branches": 164,
+                            "Input Parameters": 14,
+                            "Control Flow Ratio": "83.2%",
+                            "Start Line": 33,
+                            "End Line": 1067
                         },
                         {
-                            "Function Name": "rect",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2832,
-                            "End Line": 2832
+                            "Function Name": "make-set-consistent-variables",
+                            "Structural Impact": 234.5,
+                            "Lines of Code (LOC)": 526,
+                            "Control Flow Branches": 84,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "77.1%",
+                            "Start Line": 462,
+                            "End Line": 987
                         },
                         {
-                            "Function Name": "isMergedIntoParent",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2902,
-                            "End Line": 2902
+                            "Function Name": "inline-struct-predicate",
+                            "Structural Impact": 29.0,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 920,
+                            "End Line": 962
                         },
                         {
-                            "Function Name": "areUserActionsBlocked",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2918,
-                            "End Line": 2918
+                            "Function Name": "inline-field-mutate",
+                            "Structural Impact": 16.8,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 966,
+                            "End Line": 987
                         },
                         {
-                            "Function Name": "mergeAllDescendantsIntoThisNode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "make-set-variables",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2940,
-                            "End Line": 2940
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 245,
+                            "End Line": 273
                         },
                         {
-                            "Function Name": "childrenCountInTraversalOrder",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3081,
-                            "End Line": 3081
+                            "Function Name": "inline-struct-constructor",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 910,
+                            "End Line": 918
                         },
                         {
-                            "Function Name": "attached",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3124,
-                            "End Line": 3124
+                            "Function Name": "make-expr-defn",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 476,
+                            "End Line": 528
                         },
                         {
-                            "Function Name": "depth",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3156,
-                            "End Line": 3156
+                            "Function Name": "left-left-lambda-convert",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 856,
+                            "End Line": 868
                         },
                         {
-                            "Function Name": "flagsCollection",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3370,
-                            "End Line": 3370
+                            "Function Name": "make-expr-defns",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 274,
+                            "End Line": 278
                         },
                         {
-                            "Function Name": "_flagsBitMask",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3372,
-                            "End Line": 3372
+                            "Function Name": "merely-a-copy",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 562,
+                            "End Line": 566
                         },
                         {
-                            "Function Name": "identifier",
-                            "Structural Impact": 1.1,
+                            "Function Name": "im-int-id",
+                            "Structural Impact": 2.9,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3382,
-                            "End Line": 3382
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 87,
+                            "End Line": 87
                         },
                         {
-                            "Function Name": "_isTraversalParent",
-                            "Structural Impact": 1.1,
+                            "Function Name": "im-ext-id",
+                            "Structural Impact": 2.9,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3393,
-                            "End Line": 3393
-                        },
-                        {
-                            "Function Name": "_isTraversalChild",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3394,
-                            "End Line": 3394
-                        },
-                        {
-                            "Function Name": "label",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3401,
-                            "End Line": 3401
-                        },
-                        {
-                            "Function Name": "attributedLabel",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3408,
-                            "End Line": 3408
-                        },
-                        {
-                            "Function Name": "value",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3416,
-                            "End Line": 3416
-                        },
-                        {
-                            "Function Name": "attributedValue",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3424,
-                            "End Line": 3424
-                        },
-                        {
-                            "Function Name": "increasedValue",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3436,
-                            "End Line": 3436
-                        },
-                        {
-                            "Function Name": "attributedIncreasedValue",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3447,
-                            "End Line": 3447
-                        },
-                        {
-                            "Function Name": "decreasedValue",
-                            "Structural Impact": 1.1,
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-                        {
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-                        {
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-                        {
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-                            "Function Name": "attributedValue",
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-                            "Function Name": "increasedValue",
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-                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "0.0%",
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-                            "Function Name": "isImage",
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-                            "Control Flow Ratio": "0.0%",
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-                            "Function Name": "isSelected",
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-                            "Control Flow Ratio": "0.0%",
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-                        {
-                            "Function Name": "isInMutuallyExclusiveGroup",
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-                            "Control Flow Ratio": "0.0%",
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-                        {
-                            "Function Name": "accessibilityFocusBlockType",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
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-                        {
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-                        {
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 6567
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 88,
+                            "End Line": 88
                         },
                         {
-                            "Function Name": "hitTestBehavior",
-                            "Structural Impact": 1.1,
+                            "Function Name": "ex-int-id",
+                            "Structural Impact": 2.9,
                             "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 6575
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 89,
+                            "End Line": 89
                         },
                         {
-                            "Function Name": "inputType",
-                            "Structural Impact": 1.1,
+                            "Function Name": "ex-ext-id",
+                            "Structural Impact": 2.9,
                             "Lines of Code (LOC)": 1,
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 6583
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+                            "End Line": 90
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 528,
-                        "Function Parameters": 248,
-                        "Function/Method Declarations": 411,
-                        "Class/Entity Declarations": 22,
-                        "Defensive Programming Constructs": 769,
-                        "Type/Safety Bypasses": 125,
+                        "Control Flow Branches": 165,
+                        "Sequential Logic Declarations": 33,
+                        "Function Parameters": 31,
+                        "Function/Method Declarations": 31,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 32,
-                        "State Mutations / Variable Reassignments": 442,
-                        "Commented-out Code (Dead Logic)": 6,
-                        "Structured Documentation Blocks": 2494,
-                        "Unit Test Assertions": 16,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 11,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 12,
-                        "Closures and Anonymous Functions": 791,
-                        "Global State Dependencies": 7,
-                        "Decorators and Annotations": 50,
-                        "Generic Type Abstractions": 144,
-                        "Collection Iterators / Comprehensions": 111,
-                        "Scientific & Mathematical Operations": 36,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 25,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 3,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 16,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 13,
-                        "Event Publishers / Emitters": 1,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Manual Memory Allocation": 34,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 83,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 336,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1337,
+                        "Immutable Data Declarations": 14,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3801,
+                        "Structural Space Indentations": 930,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -219131,25 +219682,25 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 743,
-                        "Design Camel Case": 308,
-                        "Design Snake Case": 190,
-                        "Design Pascal Case": 8,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 7,
-                        "Design Long Vars": 53,
-                        "Duplicate Logic": 70,
-                        "Orphaned Logic": 27,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 14,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 2,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 93,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -219163,40 +219714,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "binding.dart",
-                        "dart:core",
-                        "dart:math",
-                        "dart:ui",
-                        "package:collection/collection.dart",
-                        "package:flutter/foundation.dart",
-                        "package:flutter/painting.dart",
-                        "package:flutter/services.dart",
-                        "package:vector_math/vector_math_64.dart",
-                        "semantics_event.dart"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "dart/flutter/theme_data.dart": {
+                "scheme/racket/thread.rkt": {
                     "1. Artifact Identity": {
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-                        "Path": "dart/flutter/theme_data.dart",
-                        "Language": "Dart",
+                        "Filename": "thread.rkt",
+                        "Path": "scheme/racket/thread.rkt",
+                        "Language": "Scheme",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "dart",
+                        "Folder Dominant Lang": "scheme",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .dart)"
+                        "Identity Proof": "Single Indicator (Ext: .rkt)"
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                     "2. Topological Coordinates": {
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-                        "Y": 123.59,
-                        "Z": -3832.98
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+                        "Y": -157.86,
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-                        "Coding LOC": 2305,
-                        "Documentation LOC": 985,
-                        "Structural Magnitude": 6479.9,
-                        "Control Flow Ratio": "85.0%",
+                        "Total LOC": 1323,
+                        "Coding LOC": 994,
+                        "Documentation LOC": 177,
+                        "Structural Magnitude": 494.58,
+                        "Control Flow Ratio": "84.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.949
+                        "Raw Cognitive Density": 0.264
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                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "34.47%",
-                        "Error & Exception Exposure": "14.04%",
-                        "Tech Debt Exposure": "21.76%",
+                        "Cognitive Load Exposure": "12.5%",
+                        "Error & Exception Exposure": "46.75%",
+                        "Tech Debt Exposure": "13.63%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.48%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "89.62%",
-                        "Commented Logic Exposure": "5.36%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "13.67%",
+                        "State Flux Exposure": "14.73%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
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                         {
-                            "Function Name": "hashCode",
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                         {
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-                            "Start Line": 113,
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                         {
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 92,
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-                            "Start Line": 3240,
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-                        "Class/Entity Declarations": 9,
-                        "Defensive Programming Constructs": 563,
-                        "Type/Safety Bypasses": 75,
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-                        "Exposed API / Public Exports": 7,
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-                        "Commented-out Code (Dead Logic)": 5,
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-                        "Decorators and Annotations": 31,
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+                        "Decorators and Annotations": 0,
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                         "Scientific & Mathematical Operations": 0,
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-                        "Module Dependencies (Imports)": 69,
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                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 9,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -219798,22 +219868,22 @@
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Manual Memory Allocation": 11,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 7,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 24,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 191,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 67,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2210,
+                        "Structural Space Indentations": 888,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -219830,15 +219900,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 68,
-                        "Design Camel Case": 46,
-                        "Design Snake Case": 17,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 3,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 14,
+                        "Orphaned Logic": 6,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -219846,7 +219916,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 12,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -219862,87 +219932,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 69,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "action_buttons.dart",
-                        "action_icons_theme.dart",
-                        "app_bar_theme.dart",
-                        "badge_theme.dart",
-                        "banner_theme.dart",
-                        "bottom_app_bar_theme.dart",
-                        "bottom_navigation_bar_theme.dart",
-                        "bottom_sheet_theme.dart",
-                        "button_bar_theme.dart",
-                        "button_theme.dart",
-                        "card_theme.dart",
-                        "carousel_theme.dart",
-                        "checkbox_theme.dart",
-                        "chip_theme.dart",
-                        "color_scheme.dart",
-                        "colors.dart",
-                        "constants.dart",
-                        "dart:ui",
-                        "data_table_theme.dart",
-                        "date_picker_theme.dart",
-                        "dialog_theme.dart",
-                        "divider_theme.dart",
-                        "drawer_theme.dart",
-                        "dropdown_menu_theme.dart",
-                        "elevated_button.dart",
-                        "elevated_button_theme.dart",
-                        "expansion_tile_theme.dart",
-                        "filled_button.dart",
-                        "filled_button_theme.dart",
-                        "floating_action_button_theme.dart",
-                        "icon_button_theme.dart",
-                        "ink_ripple.dart",
-                        "ink_sparkle.dart",
-                        "ink_splash.dart",
-                        "ink_well.dart",
-                        "input_decorator.dart",
-                        "list_tile.dart",
-                        "list_tile_theme.dart",
-                        "menu_bar_theme.dart",
-                        "menu_button_theme.dart",
-                        "menu_theme.dart",
-                        "navigation_bar_theme.dart",
-                        "navigation_drawer_theme.dart",
-                        "navigation_rail_theme.dart",
-                        "outlined_button.dart",
-                        "outlined_button_theme.dart",
-                        "package:flutter/cupertino.dart",
-                        "package:flutter/foundation.dart",
-                        "package:flutter/services.dart",
-                        "page_transitions_theme.dart",
-                        "popup_menu_theme.dart",
-                        "progress_indicator_theme.dart",
-                        "radio_theme.dart",
-                        "scrollbar_theme.dart",
-                        "search_bar_theme.dart",
-                        "search_view_theme.dart",
-                        "segmented_button_theme.dart",
-                        "slider_theme.dart",
-                        "snack_bar_theme.dart",
-                        "switch_theme.dart",
-                        "tab_bar_theme.dart",
-                        "text_button.dart",
-                        "text_button_theme.dart",
-                        "text_selection_theme.dart",
-                        "text_theme.dart",
-                        "time_picker_theme.dart",
-                        "toggle_buttons_theme.dart",
-                        "tooltip_theme.dart",
-                        "typography.dart"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
         "lua/cosmopolitan": {
-            "Directory Group Magnitude": 21389.2,
+            "Directory Group Magnitude": 21377.2,
             "File Count": 43,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -219952,14 +219952,14 @@
                 "Error & Exception Exposure": "64.76%",
                 "Tech Debt Exposure": "19.28%",
                 "Testing Exposure": "34.94%",
-                "API Exposure": "0.65%",
+                "API Exposure": "0.63%",
                 "Concurrency Exposure": "24.67%",
                 "State Flux Exposure": "91.04%",
                 "Commented Logic Exposure": "2.82%",
                 "Specification Exposure": "86.05%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "21.29%",
+                "Documentation Exposure": "20.7%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -219976,9 +219976,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3819.26,
+                        "X": -3819.23,
                         "Y": 78.4,
-                        "Z": 8151.41
+                        "Z": 8151.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -220312,9 +220312,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3347.34,
-                        "Y": 165.32,
-                        "Z": 7979.18
+                        "X": -3347.31,
+                        "Y": 165.33,
+                        "Z": 7979.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -220326,7 +220326,7 @@
                         "Total LOC": 1544,
                         "Coding LOC": 1173,
                         "Documentation LOC": 106,
-                        "Structural Magnitude": 1844.26,
+                        "Structural Magnitude": 1843.26,
                         "Control Flow Ratio": "34.3%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -220339,14 +220339,14 @@
                         "Error & Exception Exposure": "88.15%",
                         "Tech Debt Exposure": "14.23%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.13%",
+                        "API Exposure": "0.1%",
                         "Concurrency Exposure": "32.49%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.6%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.91%",
+                        "Documentation Exposure": "17.42%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -220982,7 +220982,7 @@
                         "Type/Safety Bypasses": 40,
                         "High-Risk Execution Commands": 6,
                         "I/O and Network Boundaries": 9,
-                        "Exposed API / Public Exports": 5,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 1183,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 0,
@@ -221101,7 +221101,7 @@
                     "2. Topological Coordinates": {
                         "X": -2810.39,
                         "Y": 199.71,
-                        "Z": 8293.14
+                        "Z": 8293.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -221466,7 +221466,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3386.62,
+                        "X": -3386.61,
                         "Y": 184.82,
                         "Z": 6646.03
                     },
@@ -221656,9 +221656,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2143.39,
+                        "X": -2143.4,
                         "Y": 183.44,
-                        "Z": 8369.64
+                        "Z": 8369.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -221884,9 +221884,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3884.32,
+                        "X": -3884.29,
                         "Y": 135.48,
-                        "Z": 7653.94
+                        "Z": 7653.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -222235,9 +222235,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4078.69,
-                        "Y": 119.38,
-                        "Z": 7848.83
+                        "X": -4078.66,
+                        "Y": 119.39,
+                        "Z": 7848.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -222494,8 +222494,8 @@
                     },
                     "2. Topological Coordinates": {
                         "X": -2274.28,
-                        "Y": 153.22,
-                        "Z": 8507.11
+                        "Y": 153.21,
+                        "Z": 8507.07
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -222663,9 +222663,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3707.61,
+                        "X": -3707.59,
                         "Y": 172.63,
-                        "Z": 7201.31
+                        "Z": 7201.3
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -223263,7 +223263,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3657.47,
+                        "X": -3657.45,
                         "Y": 199.89,
                         "Z": 6642.93
                     },
@@ -223431,7 +223431,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3162.18,
+                        "X": -3162.17,
                         "Y": 233.12,
                         "Z": 6776.23
                     },
@@ -223771,9 +223771,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2424.49,
+                        "X": -2424.59,
                         "Y": 181.48,
-                        "Z": 8360.22
+                        "Z": 8360.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -223785,7 +223785,7 @@
                         "Total LOC": 450,
                         "Coding LOC": 319,
                         "Documentation LOC": 40,
-                        "Structural Magnitude": 397.78,
+                        "Structural Magnitude": 393.78,
                         "Control Flow Ratio": "23.4%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -223798,14 +223798,14 @@
                         "Error & Exception Exposure": "74.64%",
                         "Tech Debt Exposure": "14.25%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.34%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "11.92%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "21.07%",
+                        "Documentation Exposure": "14.27%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -224111,7 +224111,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 144,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
@@ -224599,9 +224599,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3100.21,
+                        "X": -3100.2,
                         "Y": 191.03,
-                        "Z": 7763.04
+                        "Z": 7763.02
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -224613,7 +224613,7 @@
                         "Total LOC": 1155,
                         "Coding LOC": 884,
                         "Documentation LOC": 67,
-                        "Structural Magnitude": 2288.68,
+                        "Structural Magnitude": 2285.68,
                         "Control Flow Ratio": "35.9%",
                         "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
@@ -224626,14 +224626,14 @@
                         "Error & Exception Exposure": "42.26%",
                         "Tech Debt Exposure": "22.66%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.16%",
+                        "API Exposure": "0.04%",
                         "Concurrency Exposure": "100.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.11%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "27.58%",
+                        "Documentation Exposure": "25.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -225409,7 +225409,7 @@
                         "Type/Safety Bypasses": 16,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 5,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 688,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -225520,9 +225520,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4151.35,
+                        "X": -4151.32,
                         "Y": 71.41,
-                        "Z": 7744.3
+                        "Z": 7744.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -225718,9 +225718,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2586.24,
+                        "X": -2586.25,
                         "Y": 206.36,
-                        "Z": 8492.74
+                        "Z": 8492.7
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -226008,9 +226008,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2706.33,
+                        "X": -2706.34,
                         "Y": 152.03,
-                        "Z": 8096.15
+                        "Z": 8096.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -226788,9 +226788,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3216.85,
+                        "X": -3216.83,
                         "Y": 159.22,
-                        "Z": 8308.75
+                        "Z": 8308.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -227218,9 +227218,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3699.49,
+                        "X": -3699.46,
                         "Y": 88.46,
-                        "Z": 7892.24
+                        "Z": 7892.22
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -227590,7 +227590,7 @@
                     "2. Topological Coordinates": {
                         "X": -2919.95,
                         "Y": 115.28,
-                        "Z": 8922.86
+                        "Z": 8922.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -227776,9 +227776,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2469.49,
+                        "X": -2469.5,
                         "Y": 176.49,
-                        "Z": 7827.6
+                        "Z": 7827.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -228147,9 +228147,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3812.4,
+                        "X": -3812.38,
                         "Y": 108.08,
-                        "Z": 8375.87
+                        "Z": 8375.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -228325,9 +228325,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2532.4,
+                        "X": -2532.41,
                         "Y": 248.91,
-                        "Z": 7408.5
+                        "Z": 7408.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -228835,9 +228835,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2139.69,
-                        "Y": 265.88,
-                        "Z": 7405.17
+                        "X": -2139.76,
+                        "Y": 265.87,
+                        "Z": 7405.19
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -228849,7 +228849,7 @@
                         "Total LOC": 173,
                         "Coding LOC": 110,
                         "Documentation LOC": 26,
-                        "Structural Magnitude": 177.0,
+                        "Structural Magnitude": 176.0,
                         "Control Flow Ratio": "62.3%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -228862,14 +228862,14 @@
                         "Error & Exception Exposure": "63.5%",
                         "Tech Debt Exposure": "97.43%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.17%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "100.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "37.4%",
+                        "Documentation Exposure": "30.52%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -228935,7 +228935,7 @@
                         "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 79,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -229243,9 +229243,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3631.1,
+                        "X": -3631.08,
                         "Y": 159.64,
-                        "Z": 6936.25
+                        "Z": 6936.24
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -229543,9 +229543,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4008.66,
-                        "Y": 123.67,
-                        "Z": 7585.01
+                        "X": -4008.57,
+                        "Y": 123.68,
+                        "Z": 7585.02
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -229557,7 +229557,7 @@
                         "Total LOC": 174,
                         "Coding LOC": 139,
                         "Documentation LOC": 13,
-                        "Structural Magnitude": 186.28,
+                        "Structural Magnitude": 185.28,
                         "Control Flow Ratio": "37.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -229570,14 +229570,14 @@
                         "Error & Exception Exposure": "96.38%",
                         "Tech Debt Exposure": "95.59%",
                         "Testing Exposure": "2.58%",
-                        "API Exposure": "2.13%",
+                        "API Exposure": "1.82%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "43.6%",
+                        "Documentation Exposure": "37.55%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -229733,7 +229733,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 8,
+                        "Exposed API / Public Exports": 7,
                         "State Mutations / Variable Reassignments": 100,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -229841,7 +229841,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3029.15,
+                        "X": -3029.14,
                         "Y": 247.01,
                         "Z": 6614.35
                     },
@@ -230019,7 +230019,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2869.79,
+                        "X": -2869.78,
                         "Y": 241.02,
                         "Z": 6889.39
                     },
@@ -230309,9 +230309,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3579.01,
+                        "X": -3578.97,
                         "Y": 151.39,
-                        "Z": 7514.24
+                        "Z": 7514.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -230323,7 +230323,7 @@
                         "Total LOC": 1182,
                         "Coding LOC": 884,
                         "Documentation LOC": 75,
-                        "Structural Magnitude": 1354.98,
+                        "Structural Magnitude": 1353.98,
                         "Control Flow Ratio": "27.9%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -230336,14 +230336,14 @@
                         "Error & Exception Exposure": "43.24%",
                         "Tech Debt Exposure": "32.78%",
                         "Testing Exposure": "2.56%",
-                        "API Exposure": "0.09%",
+                        "API Exposure": "0.06%",
                         "Concurrency Exposure": "100.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.48%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.4%",
+                        "Documentation Exposure": "16.77%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -231089,7 +231089,7 @@
                         "Type/Safety Bypasses": 17,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 5,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 682,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -231200,7 +231200,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2451.34,
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                         "Y": 249.07,
                         "Z": 7246.09
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@@ -231480,7 +231480,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3362.31,
+                        "X": -3362.29,
                         "Y": 141.14,
                         "Z": 7258.17
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@@ -232018,9 +232018,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3417.27,
-                        "Y": 111.69,
-                        "Z": 8706.82
+                        "X": -3417.26,
+                        "Y": 111.7,
+                        "Z": 8706.78
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -232208,9 +232208,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3274.63,
+                        "X": -3274.61,
                         "Y": 130.76,
-                        "Z": 8955.45
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -232386,7 +232386,7 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3053.22,
+                        "X": -3053.21,
                         "Y": 222.31,
                         "Z": 7362.32
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@@ -233026,9 +233026,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1921.16,
+                        "X": -1921.17,
                         "Y": 231.21,
-                        "Z": 7970.21
+                        "Z": 7970.19
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -233194,9 +233194,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2331.83,
-                        "Y": 260.07,
-                        "Z": 7534.45
+                        "X": -2331.87,
+                        "Y": 260.06,
+                        "Z": 7534.44
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -233208,7 +233208,7 @@
                         "Total LOC": 424,
                         "Coding LOC": 333,
                         "Documentation LOC": 13,
-                        "Structural Magnitude": 476.36,
+                        "Structural Magnitude": 475.36,
                         "Control Flow Ratio": "52.3%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -233221,14 +233221,14 @@
                         "Error & Exception Exposure": "1.36%",
                         "Tech Debt Exposure": "13.89%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.19%",
+                        "API Exposure": "0.06%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "21.7%",
+                        "Documentation Exposure": "19.84%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -233504,7 +233504,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 248,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -233613,8 +233613,8 @@
                     },
                     "2. Topological Coordinates": {
                         "X": -2170.48,
-                        "Y": 256.17,
-                        "Z": 7158.3
+                        "Y": 256.16,
+                        "Z": 7158.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -233790,9 +233790,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2001.5,
+                        "X": -2001.52,
                         "Y": 258.26,
-                        "Z": 7523.56
+                        "Z": 7523.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -233968,9 +233968,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3485.36,
+                        "X": -3485.34,
                         "Y": 78.71,
-                        "Z": 8362.28
+                        "Z": 8362.25
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -234256,9 +234256,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3077.86,
-                        "Y": 160.02,
-                        "Z": 8726.39
+                        "X": -3077.85,
+                        "Y": 160.03,
+                        "Z": 8726.35
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -234604,9 +234604,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2144.3,
+                        "X": -2144.31,
                         "Y": 233.18,
-                        "Z": 7704.43
+                        "Z": 7704.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -234912,9 +234912,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3951.7,
+                        "X": -3951.68,
                         "Y": 145.73,
-                        "Z": 7007.91
+                        "Z": 7007.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -235099,44 +235099,202 @@
                 }
             }
         },
-        "zig/zig": {
-            "Directory Group Magnitude": 19379.58,
-            "File Count": 5,
+        "perl/exiftool": {
+            "Directory Group Magnitude": 19601.98,
+            "File Count": 6,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
+                "Unclassified": "83.3%",
+                "Static: Literature & Documentation": "16.7%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "22.28%",
-                "Error & Exception Exposure": "42.57%",
-                "Tech Debt Exposure": "12.38%",
-                "Testing Exposure": "49.0%",
-                "API Exposure": "3.06%",
-                "Concurrency Exposure": "7.98%",
-                "State Flux Exposure": "10.58%",
-                "Commented Logic Exposure": "5.11%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
+                "Cognitive Load Exposure": "44.66%",
+                "Error & Exception Exposure": "60.47%",
+                "Tech Debt Exposure": "19.52%",
+                "Testing Exposure": "40.77%",
+                "API Exposure": "1.0%",
+                "Concurrency Exposure": "4.19%",
+                "State Flux Exposure": "55.06%",
+                "Commented Logic Exposure": "2.82%",
+                "Specification Exposure": "50.0%",
+                "Instability Exposure": "41.67%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "26.86%",
+                "Documentation Exposure": "9.26%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
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+                "perl/exiftool/README": {
                     "1. Artifact Identity": {
-                        "Filename": "Compilation.zig",
-                        "Path": "zig/zig/Compilation.zig",
-                        "Language": "Zig",
+                        "Filename": "README",
+                        "Path": "perl/exiftool/README",
+                        "Language": "Markdown",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (README)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 8041.42,
+                        "Y": -36.78,
+                        "Z": -4254.46
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
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+                        "Coding LOC": 0,
+                        "Documentation LOC": 229,
+                        "Structural Magnitude": 5.4,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
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+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
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+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
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+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "perl/exiftool/META.json": {
+                    "1. Artifact Identity": {
+                        "Filename": "META.json",
+                        "Path": "perl/exiftool/META.json",
+                        "Language": "Json",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                        "Identity Proof": "Single Indicator (Ext: .json)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 11526.94,
-                        "Y": -178.95,
-                        "Z": 1815.14
+                        "X": 6994.16,
+                        "Y": 8.53,
+                        "Z": -4098.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -235145,1923 +235303,2389 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8171,
-                        "Coding LOC": 6509,
-                        "Documentation LOC": 858,
-                        "Structural Magnitude": 4230.48,
-                        "Control Flow Ratio": "73.1%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 56,
+                        "Coding LOC": 55,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 16.1,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.576
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "16.65%",
-                        "Error & Exception Exposure": "25.04%",
-                        "Tech Debt Exposure": "15.31%",
-                        "Testing Exposure": "2.53%",
-                        "API Exposure": "1.97%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "4.95%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 53,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "perl/exiftool/ExifTool.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "ExifTool.pm",
+                        "Path": "perl/exiftool/ExifTool.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Alert": "TYPOSQUATTING THREAT: 'warning' mimics 'warnings'",
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7579.44,
+                        "Y": -1.39,
+                        "Z": -4091.57
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 10227,
+                        "Coding LOC": 8286,
+                        "Documentation LOC": 1632,
+                        "Structural Magnitude": 11696.52,
+                        "Control Flow Ratio": "60.1%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.534
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "95.83%",
+                        "Error & Exception Exposure": "98.84%",
+                        "Tech Debt Exposure": "15.58%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.4%",
+                        "Concurrency Exposure": "12.97%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.2%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.12%",
+                        "Documentation Exposure": "18.94%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
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-                            "Control Flow Branches": 129,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "99.2%",
-                            "Start Line": 6745,
-                            "End Line": 7069
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+                            "Control Flow Branches": 342,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.8%",
+                            "Start Line": 7248,
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                         {
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-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "98.0%",
-                            "Start Line": 7072,
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+                            "Start Line": 2711,
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                         {
-                            "Function Name": "updateCObject",
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-                            "Lines of Code (LOC)": 311,
-                            "Control Flow Branches": 110,
+                            "Function Name": "DoProcessTIFF",
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-                            "Control Flow Ratio": "77.8%",
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-                            "Start Line": 5630,
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                         {
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-                            "Start Line": 4322,
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-                            "Control Flow Ratio": "96.6%",
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-                            "Start Line": 1148,
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+                            "Control Flow Ratio": "63.9%",
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-                            "Control Flow Branches": 19,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "65.5%",
-                            "Start Line": 7914,
-                            "End Line": 8042
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+                            "Control Flow Ratio": "76.1%",
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                         {
-                            "Function Name": "classifyFileExt",
-                            "Structural Impact": 60.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 40,
+                            "Function Name": "DoneExtract",
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-                            "Control Flow Branches": 20,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 6667,
-                            "End Line": 6732
+                            "Function Name": "ExpandShortcuts",
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+                            "Control Flow Branches": 53,
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+                            "Control Flow Ratio": "82.8%",
+                            "Start Line": 5645,
+                            "End Line": 5734
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                         {
-                            "Function Name": "addNonIncrementalStuffToCacheManifest",
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-                            "Control Flow Branches": 22,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3416,
-                            "End Line": 3567
+                            "Function Name": "ParseArguments",
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+                            "Control Flow Branches": 46,
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+                            "Control Flow Ratio": "78.0%",
+                            "Start Line": 5061,
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                         {
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-                            "Control Flow Branches": 12,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 7772,
-                            "End Line": 7901
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+                            "Control Flow Ratio": "72.0%",
+                            "Start Line": 5740,
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                         {
-                            "Function Name": "fromUnresolved",
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-                            "Lines of Code (LOC)": 64,
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+                            "Function Name": "GroupMatches",
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                             "Input Parameters": 3,
-                            "Control Flow Ratio": "72.4%",
-                            "Start Line": 509,
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                         {
-                            "Function Name": "saveState",
-                            "Structural Impact": 46.9,
-                            "Lines of Code (LOC)": 231,
-                            "Control Flow Branches": 24,
+                            "Function Name": "ProcessTrailers",
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+                            "Control Flow Branches": 32,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 7019,
+                            "End Line": 7167
+                        },
+                        {
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+                            "Control Flow Branches": 34,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 3651,
-                            "End Line": 3881
+                            "Control Flow Ratio": "65.4%",
+                            "Start Line": 8927,
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                         {
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-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "68.0%",
-                            "Start Line": 1081,
-                            "End Line": 1131
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+                            "Control Flow Branches": 18,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 6263,
+                            "End Line": 6309
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                         {
-                            "Function Name": "docsCopyModule",
-                            "Structural Impact": 42.7,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 17,
+                            "Function Name": "WindowsLongPath",
+                            "Structural Impact": 51.5,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "62.8%",
+                            "Start Line": 4776,
+                            "End Line": 4836
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+                        {
+                            "Function Name": "GetTagList",
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+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "58.6%",
-                            "Start Line": 5280,
-                            "End Line": 5328
+                            "Control Flow Ratio": "46.5%",
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                         },
                         {
-                            "Function Name": "destroy",
-                            "Structural Impact": 39.3,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 24,
+                            "Function Name": "GetInfo",
+                            "Structural Impact": 47.4,
+                            "Lines of Code (LOC)": 99,
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-                            "Control Flow Ratio": "96.0%",
-                            "Start Line": 2686,
-                            "End Line": 2763
+                            "Control Flow Ratio": "61.7%",
+                            "Start Line": 3222,
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                         {
-                            "Function Name": "workerDocsWasmFallible",
-                            "Structural Impact": 33.3,
-                            "Lines of Code (LOC)": 147,
-                            "Control Flow Branches": 14,
+                            "Function Name": "GetFileType",
+                            "Structural Impact": 46.2,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 24,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 5340,
-                            "End Line": 5486
+                            "Control Flow Ratio": "63.2%",
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                         {
-                            "Function Name": "addWholeFileError",
-                            "Structural Impact": 32.9,
-                            "Lines of Code (LOC)": 32,
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+                            "Function Name": "GetUnixTime",
+                            "Structural Impact": 43.0,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "62.2%",
+                            "Start Line": 6794,
+                            "End Line": 6822
+                        },
+                        {
+                            "Function Name": "AddTagToTable",
+                            "Structural Impact": 42.7,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 4505,
-                            "End Line": 4536
+                            "Control Flow Ratio": "81.0%",
+                            "Start Line": 9206,
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-                            "Control Flow Branches": 10,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 5488,
-                            "End Line": 5548
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+                            "Control Flow Branches": 15,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 5245,
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                         },
                         {
-                            "Function Name": "renameTmpIntoCache",
-                            "Structural Impact": 31.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 14,
+                            "Function Name": "ConvertUnixTime",
+                            "Structural Impact": 39.4,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 3372,
-                            "End Line": 3408
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 6761,
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                         },
                         {
-                            "Function Name": "openUnresolved",
-                            "Structural Impact": 30.3,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 12,
+                            "Function Name": "IdentifyTrailer",
+                            "Structural Impact": 38.0,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "73.9%",
+                            "Start Line": 6966,
+                            "End Line": 7006
+                        },
+                        {
+                            "Function Name": "Open",
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+                            "Control Flow Branches": 14,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 821,
-                            "End Line": 845
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 4845,
+                            "End Line": 4896
                         },
                         {
-                            "Function Name": "cleanupAfterUpdate",
-                            "Structural Impact": 23.7,
+                            "Function Name": "GetFileTime",
+                            "Structural Impact": 34.1,
                             "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 11,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 2792,
-                            "End Line": 2850
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4997,
+                            "End Line": 5055
                         },
                         {
-                            "Function Name": "cImport",
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-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 5773,
-                            "End Line": 5820
+                            "Function Name": "GetTagInfo",
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+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "41.9%",
+                            "Start Line": 9133,
+                            "End Line": 9195
                         },
                         {
-                            "Function Name": "docsCopyFallible",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 5219,
-                            "End Line": 5278
+                            "Function Name": "Warn",
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+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "59.1%",
+                            "Start Line": 5593,
+                            "End Line": 5620
                         },
                         {
-                            "Function Name": "format",
-                            "Structural Impact": 19.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 10,
+                            "Function Name": "CreateDirectory",
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+                            "Control Flow Branches": 14,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1875,
-                            "End Line": 1890
+                            "Control Flow Ratio": "58.3%",
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                         {
-                            "Function Name": "appendFileSystemInput",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 9,
+                            "Function Name": "IsUTF8",
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+                            "Control Flow Branches": 14,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 3221,
-                            "End Line": 3245
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-                        {
-                            "Function Name": "hasSharedLibraryExt",
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-                            "Control Flow Branches": 11,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 7570,
-                            "End Line": 7595
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+                            "Start Line": 4650,
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                         },
                         {
-                            "Function Name": "format",
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-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 9,
+                            "Function Name": "GetDescription",
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 471,
-                            "End Line": 488
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3739,
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                         },
                         {
-                            "Function Name": "addToErrorBundle",
-                            "Structural Impact": 16.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 7,
+                            "Function Name": "EncodeFileName",
+                            "Structural Impact": 27.8,
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+                            "Control Flow Branches": 12,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 1298,
-                            "End Line": 1308
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4723,
+                            "End Line": 4757
                         },
                         {
-                            "Function Name": "unableToLoadZcuFile",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "85.7%",
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-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 103,
-                            "End Line": 105
+                            "Start Line": 6064,
+                            "End Line": 6064
                         },
                         {
-                            "Function Name": "count",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Get32uRev",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 106,
-                            "End Line": 108
+                            "Start Line": 6065,
+                            "End Line": 6065
                         },
                         {
-                            "Function Name": "popFront",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set8s",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 138,
-                            "End Line": 140
+                            "Start Line": 6123,
+                            "End Line": 6123
                         },
                         {
-                            "Function Name": "values",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set8u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 151,
-                            "End Line": 153
+                            "Start Line": 6124,
+                            "End Line": 6124
                         },
                         {
-                            "Function Name": "getTarget",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set16u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2775,
-                            "End Line": 2777
+                            "Start Line": 6125,
+                            "End Line": 6125
                         },
                         {
-                            "Function Name": "fmtRcEscape",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set32u",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 6499,
-                            "End Line": 6501
+                            "Start Line": 6126,
+                            "End Line": 6126
                         },
                         {
-                            "Function Name": "hasCExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Set16uRev",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7529,
-                            "End Line": 7531
+                            "Start Line": 6127,
+                            "End Line": 6127
                         },
                         {
-                            "Function Name": "hasCHExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "GetByteOrder",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7533,
-                            "End Line": 7535
+                            "Start Line": 6131,
+                            "End Line": 6131
                         },
                         {
-                            "Function Name": "hasObjCExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "FormatSize",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7553,
-                            "End Line": 7555
-                        },
+                            "Start Line": 6253,
+                            "End Line": 6253
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2806,
+                        "Sequential Logic Declarations": 1865,
+                        "Function Parameters": 373,
+                        "Function/Method Declarations": 237,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 57,
+                        "Type/Safety Bypasses": 21,
+                        "High-Risk Execution Commands": 4,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 240,
+                        "State Mutations / Variable Reassignments": 6165,
+                        "Commented-out Code (Dead Logic)": 11,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 10,
+                        "UI / View Layer Components": 16,
+                        "Closures and Anonymous Functions": 5,
+                        "Global State Dependencies": 2046,
+                        "Decorators and Annotations": 728,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 57,
+                        "Scientific & Mathematical Operations": 25,
+                        "Metaprogramming & Reflection": 7,
+                        "Module Dependencies (Imports)": 82,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 8,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 10,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 1863,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 81,
+                        "Ad-hoc Print / Debug Statements": 93,
+                        "Explicit Type Casts": 124,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 635,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 235,
+                        "Private / Encapsulated Scopes": 949,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 15,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 7658,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 5,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 419,
+                        "Time Date Logic": 57,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1431,
+                        "Design Camel Case": 5,
+                        "Design Snake Case": 101,
+                        "Design Pascal Case": 529,
+                        "Design Upper Case": 795,
+                        "Design Short Vars": 54,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 32,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 485,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 19,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 99,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 40,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "CodedCharacterSet",
+                        "Compact",
+                        "Cwd",
+                        "Digest::MD5",
+                        "Digest::SHA",
+                        "EXIF",
+                        "Encode",
+                        "Exporter",
+                        "File::Basename",
+                        "File::RandomAccess",
+                        "File::StatX",
+                        "FilePath",
+                        "Image::ExifTool",
+                        "Image::ExifTool::BPG",
+                        "Image::ExifTool::BigTIFF",
+                        "Image::ExifTool::CanonRaw",
+                        "Image::ExifTool::Charset",
+                        "Image::ExifTool::GPS",
+                        "Image::ExifTool::GeoTiff",
+                        "Image::ExifTool::Geolocation",
+                        "Image::ExifTool::Geotag",
+                        "Image::ExifTool::HTML",
+                        "Image::ExifTool::HtmlDump",
+                        "Image::ExifTool::ICC_Profile",
+                        "Image::ExifTool::JPEGDigest",
+                        "Image::ExifTool::Lang",
+                        "Image::ExifTool::MacOS",
+                        "Image::ExifTool::Panasonic",
+                        "Image::ExifTool::Shortcuts",
+                        "Image::ExifTool::Sony",
+                        "Image::ExifTool::Validate",
+                        "Image::ExifTool::XMP",
+                        "ListSplit",
+                        "POSIX",
+                        "PRINT_CONV",
+                        "Require",
+                        "SystemTimeRes",
+                        "Time::HiRes",
+                        "Time::Local",
+                        "Time::Piece",
+                        "Win32::API",
+                        "Win32API::File",
+                        "WindowsLongPath",
+                        "a",
+                        "all",
+                        "alternate",
+                        "base",
+                        "biggie",
+                        "binary",
+                        "chance",
+                        "character",
+                        "configFile",
+                        "data",
+                        "default",
+                        "different",
+                        "directory",
+                        "duplicates",
+                        "entries",
+                        "error",
+                        "extension",
+                        "file",
+                        "groups",
+                        "hash",
+                        "hex",
+                        "in",
+                        "incorrect",
+                        "index",
+                        "input",
+                        "it",
+                        "key",
+                        "longer",
+                        "more",
+                        "need",
+                        "new",
+                        "of",
+                        "only",
+                        "overload",
+                        "print",
+                        "proc",
+                        "recognized",
+                        "requested",
+                        "sort",
+                        "special",
+                        "specific",
+                        "specified",
+                        "strict",
+                        "such",
+                        "system",
+                        "tag",
+                        "tags",
+                        "the",
+                        "this",
+                        "value",
+                        "values",
+                        "vars",
+                        "verbose",
+                        "warning",
+                        "warnings",
+                        "when"
+                    ]
+                },
+                "perl/exiftool/Makefile.PL": {
+                    "1. Artifact Identity": {
+                        "Filename": "Makefile.PL",
+                        "Path": "perl/exiftool/Makefile.PL",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7829.17,
+                        "Y": 28.3,
+                        "Z": -3504.12
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 60,
+                        "Coding LOC": 51,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 18.02,
+                        "Control Flow Ratio": "84.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.51
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "19.37%",
+                        "Error & Exception Exposure": "66.29%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "30.34%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 22,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 2,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 47,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 45,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 2,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 8,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 3,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ExtUtils::MakeMaker",
+                        "File::Spec"
+                    ]
+                },
+                "perl/exiftool/RandomAccess.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "RandomAccess.pm",
+                        "Path": "perl/exiftool/RandomAccess.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7615.57,
+                        "Y": -83.64,
+                        "Z": -4501.12
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 448,
+                        "Coding LOC": 320,
+                        "Documentation LOC": 106,
+                        "Structural Magnitude": 447.0,
+                        "Control Flow Ratio": "52.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.084
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "79.21%",
+                        "Error & Exception Exposure": "98.84%",
+                        "Tech Debt Exposure": "92.68%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.06%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.74%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "24.11%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "hasObjCHExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Read",
+                            "Structural Impact": 40.6,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 25,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7557,
-                            "End Line": 7559
+                            "Control Flow Ratio": "56.8%",
+                            "Start Line": 178,
+                            "End Line": 254
                         },
                         {
-                            "Function Name": "hasObjCppExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "ReadLine",
+                            "Structural Impact": 31.6,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 19,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7561,
-                            "End Line": 7564
+                            "Control Flow Ratio": "65.5%",
+                            "Start Line": 260,
+                            "End Line": 326
                         },
                         {
-                            "Function Name": "hasObjCppHExt",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Close",
+                            "Structural Impact": 30.8,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 19,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7566,
-                            "End Line": 7568
+                            "Control Flow Ratio": "59.4%",
+                            "Start Line": 395,
+                            "End Line": 444
                         },
                         {
-                            "Function Name": "getZigBackend",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Seek",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 144,
+                            "End Line": 172
+                        },
+                        {
+                            "Function Name": "Purge",
+                            "Structural Impact": 17.0,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7734,
-                            "End Line": 7737
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 353,
+                            "End Line": 381
                         },
                         {
-                            "Function Name": "compilerRtStrip",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "new",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "30.8%",
+                            "Start Line": 59,
+                            "End Line": 90
+                        },
+                        {
+                            "Function Name": "SeekTest",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8168,
-                            "End Line": 8170
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 106,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "tryLock",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Slurp",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 252,
-                            "End Line": 252
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 331,
+                            "End Line": 346
                         },
                         {
-                            "Function Name": "lock",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Tell",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 253,
-                            "End Line": 253
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 124,
+                            "End Line": 134
                         },
                         {
-                            "Function Name": "unlock",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "BinMode",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
-                            "End Line": 254
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 386,
+                            "End Line": 390
                         },
                         {
-                            "Function Name": "getAllErrorsAlloc",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "Debug",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3889,
-                            "End Line": 3889
+                            "Start Line": 95,
+                            "End Line": 99
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1795,
-                        "Sequential Logic Declarations": 661,
-                        "Function Parameters": 183,
-                        "Function/Method Declarations": 183,
-                        "Class/Entity Declarations": 52,
-                        "Defensive Programming Constructs": 1135,
-                        "Type/Safety Bypasses": 257,
+                        "Control Flow Branches": 97,
+                        "Sequential Logic Declarations": 88,
+                        "Function Parameters": 23,
+                        "Function/Method Declarations": 12,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 158,
-                        "State Mutations / Variable Reassignments": 392,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 385,
-                        "Unit Test Assertions": 11,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Exposed API / Public Exports": 15,
+                        "State Mutations / Variable Reassignments": 248,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 83,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 8,
+                        "Global State Dependencies": 29,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 9,
-                        "Metaprogramming & Reflection": 18,
-                        "Module Dependencies (Imports)": 31,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 35,
-                        "Acknowledged Tech Debt (FIXMEs)": 6,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 4,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 247,
-                        "Manual Memory Allocation": 1,
+                        "Pointer Arithmetic & Addressing": 121,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 3,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 168,
-                        "Fatal Aborts & Exceptions": 374,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 8,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1200,
-                        "Thread Synchronization Locks": 71,
-                        "Immutable Data Declarations": 816,
-                        "Resource Deallocation & Cleanup": 160,
-                        "Private / Encapsulated Scopes": 746,
+                        "Bitwise Operations": 3,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 51,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 6042,
+                        "Structural Space Indentations": 275,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 3,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -237070,15 +237694,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 854,
-                        "Design Camel Case": 2,
-                        "Design Snake Case": 710,
-                        "Design Pascal Case": 114,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 103,
-                        "Design Long Vars": 4,
-                        "Duplicate Logic": 3,
-                        "Orphaned Logic": 0,
+                        "Core Var Decl": 11,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 11,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -237086,9 +237710,9 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 34,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -237102,59 +237726,35 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 29,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 6,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 8
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Air.zig",
-                        "Builtin.zig",
-                        "Compilation/Config.zig",
-                        "InternPool.zig",
-                        "Package.zig",
-                        "Sema.zig",
-                        "Type.zig",
-                        "Value.zig",
-                        "Zcu.zig",
-                        "build_options",
-                        "builtin",
-                        "codegen/c.zig",
-                        "codegen/llvm.zig",
-                        "dev.zig",
-                        "introspect.zig",
-                        "libs/freebsd.zig",
-                        "libs/glibc.zig",
-                        "libs/libcxx.zig",
-                        "libs/libtsan.zig",
-                        "libs/libunwind.zig",
-                        "libs/mingw.zig",
-                        "libs/musl.zig",
-                        "libs/netbsd.zig",
-                        "libs/wasi_libc.zig",
-                        "link.zig",
-                        "main.zig",
-                        "std",
-                        "target.zig",
-                        "tracy.zig"
+                        "Exporter",
+                        "buffering",
+                        "only",
+                        "strict",
+                        "vars"
                     ]
                 },
-                "zig/zig/InternPool.zig": {
+                "perl/exiftool/exiftool": {
                     "1. Artifact Identity": {
-                        "Filename": "InternPool.zig",
-                        "Path": "zig/zig/InternPool.zig",
-                        "Language": "Zig",
+                        "Filename": "exiftool",
+                        "Path": "perl/exiftool/exiftool",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 11102.47,
-                        "Y": -101.94,
-                        "Z": 2508.12
+                        "X": 7256.21,
+                        "Y": 50.88,
+                        "Z": -3579.47
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -237163,1912 +237763,2029 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 13040,
-                        "Coding LOC": 10787,
-                        "Documentation LOC": 1198,
-                        "Structural Magnitude": 5163.14,
-                        "Control Flow Ratio": "55.3%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 8151,
+                        "Coding LOC": 6627,
+                        "Documentation LOC": 639,
+                        "Structural Magnitude": 7418.94,
+                        "Control Flow Ratio": "73.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.454
+                        "Raw Cognitive Density": 1.687
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.7%",
-                        "Error & Exception Exposure": "57.68%",
-                        "Tech Debt Exposure": "16.42%",
+                        "Cognitive Load Exposure": "73.52%",
+                        "Error & Exception Exposure": "98.83%",
+                        "Tech Debt Exposure": "8.86%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.65%",
-                        "Concurrency Exposure": "25.65%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "5.7%",
+                        "API Exposure": "1.56%",
+                        "Concurrency Exposure": "12.18%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.97%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "27.01%",
+                        "Documentation Exposure": "12.51%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "get",
-                            "Structural Impact": 469.3,
-                            "Lines of Code (LOC)": 800,
-                            "Control Flow Branches": 191,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "77.3%",
-                            "Start Line": 7846,
-                            "End Line": 8645
+                            "Function Name": "GetImageInfo",
+                            "Structural Impact": 892.5,
+                            "Lines of Code (LOC)": 1015,
+                            "Control Flow Branches": 485,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "77.4%",
+                            "Start Line": 2108,
+                            "End Line": 3122
                         },
                         {
-                            "Function Name": "getCoerced",
-                            "Structural Impact": 209.7,
-                            "Lines of Code (LOC)": 275,
-                            "Control Flow Branches": 79,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "65.8%",
-                            "Start Line": 10608,
-                            "End Line": 10882
+                            "Function Name": "SetImageInfo",
+                            "Structural Impact": 445.3,
+                            "Lines of Code (LOC)": 546,
+                            "Control Flow Branches": 208,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "72.2%",
+                            "Start Line": 3129,
+                            "End Line": 3674
                         },
                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 108.3,
-                            "Lines of Code (LOC)": 326,
-                            "Control Flow Branches": 45,
+                            "Function Name": "ScanDir",
+                            "Structural Impact": 130.4,
+                            "Lines of Code (LOC)": 129,
+                            "Control Flow Branches": 61,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 2866,
-                            "End Line": 3191
+                            "Control Flow Ratio": "79.2%",
+                            "Start Line": 4293,
+                            "End Line": 4421
                         },
                         {
-                            "Function Name": "getStructType",
-                            "Structural Impact": 100.6,
-                            "Lines of Code (LOC)": 199,
-                            "Control Flow Branches": 36,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 8903,
-                            "End Line": 9101
+                            "Function Name": "FilenameSPrintf",
+                            "Structural Impact": 84.8,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.5%",
+                            "Start Line": 4646,
+                            "End Line": 4702
                         },
                         {
-                            "Function Name": "indexToKey",
-                            "Structural Impact": 95.2,
-                            "Lines of Code (LOC)": 518,
-                            "Control Flow Branches": 39,
+                            "Function Name": "NextUnusedFilename",
+                            "Structural Impact": 78.8,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 43,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.6%",
-                            "Start Line": 6980,
-                            "End Line": 7497
+                            "Control Flow Ratio": "70.5%",
+                            "Start Line": 4723,
+                            "End Line": 4773
                         },
                         {
-                            "Function Name": "getOrPutTrailingString",
-                            "Structural Impact": 89.2,
-                            "Lines of Code (LOC)": 119,
-                            "Control Flow Branches": 33,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "71.7%",
-                            "Start Line": 11825,
-                            "End Line": 11943
+                            "Function Name": "SuggestedExtension",
+                            "Structural Impact": 66.8,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "86.1%",
+                            "Start Line": 4560,
+                            "End Line": 4616
                         },
                         {
-                            "Function Name": "dumpStatsFallible",
-                            "Structural Impact": 82.3,
-                            "Lines of Code (LOC)": 260,
-                            "Control Flow Branches": 39,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "84.8%",
-                            "Start Line": 11068,
-                            "End Line": 11327
+                            "Function Name": "FormatXML",
+                            "Structural Impact": 48.1,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3751,
+                            "End Line": 3793
                         },
                         {
-                            "Function Name": "getOrPutKeyEnsuringAdditionalCapacity",
-                            "Structural Impact": 80.7,
-                            "Lines of Code (LOC)": 95,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 7713,
-                            "End Line": 7807
+                            "Function Name": "ProcessFiles",
+                            "Structural Impact": 47.9,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.8%",
+                            "Start Line": 4232,
+                            "End Line": 4288
                         },
                         {
-                            "Function Name": "getEnumType",
-                            "Structural Impact": 76.6,
-                            "Lines of Code (LOC)": 160,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "77.1%",
-                            "Start Line": 9967,
-                            "End Line": 10126
+                            "Function Name": "FormatJSON",
+                            "Structural Impact": 42.3,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "70.8%",
+                            "Start Line": 3835,
+                            "End Line": 3875
                         },
                         {
-                            "Function Name": "trackZir",
-                            "Structural Impact": 74.3,
-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 214,
-                            "End Line": 312
+                            "Function Name": "ReadStayOpen",
+                            "Structural Impact": 39.9,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "65.8%",
+                            "Start Line": 4922,
+                            "End Line": 4984
                         },
                         {
-                            "Function Name": "addDependency",
-                            "Structural Impact": 71.3,
-                            "Lines of Code (LOC)": 85,
-                            "Control Flow Branches": 29,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "96.7%",
-                            "Start Line": 913,
-                            "End Line": 997
+                            "Function Name": "DoHardLink",
+                            "Structural Impact": 35.7,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 3680,
+                            "End Line": 3708
                         },
                         {
-                            "Function Name": "hash64",
-                            "Structural Impact": 67.4,
-                            "Lines of Code (LOC)": 240,
-                            "Control Flow Branches": 31,
+                            "Function Name": "OpenOutputFile",
+                            "Structural Impact": 34.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "52.5%",
-                            "Start Line": 2625,
-                            "End Line": 2864
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 4801,
+                            "End Line": 4840
                         },
                         {
-                            "Function Name": "getErrorValue",
-                            "Structural Impact": 67.3,
-                            "Lines of Code (LOC)": 94,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 12807,
-                            "End Line": 12900
+                            "Function Name": "ConvertBinary",
+                            "Structural Impact": 31.6,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 3952,
+                            "End Line": 3990
                         },
                         {
-                            "Function Name": "loadStructType",
-                            "Structural Impact": 64.3,
-                            "Lines of Code (LOC)": 177,
-                            "Control Flow Branches": 31,
+                            "Function Name": "EscapeJSON",
+                            "Structural Impact": 29.3,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "81.6%",
-                            "Start Line": 4182,
-                            "End Line": 4358
+                            "Control Flow Ratio": "65.2%",
+                            "Start Line": 3799,
+                            "End Line": 3830
                         },
                         {
-                            "Function Name": "getUnionType",
-                            "Structural Impact": 62.7,
-                            "Lines of Code (LOC)": 127,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 8706,
-                            "End Line": 8832
+                            "Function Name": "FindFileWindows",
+                            "Structural Impact": 28.3,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.2%",
+                            "Start Line": 4430,
+                            "End Line": 4476
                         },
                         {
-                            "Function Name": "rehashTrackedInsts",
-                            "Structural Impact": 50.4,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 22,
+                            "Function Name": "IsEqual",
+                            "Structural Impact": 27.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 317,
-                            "End Line": 403
-                        },
-                        {
-                            "Function Name": "List",
-                            "Structural Impact": 47.3,
-                            "Lines of Code (LOC)": 238,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1139,
-                            "End Line": 1376
+                            "Control Flow Ratio": "48.0%",
+                            "Start Line": 3996,
+                            "End Line": 4020
                         },
                         {
-                            "Function Name": "init",
-                            "Structural Impact": 43.9,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "95.0%",
-                            "Start Line": 6829,
-                            "End Line": 6906
+                            "Function Name": "AddGroups",
+                            "Structural Impact": 23.3,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3929,
+                            "End Line": 3946
                         },
                         {
-                            "Function Name": "getGeneratedTagEnumType",
-                            "Structural Impact": 41.2,
-                            "Lines of Code (LOC)": 109,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 10141,
-                            "End Line": 10249
+                            "Function Name": "FilterArgfileLine",
+                            "Structural Impact": 22.4,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 4893,
+                            "End Line": 4915
                         },
                         {
-                            "Function Name": "getFuncDeclIes",
-                            "Structural Impact": 36.5,
-                            "Lines of Code (LOC)": 148,
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+                        }
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+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 3057,
+                        "Sequential Logic Declarations": 1103,
+                        "Function Parameters": 195,
+                        "Function/Method Declarations": 100,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 26,
+                        "Type/Safety Bypasses": 8,
+                        "High-Risk Execution Commands": 22,
+                        "I/O and Network Boundaries": 334,
+                        "Exposed API / Public Exports": 102,
+                        "State Mutations / Variable Reassignments": 4791,
+                        "Commented-out Code (Dead Logic)": 22,
+                        "Structured Documentation Blocks": 164,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 2,
+                        "UI / View Layer Components": 24,
+                        "Closures and Anonymous Functions": 10,
+                        "Global State Dependencies": 427,
+                        "Decorators and Annotations": 575,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 266,
+                        "Scientific & Mathematical Operations": 29,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 110,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 1,
+                        "Pointer Arithmetic & Addressing": 238,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 181,
+                        "Explicit Type Casts": 51,
+                        "Fatal Aborts & Exceptions": 6,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 605,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 232,
+                        "Private / Encapsulated Scopes": 569,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 9,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 4009,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 4,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 328,
+                        "Time Date Logic": 50,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 43,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 14,
+                        "Design Pascal Case": 25,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 6,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 120,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 8,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 14,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 84,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 4,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "B",
+                        "C",
+                        "CR",
+                        "Cwd",
+                        "Encode",
+                        "Escape",
+                        "File::Glob",
+                        "FileHandle",
+                        "I",
+                        "IO::Handle",
+                        "Image::ExifTool",
+                        "Image::ExifTool::Geolocation",
+                        "Image::ExifTool::HTML",
+                        "Image::ExifTool::Import",
+                        "Image::ExifTool::MWG",
+                        "Image::ExifTool::Plot",
+                        "Image::ExifTool::TagInfoXML",
+                        "Image::ExifTool::XMP",
+                        "MODULE",
+                        "MWG",
+                        "Term::ReadKey",
+                        "Time::Piece",
+                        "Unicode::GCString",
+                        "Win32::API",
+                        "Win32::FindFile",
+                        "Win32API::File",
+                        "a",
+                        "absolute",
+                        "additional",
+                        "an",
+                        "arguments",
+                        "associated",
+                        "changes",
+                        "destination",
+                        "duplicates",
+                        "effect",
+                        "even",
+                        "exiftool",
+                        "ext",
+                        "extra",
+                        "file",
+                        "filename",
+                        "for",
+                        "format",
+                        "formatting",
+                        "forward",
+                        "full",
+                        "globbing",
+                        "group",
+                        "information",
+                        "longer",
+                        "lower",
+                        "lowest",
+                        "metadata",
+                        "more",
+                        "need",
+                        "of",
+                        "operation",
+                        "option",
+                        "other",
+                        "our",
+                        "output",
+                        "permission",
+                        "quoting",
+                        "real",
+                        "sense",
+                        "separator",
+                        "sidecar",
+                        "standard",
+                        "strict",
+                        "tag",
+                        "tags",
+                        "terminator",
+                        "textOut",
+                        "the",
+                        "this",
+                        "tokens",
+                        "underline",
+                        "undocumented",
+                        "user",
+                        "warnings",
+                        "wide",
+                        "wildcards",
+                        "with"
+                    ]
+                }
+            }
+        },
+        "zig/zig": {
+            "Directory Group Magnitude": 19379.58,
+            "File Count": 5,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "22.28%",
+                "Error & Exception Exposure": "42.57%",
+                "Tech Debt Exposure": "12.38%",
+                "Testing Exposure": "49.0%",
+                "API Exposure": "3.06%",
+                "Concurrency Exposure": "7.98%",
+                "State Flux Exposure": "10.58%",
+                "Commented Logic Exposure": "5.11%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "26.86%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "zig/zig/Compilation.zig": {
+                    "1. Artifact Identity": {
+                        "Filename": "Compilation.zig",
+                        "Path": "zig/zig/Compilation.zig",
+                        "Language": "Zig",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 11526.94,
+                        "Y": -178.95,
+                        "Z": 1815.14
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 8171,
+                        "Coding LOC": 6509,
+                        "Documentation LOC": 858,
+                        "Structural Magnitude": 4230.48,
+                        "Control Flow Ratio": "73.1%",
+                        "Popularity Rank": 2,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.576
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "16.65%",
+                        "Error & Exception Exposure": "25.04%",
+                        "Tech Debt Exposure": "15.31%",
+                        "Testing Exposure": "2.53%",
+                        "API Exposure": "1.97%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "4.95%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "16.12%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "addCommonCCArgs",
+                            "Structural Impact": 383.9,
+                            "Lines of Code (LOC)": 325,
+                            "Control Flow Branches": 129,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "99.2%",
+                            "Start Line": 6745,
+                            "End Line": 7069
                         },
                         {
-                            "Function Name": "unpack",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 12996,
-                            "End Line": 13038
+                            "Function Name": "addCCArgs",
+                            "Structural Impact": 279.3,
+                            "Lines of Code (LOC)": 242,
+                            "Control Flow Branches": 100,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "98.0%",
+                            "Start Line": 7072,
+                            "End Line": 7313
                         },
                         {
-                            "Function Name": "format",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1899,
-                            "End Line": 1906
+                            "Function Name": "updateCObject",
+                            "Structural Impact": 237.6,
+                            "Lines of Code (LOC)": 311,
+                            "Control Flow Branches": 110,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "79.7%",
+                            "Start Line": 6114,
+                            "End Line": 6424
                         },
                         {
-                            "Function Name": "isErrorSetType",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
+                            "Function Name": "performAllTheWork",
+                            "Structural Impact": 170.1,
+                            "Lines of Code (LOC)": 457,
+                            "Control Flow Branches": 84,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 11016,
-                            "End Line": 11024
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 4557,
+                            "End Line": 5013
                         },
                         {
-                            "Function Name": "addExtraAssumeCapacity",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 3,
+                            "Function Name": "update",
+                            "Structural Impact": 168.7,
+                            "Lines of Code (LOC)": 360,
+                            "Control Flow Branches": 86,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 10403,
-                            "End Line": 10439
+                            "Control Flow Ratio": "77.5%",
+                            "Start Line": 2860,
+                            "End Line": 3219
                         },
                         {
-                            "Function Name": "unpack",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 757,
-                            "End Line": 788
+                            "Function Name": "translateC",
+                            "Structural Impact": 154.1,
+                            "Lines of Code (LOC)": 141,
+                            "Control Flow Branches": 48,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "81.4%",
+                            "Start Line": 5630,
+                            "End Line": 5770
                         },
                         {
-                            "Function Name": "getOrPutStringFmt",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 11796,
-                            "End Line": 11811
+                            "Function Name": "updateWin32Resource",
+                            "Structural Impact": 142.0,
+                            "Lines of Code (LOC)": 240,
+                            "Control Flow Branches": 64,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "71.9%",
+                            "Start Line": 6426,
+                            "End Line": 6665
                         },
                         {
-                            "Function Name": "extraFuncInstance",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 2,
+                            "Function Name": "addModuleErrorMsg",
+                            "Structural Impact": 117.0,
+                            "Lines of Code (LOC)": 149,
+                            "Control Flow Branches": 48,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 7579,
-                            "End Line": 7609
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 4322,
+                            "End Line": 4470
                         },
                         {
-                            "Function Name": "getBackingAddrTag",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 12276,
-                            "End Line": 12302
+                            "Function Name": "init",
+                            "Structural Impact": 80.1,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 28,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "96.6%",
+                            "Start Line": 746,
+                            "End Line": 812
                         },
                         {
-                            "Function Name": "dependencyIterator",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 887,
-                            "End Line": 911
+                            "Function Name": "processOneJob",
+                            "Structural Impact": 73.0,
+                            "Lines of Code (LOC)": 179,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.4%",
+                            "Start Line": 5025,
+                            "End Line": 5203
                         },
                         {
-                            "Function Name": "next",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 4107,
-                            "End Line": 4126
+                            "Function Name": "flush",
+                            "Structural Impact": 71.8,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 33,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "76.7%",
+                            "Start Line": 3285,
+                            "End Line": 3360
                         },
                         {
-                            "Function Name": "resolveNavType",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 2,
+                            "Function Name": "parse",
+                            "Structural Impact": 69.5,
+                            "Lines of Code (LOC)": 149,
+                            "Control Flow Branches": 30,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 11604,
-                            "End Line": 11644
+                            "Control Flow Ratio": "63.8%",
+                            "Start Line": 1148,
+                            "End Line": 1296
                         },
                         {
-                            "Function Name": "setCapacity",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1298,
-                            "End Line": 1319
+                            "Function Name": "build_crt_file",
+                            "Structural Impact": 63.0,
+                            "Lines of Code (LOC)": 129,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "65.5%",
+                            "Start Line": 7914,
+                            "End Line": 8042
                         },
                         {
-                            "Function Name": "funcTypeReturnType",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 12233,
-                            "End Line": 12252
+                            "Function Name": "classifyFileExt",
+                            "Structural Impact": 60.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "65.6%",
+                            "Start Line": 7597,
+                            "End Line": 7641
                         },
                         {
-                            "Function Name": "getOrPutStringOpt",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
+                            "Function Name": "spawnZigRc",
+                            "Structural Impact": 54.7,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 11813,
-                            "End Line": 11822
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 6667,
+                            "End Line": 6732
                         },
                         {
-                            "Function Name": "srcInst",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 675,
-                            "End Line": 690
+                            "Function Name": "addNonIncrementalStuffToCacheManifest",
+                            "Structural Impact": 53.6,
+                            "Lines of Code (LOC)": 152,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3416,
+                            "End Line": 3567
                         },
                         {
-                            "Function Name": "isThreadlocal",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 625,
-                            "End Line": 635
+                            "Function Name": "buildOutputFromZig",
+                            "Structural Impact": 47.6,
+                            "Lines of Code (LOC)": 130,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 7772,
+                            "End Line": 7901
                         },
                         {
-                            "Function Name": "getExtern",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 586,
-                            "End Line": 595
+                            "Function Name": "fromUnresolved",
+                            "Structural Impact": 47.2,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "72.4%",
+                            "Start Line": 509,
+                            "End Line": 572
                         },
                         {
-                            "Function Name": "ensureTotalCapacity",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1290,
-                            "End Line": 1296
+                            "Function Name": "saveState",
+                            "Structural Impact": 46.9,
+                            "Lines of Code (LOC)": 231,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 3651,
+                            "End Line": 3881
                         },
                         {
-                            "Function Name": "toUnsigned",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1887,
-                            "End Line": 1892
+                            "Function Name": "toErrorMessage",
+                            "Structural Impact": 46.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "68.0%",
+                            "Start Line": 1081,
+                            "End Line": 1131
                         },
                         {
-                            "Function Name": "addMap",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
+                            "Function Name": "docsCopyModule",
+                            "Structural Impact": 42.7,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 10341,
-                            "End Line": 10349
+                            "Control Flow Ratio": "58.6%",
+                            "Start Line": 5280,
+                            "End Line": 5328
                         },
                         {
-                            "Function Name": "createDeclNav",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 11571,
-                            "End Line": 11600
+                            "Function Name": "destroy",
+                            "Structural Impact": 39.3,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "96.0%",
+                            "Start Line": 2686,
+                            "End Line": 2763
                         },
                         {
-                            "Function Name": "extraFuncDecl",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 7557,
-                            "End Line": 7577
+                            "Function Name": "workerDocsWasmFallible",
+                            "Structural Impact": 33.3,
+                            "Lines of Code (LOC)": 147,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "46.7%",
+                            "Start Line": 5340,
+                            "End Line": 5486
                         },
                         {
-                            "Function Name": "remove",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 10354,
-                            "End Line": 10371
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+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1478,
-                            "End Line": 1485
+                            "Start Line": 7553,
+                            "End Line": 7555
                         },
                         {
-                            "Function Name": "getMutableComptimeUnits",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "hasObjCHExt",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1487,
-                            "End Line": 1494
+                            "Start Line": 7557,
+                            "End Line": 7559
                         },
                         {
-                            "Function Name": "getMutableNamespaces",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "hasObjCppExt",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1506,
-                            "End Line": 1513
+                            "Start Line": 7561,
+                            "End Line": 7564
                         },
                         {
-                            "Function Name": "wrap",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "hasObjCppHExt",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1669,
-                            "End Line": 1676
+                            "Start Line": 7566,
+                            "End Line": 7568
                         },
                         {
-                            "Function Name": "unwrap",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "getZigBackend",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1678,
-                            "End Line": 1685
+                            "Start Line": 7734,
+                            "End Line": 7737
                         },
                         {
-                            "Function Name": "toSlice",
-                            "Structural Impact": 2.1,
+                            "Function Name": "compilerRtStrip",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1754,
-                            "End Line": 1756
+                            "Start Line": 8168,
+                            "End Line": 8170
                         },
                         {
-                            "Function Name": "at",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "tryLock",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1758,
-                            "End Line": 1760
+                            "Start Line": 252,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "toOverlongSlice",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "lock",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1786,
-                            "End Line": 1792
+                            "Start Line": 253,
+                            "End Line": 253
                         },
                         {
-                            "Function Name": "toSlice",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "unlock",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1845,
-                            "End Line": 1851
+                            "Start Line": 254,
+                            "End Line": 254
                         },
                         {
-                            "Function Name": "setFieldTypes",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "getAllErrorsAlloc",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3526,
-                            "End Line": 3528
+                            "Start Line": 3889,
+                            "End Line": 3889
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 1795,
+                        "Sequential Logic Declarations": 661,
+                        "Function Parameters": 183,
+                        "Function/Method Declarations": 183,
+                        "Class/Entity Declarations": 52,
+                        "Defensive Programming Constructs": 1135,
+                        "Type/Safety Bypasses": 257,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 158,
+                        "State Mutations / Variable Reassignments": 392,
+                        "Commented-out Code (Dead Logic)": 4,
+                        "Structured Documentation Blocks": 385,
+                        "Unit Test Assertions": 11,
+                        "Asynchronous/Concurrent Execution": 6,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 83,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 8,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 9,
+                        "Metaprogramming & Reflection": 18,
+                        "Module Dependencies (Imports)": 31,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 35,
+                        "Acknowledged Tech Debt (FIXMEs)": 6,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 247,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 3,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 168,
+                        "Fatal Aborts & Exceptions": 374,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 1200,
+                        "Thread Synchronization Locks": 71,
+                        "Immutable Data Declarations": 816,
+                        "Resource Deallocation & Cleanup": 160,
+                        "Private / Encapsulated Scopes": 746,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 6042,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 3,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 854,
+                        "Design Camel Case": 2,
+                        "Design Snake Case": 710,
+                        "Design Pascal Case": 114,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 103,
+                        "Design Long Vars": 4,
+                        "Duplicate Logic": 3,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 34,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 29,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 6,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 8
+                    },
+                    "9. Extracted Dependencies": [
+                        "Air.zig",
+                        "Builtin.zig",
+                        "Compilation/Config.zig",
+                        "InternPool.zig",
+                        "Package.zig",
+                        "Sema.zig",
+                        "Type.zig",
+                        "Value.zig",
+                        "Zcu.zig",
+                        "build_options",
+                        "builtin",
+                        "codegen/c.zig",
+                        "codegen/llvm.zig",
+                        "dev.zig",
+                        "introspect.zig",
+                        "libs/freebsd.zig",
+                        "libs/glibc.zig",
+                        "libs/libcxx.zig",
+                        "libs/libtsan.zig",
+                        "libs/libunwind.zig",
+                        "libs/mingw.zig",
+                        "libs/musl.zig",
+                        "libs/netbsd.zig",
+                        "libs/wasi_libc.zig",
+                        "link.zig",
+                        "main.zig",
+                        "std",
+                        "target.zig",
+                        "tracy.zig"
+                    ]
+                },
+                "zig/zig/InternPool.zig": {
+                    "1. Artifact Identity": {
+                        "Filename": "InternPool.zig",
+                        "Path": "zig/zig/InternPool.zig",
+                        "Language": "Zig",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 11102.47,
+                        "Y": -101.94,
+                        "Z": 2508.12
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 13040,
+                        "Coding LOC": 10787,
+                        "Documentation LOC": 1198,
+                        "Structural Magnitude": 5163.14,
+                        "Control Flow Ratio": "55.3%",
+                        "Popularity Rank": 4,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.454
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "11.7%",
+                        "Error & Exception Exposure": "57.68%",
+                        "Tech Debt Exposure": "16.42%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.65%",
+                        "Concurrency Exposure": "25.65%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.7%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "27.01%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "get",
+                            "Structural Impact": 469.3,
+                            "Lines of Code (LOC)": 800,
+                            "Control Flow Branches": 191,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "77.3%",
+                            "Start Line": 7846,
+                            "End Line": 8645
                         },
                         {
-                            "Function Name": "setBit",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3634,
-                            "End Line": 3636
+                            "Function Name": "getCoerced",
+                            "Structural Impact": 209.7,
+                            "Lines of Code (LOC)": 275,
+                            "Control Flow Branches": 79,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "65.8%",
+                            "Start Line": 10608,
+                            "End Line": 10882
                         },
                         {
-                            "Function Name": "clearBit",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "eql",
+                            "Structural Impact": 108.3,
+                            "Lines of Code (LOC)": 326,
+                            "Control Flow Branches": 45,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3638,
-                            "End Line": 3640
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 2866,
+                            "End Line": 3191
                         },
                         {
-                            "Function Name": "fieldName",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3719,
-                            "End Line": 3721
+                            "Function Name": "getStructType",
+                            "Structural Impact": 100.6,
+                            "Lines of Code (LOC)": 199,
+                            "Control Flow Branches": 36,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 8903,
+                            "End Line": 9101
                         },
                         {
-                            "Function Name": "fieldIsComptime",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3723,
-                            "End Line": 3725
+                            "Function Name": "indexToKey",
+                            "Structural Impact": 95.2,
+                            "Lines of Code (LOC)": 518,
+                            "Control Flow Branches": 39,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.6%",
+                            "Start Line": 6980,
+                            "End Line": 7497
                         },
                         {
-                            "Function Name": "setFieldComptime",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3727,
-                            "End Line": 3729
+                            "Function Name": "getOrPutTrailingString",
+                            "Structural Impact": 89.2,
+                            "Lines of Code (LOC)": 119,
+                            "Control Flow Branches": 33,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "71.7%",
+                            "Start Line": 11825,
+                            "End Line": 11943
                         },
                         {
-                            "Function Name": "iterateRuntimeOrder",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
+                            "Function Name": "dumpStatsFallible",
+                            "Structural Impact": 82.3,
+                            "Lines of Code (LOC)": 260,
+                            "Control Flow Branches": 39,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4132,
-                            "End Line": 4139
+                            "Control Flow Ratio": "84.8%",
+                            "Start Line": 11068,
+                            "End Line": 11327
                         },
                         {
-                            "Function Name": "iterateRuntimeOrderReverse",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4172,
-                            "End Line": 4179
+                            "Function Name": "getOrPutKeyEnsuringAdditionalCapacity",
+                            "Structural Impact": 80.7,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 7713,
+                            "End Line": 7807
                         },
                         {
-                            "Function Name": "itemPtr",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4801,
-                            "End Line": 4807
+                            "Function Name": "getEnumType",
+                            "Structural Impact": 76.6,
+                            "Lines of Code (LOC)": 160,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "77.1%",
+                            "Start Line": 9967,
+                            "End Line": 10126
                         },
                         {
-                            "Function Name": "compare",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6384,
-                            "End Line": 6386
+                            "Function Name": "trackZir",
+                            "Structural Impact": 74.3,
+                            "Lines of Code (LOC)": 99,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 214,
+                            "End Line": 312
                         },
                         {
-                            "Function Name": "get",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
+                            "Function Name": "addDependency",
+                            "Structural Impact": 71.3,
+                            "Lines of Code (LOC)": 85,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "96.7%",
+                            "Start Line": 913,
+                            "End Line": 997
+                        },
+                        {
+                            "Function Name": "hash64",
+                            "Structural Impact": 67.4,
+                            "Lines of Code (LOC)": 240,
+                            "Control Flow Branches": 31,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6455,
-                            "End Line": 6461
+                            "Control Flow Ratio": "52.5%",
+                            "Start Line": 2625,
+                            "End Line": 2864
                         },
                         {
-                            "Function Name": "init",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
+                            "Function Name": "getErrorValue",
+                            "Structural Impact": 67.3,
+                            "Lines of Code (LOC)": 94,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 12807,
+                            "End Line": 12900
+                        },
+                        {
+                            "Function Name": "loadStructType",
+                            "Structural Impact": 64.3,
+                            "Lines of Code (LOC)": 177,
+                            "Control Flow Branches": 31,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6713,
-                            "End Line": 6719
+                            "Control Flow Ratio": "81.6%",
+                            "Start Line": 4182,
+                            "End Line": 4358
                         },
                         {
-                            "Function Name": "cancel",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8868,
-                            "End Line": 8870
+                            "Function Name": "getUnionType",
+                            "Structural Impact": 62.7,
+                            "Lines of Code (LOC)": 127,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 8706,
+                            "End Line": 8832
                         },
                         {
-                            "Function Name": "cancel",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "rehashTrackedInsts",
+                            "Structural Impact": 50.4,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 22,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 9957,
-                            "End Line": 9959
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 317,
+                            "End Line": 403
                         },
                         {
-                            "Function Name": "extraData",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 10507,
-                            "End Line": 10509
+                            "Function Name": "List",
+                            "Structural Impact": 47.3,
+                            "Lines of Code (LOC)": 238,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1139,
+                            "End Line": 1376
                         },
                         {
-                            "Function Name": "lessThan",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "init",
+                            "Structural Impact": 43.9,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 19,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11468,
-                            "End Line": 11470
+                            "Control Flow Ratio": "95.0%",
+                            "Start Line": 6829,
+                            "End Line": 6906
                         },
                         {
-                            "Function Name": "funcTypeParamsLen",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 12725,
-                            "End Line": 12731
+                            "Function Name": "getGeneratedTagEnumType",
+                            "Structural Impact": 41.2,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 10141,
+                            "End Line": 10249
                         },
                         {
-                            "Function Name": "resolveFile",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
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                             "Control Flow Branches": 0,
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                         {
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-                            "Function Name": "toLlvm",
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                         {
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                         {
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                         {
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                         {
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                         {
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                         {
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+                            "Function Name": "prepare",
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-                            "Function Name": "addOne",
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                         {
-                            "Function Name": "addOneAssumeCapacity",
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 1017,
-                        "Function Parameters": 438,
-                        "Function/Method Declarations": 437,
-                        "Class/Entity Declarations": 208,
-                        "Defensive Programming Constructs": 676,
-                        "Type/Safety Bypasses": 547,
-                        "High-Risk Execution Commands": 3,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 502,
-                        "State Mutations / Variable Reassignments": 439,
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-                        "Structured Documentation Blocks": 965,
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-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 95,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 52,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 131,
-                        "Metaprogramming & Reflection": 96,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 70,
-                        "Acknowledged Tech Debt (FIXMEs)": 5,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 516,
-                        "Manual Memory Allocation": 5,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 332,
-                        "Fatal Aborts & Exceptions": 763,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1284,
-                        "Thread Synchronization Locks": 95,
-                        "Immutable Data Declarations": 1455,
-                        "Resource Deallocation & Cleanup": 48,
-                        "Private / Encapsulated Scopes": 1306,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 2,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 10289,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1565,
-                        "Design Camel Case": 1,
-                        "Design Snake Case": 1222,
-                        "Design Pascal Case": 309,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 50,
-                        "Design Long Vars": 8,
-                        "Duplicate Logic": 8,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 186,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
-                        "Total Upstream (Absolute Fragility)": 6,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 8
-                    },
-                    "9. Extracted Dependencies": [
-                        "Zcu.zig",
-                        "builtin",
-                        "std"
-                    ]
-                },
-                "zig/zig/Type.zig": {
-                    "1. Artifact Identity": {
-                        "Filename": "Type.zig",
-                        "Path": "zig/zig/Type.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 11826.81,
-                        "Y": 22.08,
-                        "Z": 2723.86
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 4357,
-                        "Coding LOC": 3675,
-                        "Documentation LOC": 275,
-                        "Structural Magnitude": 2583.8,
-                        "Control Flow Ratio": "54.3%",
-                        "Popularity Rank": 6,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.38
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.28%",
-                        "Error & Exception Exposure": "36.56%",
-                        "Tech Debt Exposure": "8.65%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.33%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "4.84%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "61.94%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Lines of Code (LOC)": 271,
-                            "Control Flow Branches": 113,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "85.6%",
-                            "Start Line": 160,
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+                            "End Line": 1873
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-                            "Function Name": "abiSizeInner",
-                            "Structural Impact": 147.7,
-                            "Lines of Code (LOC)": 271,
-                            "Control Flow Branches": 59,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "49.6%",
-                            "Start Line": 1293,
-                            "End Line": 1563
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+                            "Control Flow Ratio": "0.0%",
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                         },
                         {
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-                            "Lines of Code (LOC)": 215,
-                            "Control Flow Branches": 46,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "41.8%",
-                            "Start Line": 964,
-                            "End Line": 1178
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                         },
                         {
-                            "Function Name": "hasRuntimeBitsInner",
-                            "Structural Impact": 112.8,
-                            "Lines of Code (LOC)": 198,
-                            "Control Flow Branches": 41,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "65.1%",
-                            "Start Line": 481,
-                            "End Line": 678
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3352,
+                            "End Line": 3358
                         },
                         {
-                            "Function Name": "onePossibleValue",
-                            "Structural Impact": 109.3,
-                            "Lines of Code (LOC)": 211,
-                            "Control Flow Branches": 56,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.9%",
-                            "Start Line": 2492,
-                            "End Line": 2702
+                            "Function Name": "setZirIndex",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3518,
+                            "End Line": 3524
                         },
                         {
-                            "Function Name": "comptimeOnlyInner",
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-                            "Start Line": 1617,
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                         {
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                             "Input Parameters": 2,
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-                            "Start Line": 2706,
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         {
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                         {
-                            "Function Name": "fromInterned",
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+                            "End Line": 708
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+                            "End Line": 1029
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1353,
+                            "End Line": 1355
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+                        {
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+                            "End Line": 1365
+                        },
+                        {
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1567,
+                            "End Line": 1569
+                        },
+                        {
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 432,
-                            "End Line": 435
+                            "Start Line": 1577,
+                            "End Line": 1580
                         },
                         {
-                            "Function Name": "toIntern",
+                            "Function Name": "header",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1582,
+                            "End Line": 1584
+                        },
+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1590,
+                            "End Line": 1592
+                        },
+                        {
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1597,
+                            "End Line": 1599
+                        },
+                        {
+                            "Function Name": "getTidMask",
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 1607
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+                        {
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+                            "End Line": 1638
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+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1687,
+                            "End Line": 1689
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+                        {
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+                            "End Line": 1728
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+                        {
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1837,
+                            "End Line": 1839
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+                        {
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1841,
+                            "End Line": 1843
+                        },
+                        {
+                            "Function Name": "lenIncludingSentinel",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2124,
+                            "End Line": 2126
+                        },
+                        {
+                            "Function Name": "hasReorderedFields",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4098,
+                            "End Line": 4100
+                        },
+                        {
+                            "Function Name": "Payload",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 5991,
+                            "End Line": 5993
+                        },
+                        {
+                            "Function Name": "fromNonzeroByteUnits",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 437,
-                            "End Line": 440
+                            "Start Line": 6356,
+                            "End Line": 6359
                         },
                         {
-                            "Function Name": "toValue",
+                            "Function Name": "toLog2Units",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6361,
+                            "End Line": 6364
+                        },
+                        {
+                            "Function Name": "fromLog2Units",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6369,
+                            "End Line": 6372
+                        },
+                        {
+                            "Function Name": "toStdMem",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6471,
+                            "End Line": 6474
+                        },
+                        {
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 442,
-                            "End Line": 444
+                            "Start Line": 6484,
+                            "End Line": 6486
                         },
                         {
-                            "Function Name": "ptrAbiAlignment",
+                            "Function Name": "fromLlvm",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1613,
-                            "End Line": 1615
+                            "Start Line": 6488,
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                         },
                         {
-                            "Function Name": "isGenericPoison",
+                            "Function Name": "get",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3423,
-                            "End Line": 3425
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+                        {
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 6575
+                        },
+                        {
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6591,
+                            "End Line": 6593
+                        },
+                        {
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6609,
+                            "End Line": 6611
+                        },
+                        {
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 6632
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+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 6650
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+                        {
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+                            "Structural Impact": 1.6,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6666,
+                            "End Line": 6668
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6684,
+                            "End Line": 6686
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6704,
+                            "End Line": 6706
+                        },
+                        {
+                            "Function Name": "byteOffset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6720,
+                            "End Line": 6722
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+                        {
+                            "Function Name": "get",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6757,
+                            "End Line": 6760
+                        },
+                        {
+                            "Function Name": "addOne",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1187,
+                            "End Line": 1187
+                        },
+                        {
+                            "Function Name": "addOneAssumeCapacity",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1192,
+                            "End Line": 1192
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 832,
-                        "Sequential Logic Declarations": 699,
-                        "Function Parameters": 194,
-                        "Function/Method Declarations": 189,
-                        "Class/Entity Declarations": 12,
-                        "Defensive Programming Constructs": 429,
-                        "Type/Safety Bypasses": 157,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 1259,
+                        "Sequential Logic Declarations": 1017,
+                        "Function Parameters": 438,
+                        "Function/Method Declarations": 437,
+                        "Class/Entity Declarations": 208,
+                        "Defensive Programming Constructs": 676,
+                        "Type/Safety Bypasses": 547,
+                        "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 292,
-                        "State Mutations / Variable Reassignments": 83,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 187,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Exposed API / Public Exports": 502,
+                        "State Mutations / Variable Reassignments": 439,
+                        "Commented-out Code (Dead Logic)": 28,
+                        "Structured Documentation Blocks": 965,
+                        "Unit Test Assertions": 3,
+                        "Asynchronous/Concurrent Execution": 269,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 87,
+                        "Global State Dependencies": 95,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 22,
+                        "Generic Type Abstractions": 52,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 60,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 7,
+                        "Scientific & Mathematical Operations": 131,
+                        "Metaprogramming & Reflection": 96,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 10,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 70,
+                        "Acknowledged Tech Debt (FIXMEs)": 5,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 137,
-                        "Manual Memory Allocation": 1,
+                        "Pointer Arithmetic & Addressing": 516,
+                        "Manual Memory Allocation": 5,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 19,
-                        "Fatal Aborts & Exceptions": 660,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 332,
+                        "Fatal Aborts & Exceptions": 763,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 464,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 515,
-                        "Resource Deallocation & Cleanup": 15,
-                        "Private / Encapsulated Scopes": 333,
+                        "Bitwise Operations": 1284,
+                        "Thread Synchronization Locks": 95,
+                        "Immutable Data Declarations": 1455,
+                        "Resource Deallocation & Cleanup": 48,
+                        "Private / Encapsulated Scopes": 1306,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
+                        "Bypassed / Skipped Tests": 2,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3167,
+                        "Structural Space Indentations": 10289,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -243680,14 +245063,14 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 575,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 428,
-                        "Design Pascal Case": 141,
+                        "Core Var Decl": 1565,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 1222,
+                        "Design Pascal Case": 309,
                         "Design Upper Case": 2,
-                        "Design Short Vars": 75,
-                        "Design Long Vars": 1,
-                        "Duplicate Logic": 0,
+                        "Design Short Vars": 50,
+                        "Design Long Vars": 8,
+                        "Duplicate Logic": 8,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -243696,7 +245079,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 26,
+                        "Dynamic Code Execution (Eval/Exec)": 186,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -243712,25 +245095,21 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
                         "Total Upstream (Absolute Fragility)": 6,
                         "Total Downstream (Absolute Dependency Blast Radius)": 8
                     },
                     "9. Extracted Dependencies": [
-                        "InternPool.zig",
-                        "Sema.zig",
-                        "Value.zig",
                         "Zcu.zig",
                         "builtin",
-                        "std",
-                        "target.zig"
+                        "std"
                     ]
                 },
-                "zig/zig/Zcu.zig": {
+                "zig/zig/Type.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "Zcu.zig",
-                        "Path": "zig/zig/Zcu.zig",
+                        "Filename": "Type.zig",
+                        "Path": "zig/zig/Type.zig",
                         "Language": "Zig",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -243740,9 +245119,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 10948.49,
-                        "Y": -145.97,
-                        "Z": 2185.61
+                        "X": 11826.81,
+                        "Y": 22.08,
+                        "Z": 2723.86
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -243751,609 +245130,2665 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4802,
-                        "Coding LOC": 3619,
-                        "Documentation LOC": 755,
-                        "Structural Magnitude": 2236.58,
-                        "Control Flow Ratio": "64.5%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 4357,
+                        "Coding LOC": 3675,
+                        "Documentation LOC": 275,
+                        "Structural Magnitude": 2583.8,
+                        "Control Flow Ratio": "54.3%",
+                        "Popularity Rank": 6,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.554
+                        "Raw Cognitive Density": 0.38
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.67%",
-                        "Error & Exception Exposure": "61.09%",
-                        "Tech Debt Exposure": "13.14%",
-                        "Testing Exposure": "2.49%",
-                        "API Exposure": "3.06%",
+                        "Cognitive Load Exposure": "9.28%",
+                        "Error & Exception Exposure": "36.56%",
+                        "Tech Debt Exposure": "8.65%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "5.0%",
+                        "Commented Logic Exposure": "4.84%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.23%",
+                        "Documentation Exposure": "61.94%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
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-                            "Function Name": "span",
-                            "Structural Impact": 472.6,
-                            "Lines of Code (LOC)": 999,
-                            "Control Flow Branches": 243,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.4%",
-                            "Start Line": 1276,
-                            "End Line": 2274
+                            "Function Name": "print",
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+                            "Lines of Code (LOC)": 271,
+                            "Control Flow Branches": 113,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "85.6%",
+                            "Start Line": 160,
+                            "End Line": 430
                         },
                         {
-                            "Function Name": "resolveReferencesInner",
-                            "Structural Impact": 112.6,
-                            "Lines of Code (LOC)": 215,
-                            "Control Flow Branches": 71,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.6%",
-                            "Start Line": 4024,
-                            "End Line": 4238
+                            "Function Name": "abiSizeInner",
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+                            "Lines of Code (LOC)": 271,
+                            "Control Flow Branches": 59,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "49.6%",
+                            "Start Line": 1293,
+                            "End Line": 1563
                         },
                         {
-                            "Function Name": "mapOldZirToNew",
-                            "Structural Impact": 109.3,
-                            "Lines of Code (LOC)": 174,
-                            "Control Flow Branches": 44,
+                            "Function Name": "abiAlignmentInner",
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+                            "Control Flow Branches": 46,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3299,
-                            "End Line": 3472
+                            "Control Flow Ratio": "41.8%",
+                            "Start Line": 964,
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                         },
                         {
-                            "Function Name": "explainWhyFileIsInModule",
-                            "Structural Impact": 72.4,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "80.6%",
-                            "Start Line": 4676,
-                            "End Line": 4747
+                            "Function Name": "hasRuntimeBitsInner",
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+                            "Control Flow Branches": 41,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "65.1%",
+                            "Start Line": 481,
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                         },
                         {
-                            "Function Name": "markDependeeOutdated",
-                            "Structural Impact": 38.6,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 3061,
-                            "End Line": 3112
+                            "Function Name": "onePossibleValue",
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+                            "Lines of Code (LOC)": 211,
+                            "Control Flow Branches": 56,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.9%",
+                            "Start Line": 2492,
+                            "End Line": 2702
                         },
                         {
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-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3582,
-                            "End Line": 3630
+                            "Function Name": "comptimeOnlyInner",
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+                            "Control Flow Branches": 30,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "49.2%",
+                            "Start Line": 2716,
+                            "End Line": 2909
                         },
                         {
-                            "Function Name": "markPoDependeeUpToDate",
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-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "93.8%",
-                            "Start Line": 3114,
-                            "End Line": 3157
+                            "Function Name": "bitSizeInner",
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+                            "Control Flow Branches": 30,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 1625,
+                            "End Line": 1785
                         },
                         {
-                            "Function Name": "saveZirCache",
-                            "Structural Impact": 28.8,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 11,
+                            "Function Name": "abiSizeInnerOptional",
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                             "Input Parameters": 4,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 2951,
-                            "End Line": 2989
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 1565,
+                            "End Line": 1611
                         },
                         {
-                            "Function Name": "atomicPtrAlignment",
-                            "Structural Impact": 28.6,
-                            "Lines of Code (LOC)": 51,
+                            "Function Name": "abiAlignmentInnerErrorUnion",
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                             "Control Flow Branches": 12,
-                            "Input Parameters": 3,
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                             "Control Flow Ratio": "63.2%",
-                            "Start Line": 3862,
-                            "End Line": 3912
+                            "Start Line": 1180,
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                         {
-                            "Function Name": "loadZirCacheBody",
-                            "Structural Impact": 28.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 12,
+                            "Function Name": "abiAlignmentInnerOptional",
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+                            "Control Flow Branches": 13,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "56.5%",
+                            "Start Line": 1222,
+                            "End Line": 1262
+                        },
+                        {
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+                            "Control Flow Branches": 14,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 2904,
-                            "End Line": 2949
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 3977,
+                            "End Line": 4040
                         },
                         {
-                            "Function Name": "deinit",
+                            "Function Name": "structFieldOffset",
                             "Structural Impact": 24.4,
-                            "Lines of Code (LOC)": 93,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 2778,
-                            "End Line": 2870
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+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3355,
+                            "End Line": 3402
                         },
                         {
-                            "Function Name": "end",
-                            "Structural Impact": 22.2,
-                            "Lines of Code (LOC)": 28,
+                            "Function Name": "resolveLayout",
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                             "Control Flow Branches": 11,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 4754,
-                            "End Line": 4781
+                            "Control Flow Ratio": "57.9%",
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+                            "End Line": 3623
                         },
                         {
-                            "Function Name": "getSource",
+                            "Function Name": "maxIntScalar",
                             "Structural Impact": 21.5,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 1059,
-                            "End Line": 1106
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+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "56.2%",
+                            "Start Line": 3019,
+                            "End Line": 3048
                         },
                         {
-                            "Function Name": "renderFullyQualifiedDebugName",
-                            "Structural Impact": 21.1,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "resolveStructInner",
+                            "Structural Impact": 20.9,
+                            "Lines of Code (LOC)": 57,
                             "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 874,
-                            "End Line": 892
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-                        {
-                            "Function Name": "deleteUnitExports",
-                            "Structural Impact": 21.0,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3541,
-                            "End Line": 3578
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "47.1%",
+                            "Start Line": 3786,
+                            "End Line": 3842
                         },
                         {
-                            "Function Name": "loadZoirCacheBody",
-                            "Structural Impact": 19.9,
-                            "Lines of Code (LOC)": 39,
+                            "Function Name": "resolveUnionInner",
+                            "Structural Impact": 20.9,
+                            "Lines of Code (LOC)": 57,
                             "Control Flow Branches": 8,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 3021,
-                            "End Line": 3059
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 3845,
+                            "End Line": 3901
                         },
                         {
-                            "Function Name": "findOutdatedToAnalyze",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "52.6%",
-                            "Start Line": 3197,
-                            "End Line": 3277
+                            "Function Name": "getUnionLayout",
+                            "Structural Impact": 20.5,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.9%",
+                            "Start Line": 3903,
+                            "End Line": 3965
                         },
                         {
-                            "Function Name": "addFileInMultipleModulesError",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 42,
+                            "Function Name": "resolveFully",
+                            "Structural Impact": 19.8,
+                            "Lines of Code (LOC)": 49,
                             "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 4633,
-                            "End Line": 4674
+                            "Control Flow Ratio": "52.9%",
+                            "Start Line": 3721,
+                            "End Line": 3769
                         },
                         {
-                            "Function Name": "markTransitiveDependersPotentiallyOutdated",
-                            "Structural Impact": 19.1,
-                            "Lines of Code (LOC)": 35,
+                            "Function Name": "typeDeclSrcLine",
+                            "Structural Impact": 19.2,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 3161,
-                            "End Line": 3195
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 3483,
+                            "End Line": 3519
                         },
                         {
-                            "Function Name": "addUnitReference",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3657,
-                            "End Line": 3687
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+                            "Structural Impact": 19.1,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 2187,
+                            "End Line": 2209
                         },
                         {
-                            "Function Name": "lessThan",
-                            "Structural Impact": 17.1,
-                            "Lines of Code (LOC)": 28,
+                            "Function Name": "packedStructFieldPtrInfo",
+                            "Structural Impact": 17.5,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 6,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 2728,
-                            "End Line": 2755
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3544,
+                            "End Line": 3580
                         },
                         {
-                            "Function Name": "addTypeReference",
-                            "Structural Impact": 16.9,
+                            "Function Name": "structFieldAlignmentInner",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3239,
+                            "End Line": 3264
+                        },
+                        {
+                            "Function Name": "structFieldValueComptime",
+                            "Structural Impact": 15.2,
                             "Lines of Code (LOC)": 24,
                             "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3689,
-                            "End Line": 3712
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 3315,
+                            "End Line": 3338
                         },
                         {
-                            "Function Name": "loadZirCache",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "errorSetHasFieldIp",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 6,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 2892,
-                            "End Line": 2902
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2165,
+                            "End Line": 2182
                         },
                         {
-                            "Function Name": "formatDependee",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 49,
+                            "Function Name": "resolveFields",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 3625,
+                            "End Line": 3719
+                        },
+                        {
+                            "Function Name": "hasWellDefinedLayout",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 683,
+                            "End Line": 774
+                        },
+                        {
+                            "Function Name": "isPtrAtRuntime",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 4342,
-                            "End Line": 4390
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1879,
+                            "End Line": 1894
                         },
                         {
-                            "Function Name": "flushRetryableFailures",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3281,
-                            "End Line": 3297
+                            "Function Name": "errorSetIsEmpty",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2125,
+                            "End Line": 2138
                         },
                         {
-                            "Function Name": "addGlobalAssembly",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3781,
-                            "End Line": 3791
+                            "Function Name": "sentinel",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2233,
+                            "End Line": 2245
                         },
                         {
-                            "Function Name": "ensureFuncBodyAnalysisQueued",
+                            "Function Name": "intInfo",
+                            "Structural Impact": 12.1,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "13.3%",
+                            "Start Line": 2288,
+                            "End Line": 2355
+                        },
+                        {
+                            "Function Name": "ptrAlignmentInner",
+                            "Structural Impact": 12.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 828,
+                            "End Line": 843
+                        },
+                        {
+                            "Function Name": "fnHasRuntimeBitsInner",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 787,
+                            "End Line": 798
+                        },
+                        {
+                            "Function Name": "fieldAlignmentInner",
                             "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 3166,
+                            "End Line": 3199
+                        },
+                        {
+                            "Function Name": "indexableHasLen",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 3481,
-                            "End Line": 3502
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2945,
+                            "End Line": 2960
                         },
                         {
-                            "Function Name": "maybeUnresolveIes",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "unionFieldAlignmentInner",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3281,
+                            "End Line": 3293
+                        },
+                        {
+                            "Function Name": "isIndexable",
+                            "Structural Impact": 11.1,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 4394,
-                            "End Line": 4416
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2929,
+                            "End Line": 2943
                         },
                         {
-                            "Function Name": "ensureNavValAnalysisQueued",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "isPtrLikeOptional",
+                            "Structural Impact": 11.0,
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                             "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 3504,
-                            "End Line": 3521
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1921,
+                            "End Line": 1933
                         },
                         {
-                            "Function Name": "handleUpdateExports",
+                            "Function Name": "structFieldDefaultValue",
                             "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 18,
+                            "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 4,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 3762,
-                            "End Line": 3779
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 3295,
+                            "End Line": 3313
                         },
                         {
-                            "Function Name": "trackUnitSema",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "minIntScalar",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 4,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 4783,
-                            "End Line": 4801
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 2992,
+                            "End Line": 3008
                         },
                         {
-                            "Function Name": "renderFullyQualifiedName",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 5,
+                            "Function Name": "isNumeric",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1124,
-                            "End Line": 1132
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2460,
+                            "End Line": 2488
                         },
                         {
-                            "Function Name": "renderFullyQualifiedDebugName",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 5,
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+                            "Function Name": "unionTagTypeHypothetical",
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+                            "Function Name": "errorUnionPayload",
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+                            "Function Name": "errorUnionSet",
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+                            "Function Name": "arrayLen",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2212,
+                            "End Line": 2214
+                        },
+                        {
+                            "Function Name": "arrayLenIp",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2216,
+                            "End Line": 2218
+                        },
+                        {
+                            "Function Name": "arrayLenIncludingSentinel",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2220,
+                            "End Line": 2222
+                        },
+                        {
+                            "Function Name": "isInt",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2248,
+                            "End Line": 2251
+                        },
+                        {
+                            "Function Name": "fnReturnType",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2423,
+                            "End Line": 2425
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+                        {
+                            "Function Name": "fnCallingConvention",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2428,
+                            "End Line": 2430
+                        },
+                        {
+                            "Function Name": "fnIsVarArgs",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2449,
+                            "End Line": 2451
+                        },
+                        {
+                            "Function Name": "isVector",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2911,
+                            "End Line": 2913
+                        },
+                        {
+                            "Function Name": "getNamespaceIndex",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2963,
+                            "End Line": 2965
+                        },
+                        {
+                            "Function Name": "enumFields",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3086,
+                            "End Line": 3088
+                        },
+                        {
+                            "Function Name": "enumFieldCount",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3090,
+                            "End Line": 3092
+                        },
+                        {
+                            "Function Name": "srcLoc",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3419,
+                            "End Line": 3421
+                        },
+                        {
+                            "Function Name": "resolveStructAlignment",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3777,
+                            "End Line": 3779
+                        },
+                        {
+                            "Function Name": "resolveUnionAlignment",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3781,
+                            "End Line": 3783
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+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4354,
+                            "End Line": 4356
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+                        {
+                            "Function Name": "arrayBase",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3533,
+                            "End Line": 3533
+                        },
+                        {
+                            "Function Name": "format",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4185,
+                            "End Line": 4185
+                        },
+                        {
+                            "Function Name": "init",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4195,
+                            "End Line": 4195
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+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4225,
+                            "End Line": 4225
+                        },
+                        {
+                            "Function Name": "fmtDebug",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 148,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "fromInterned",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 432,
+                            "End Line": 435
+                        },
+                        {
+                            "Function Name": "toIntern",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 437,
+                            "End Line": 440
+                        },
+                        {
+                            "Function Name": "toValue",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 442,
+                            "End Line": 444
+                        },
+                        {
+                            "Function Name": "ptrAbiAlignment",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1613,
+                            "End Line": 1615
+                        },
+                        {
+                            "Function Name": "isGenericPoison",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3423,
+                            "End Line": 3425
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 832,
+                        "Sequential Logic Declarations": 699,
+                        "Function Parameters": 194,
+                        "Function/Method Declarations": 189,
+                        "Class/Entity Declarations": 12,
+                        "Defensive Programming Constructs": 429,
+                        "Type/Safety Bypasses": 157,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 292,
+                        "State Mutations / Variable Reassignments": 83,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 187,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 87,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 22,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 60,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 7,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 10,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 137,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 19,
+                        "Fatal Aborts & Exceptions": 660,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 464,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 515,
+                        "Resource Deallocation & Cleanup": 15,
+                        "Private / Encapsulated Scopes": 333,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 3167,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 575,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 428,
+                        "Design Pascal Case": 141,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 75,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 26,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Total Upstream (Absolute Fragility)": 6,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 8
+                    },
+                    "9. Extracted Dependencies": [
+                        "InternPool.zig",
+                        "Sema.zig",
+                        "Value.zig",
+                        "Zcu.zig",
+                        "builtin",
+                        "std",
+                        "target.zig"
+                    ]
+                },
+                "zig/zig/Zcu.zig": {
+                    "1. Artifact Identity": {
+                        "Filename": "Zcu.zig",
+                        "Path": "zig/zig/Zcu.zig",
+                        "Language": "Zig",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10948.49,
+                        "Y": -145.97,
+                        "Z": 2185.61
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 4802,
+                        "Coding LOC": 3619,
+                        "Documentation LOC": 755,
+                        "Structural Magnitude": 2236.58,
+                        "Control Flow Ratio": "64.5%",
+                        "Popularity Rank": 4,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.554
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "15.67%",
+                        "Error & Exception Exposure": "61.09%",
+                        "Tech Debt Exposure": "13.14%",
+                        "Testing Exposure": "2.49%",
+                        "API Exposure": "3.06%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "12.23%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "span",
+                            "Structural Impact": 472.6,
+                            "Lines of Code (LOC)": 999,
+                            "Control Flow Branches": 243,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.4%",
+                            "Start Line": 1276,
+                            "End Line": 2274
+                        },
+                        {
+                            "Function Name": "resolveReferencesInner",
+                            "Structural Impact": 112.6,
+                            "Lines of Code (LOC)": 215,
+                            "Control Flow Branches": 71,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "86.6%",
+                            "Start Line": 4024,
+                            "End Line": 4238
+                        },
+                        {
+                            "Function Name": "mapOldZirToNew",
+                            "Structural Impact": 109.3,
+                            "Lines of Code (LOC)": 174,
+                            "Control Flow Branches": 44,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3299,
+                            "End Line": 3472
+                        },
+                        {
+                            "Function Name": "explainWhyFileIsInModule",
+                            "Structural Impact": 72.4,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "80.6%",
+                            "Start Line": 4676,
+                            "End Line": 4747
+                        },
+                        {
+                            "Function Name": "markDependeeOutdated",
+                            "Structural Impact": 38.6,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 3061,
+                            "End Line": 3112
+                        },
+                        {
+                            "Function Name": "deleteUnitReferences",
+                            "Structural Impact": 30.2,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3582,
+                            "End Line": 3630
+                        },
+                        {
+                            "Function Name": "markPoDependeeUpToDate",
+                            "Structural Impact": 29.9,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.8%",
+                            "Start Line": 3114,
+                            "End Line": 3157
+                        },
+                        {
+                            "Function Name": "saveZirCache",
+                            "Structural Impact": 28.8,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 2951,
+                            "End Line": 2989
+                        },
+                        {
+                            "Function Name": "atomicPtrAlignment",
+                            "Structural Impact": 28.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 3862,
+                            "End Line": 3912
+                        },
+                        {
+                            "Function Name": "loadZirCacheBody",
+                            "Structural Impact": 28.3,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 2904,
+                            "End Line": 2949
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 24.4,
+                            "Lines of Code (LOC)": 93,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 2778,
+                            "End Line": 2870
+                        },
+                        {
+                            "Function Name": "end",
+                            "Structural Impact": 22.2,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 4754,
+                            "End Line": 4781
+                        },
+                        {
+                            "Function Name": "getSource",
+                            "Structural Impact": 21.5,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 1059,
+                            "End Line": 1106
+                        },
+                        {
+                            "Function Name": "renderFullyQualifiedDebugName",
+                            "Structural Impact": 21.1,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 874,
+                            "End Line": 892
+                        },
+                        {
+                            "Function Name": "deleteUnitExports",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3541,
+                            "End Line": 3578
+                        },
+                        {
+                            "Function Name": "loadZoirCacheBody",
+                            "Structural Impact": 19.9,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 3021,
+                            "End Line": 3059
+                        },
+                        {
+                            "Function Name": "findOutdatedToAnalyze",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "52.6%",
+                            "Start Line": 3197,
+                            "End Line": 3277
+                        },
+                        {
+                            "Function Name": "addFileInMultipleModulesError",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 4633,
+                            "End Line": 4674
+                        },
+                        {
+                            "Function Name": "markTransitiveDependersPotentiallyOutdated",
+                            "Structural Impact": 19.1,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 3161,
+                            "End Line": 3195
+                        },
+                        {
+                            "Function Name": "addUnitReference",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3657,
+                            "End Line": 3687
+                        },
+                        {
+                            "Function Name": "lessThan",
+                            "Structural Impact": 17.1,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "46.2%",
+                            "Start Line": 2728,
+                            "End Line": 2755
+                        },
+                        {
+                            "Function Name": "addTypeReference",
+                            "Structural Impact": 16.9,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3689,
+                            "End Line": 3712
+                        },
+                        {
+                            "Function Name": "loadZirCache",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 2892,
+                            "End Line": 2902
+                        },
+                        {
+                            "Function Name": "formatDependee",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 4342,
+                            "End Line": 4390
+                        },
+                        {
+                            "Function Name": "flushRetryableFailures",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3281,
+                            "End Line": 3297
+                        },
+                        {
+                            "Function Name": "addGlobalAssembly",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 3781,
+                            "End Line": 3791
+                        },
+                        {
+                            "Function Name": "ensureFuncBodyAnalysisQueued",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
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+                            "Input Parameters": 2,
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+                            "Control Flow Ratio": "66.7%",
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+                            "Control Flow Ratio": "66.7%",
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+                "Unclassified": "85.7%",
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             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "44.66%",
-                "Error & Exception Exposure": "60.47%",
-                "Tech Debt Exposure": "19.52%",
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-                "State Flux Exposure": "55.06%",
-                "Commented Logic Exposure": "2.82%",
-                "Specification Exposure": "50.0%",
-                "Instability Exposure": "41.67%",
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-                "Documentation Exposure": "5.96%",
+                "Documentation Exposure": "15.29%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
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                     "1. Artifact Identity": {
-                        "Filename": "README",
-                        "Path": "perl/exiftool/README",
-                        "Language": "Markdown",
+                        "Filename": "License.txt",
+                        "Path": "csharp/roslyn/License.txt",
+                        "Language": "Plaintext",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "csharp",
                         "Lock Tier": 1,
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                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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                         "Coding LOC": 0,
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                         "Popularity Rank": 0,
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@@ -246224,22 +249659,23 @@
                     },
                     "9. Extracted Dependencies": []
                 },
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                     "1. Artifact Identity": {
-                        "Filename": "META.json",
-                        "Path": "perl/exiftool/META.json",
-                        "Language": "Json",
-                        "Architect": "Unknown Architect",
+                        "Filename": "CSharpCompilation.cs",
+                        "Path": "csharp/roslyn/CSharpCompilation.cs",
+                        "Language": "Csharp",
+                        "Architect": "compiling all of the code",
                         "Indentation Style": "Spaces",
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-                        "Folder Dominant Lang": "perl",
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                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .json)"
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                         "Repository Archetype": "Unclassified",
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                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
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-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
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-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
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-                        "Pointer Arithmetic & Addressing": 0,
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-                        "Inline Assembly Blocks": 0,
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-                        "Private / Encapsulated Scopes": 0,
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-                        "Cryptography": 0,
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-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
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-                        "Vectorized Math & Tensor Operations": 0,
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-                        "Design Camel Case": 0,
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-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
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-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
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-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
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-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
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-                        "Path": "perl/exiftool/ExifTool.pm",
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-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
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-                        "Documentation LOC": 1632,
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-                        "Error & Exception Exposure": "98.84%",
-                        "Tech Debt Exposure": "15.58%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.01%",
-                        "Concurrency Exposure": "12.97%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.2%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "19.76%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ProcessJPEG",
-                            "Structural Impact": 741.1,
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-                            "Control Flow Branches": 342,
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-                            "Control Flow Ratio": "63.8%",
-                            "Start Line": 7248,
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                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2806,
-                        "Sequential Logic Declarations": 1865,
-                        "Function Parameters": 373,
-                        "Function/Method Declarations": 237,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 57,
-                        "Type/Safety Bypasses": 21,
-                        "High-Risk Execution Commands": 4,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 6165,
-                        "Commented-out Code (Dead Logic)": 11,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 10,
-                        "UI / View Layer Components": 16,
-                        "Closures and Anonymous Functions": 5,
-                        "Global State Dependencies": 2046,
-                        "Decorators and Annotations": 728,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 57,
-                        "Scientific & Mathematical Operations": 25,
-                        "Metaprogramming & Reflection": 7,
-                        "Module Dependencies (Imports)": 82,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 8,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 10,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 1863,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 81,
-                        "Ad-hoc Print / Debug Statements": 93,
-                        "Explicit Type Casts": 124,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 635,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 235,
-                        "Private / Encapsulated Scopes": 949,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 15,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7658,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 5,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 419,
-                        "Time Date Logic": 57,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1431,
-                        "Design Camel Case": 5,
-                        "Design Snake Case": 101,
-                        "Design Pascal Case": 529,
-                        "Design Upper Case": 795,
-                        "Design Short Vars": 54,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 32,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 485,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 19,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 99,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 40,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "CodedCharacterSet",
-                        "Compact",
-                        "Cwd",
-                        "Digest::MD5",
-                        "Digest::SHA",
-                        "EXIF",
-                        "Encode",
-                        "Exporter",
-                        "File::Basename",
-                        "File::RandomAccess",
-                        "File::StatX",
-                        "FilePath",
-                        "Image::ExifTool",
-                        "Image::ExifTool::BPG",
-                        "Image::ExifTool::BigTIFF",
-                        "Image::ExifTool::CanonRaw",
-                        "Image::ExifTool::Charset",
-                        "Image::ExifTool::GPS",
-                        "Image::ExifTool::GeoTiff",
-                        "Image::ExifTool::Geolocation",
-                        "Image::ExifTool::Geotag",
-                        "Image::ExifTool::HTML",
-                        "Image::ExifTool::HtmlDump",
-                        "Image::ExifTool::ICC_Profile",
-                        "Image::ExifTool::JPEGDigest",
-                        "Image::ExifTool::Lang",
-                        "Image::ExifTool::MacOS",
-                        "Image::ExifTool::Panasonic",
-                        "Image::ExifTool::Shortcuts",
-                        "Image::ExifTool::Sony",
-                        "Image::ExifTool::Validate",
-                        "Image::ExifTool::XMP",
-                        "ListSplit",
-                        "POSIX",
-                        "PRINT_CONV",
-                        "Require",
-                        "SystemTimeRes",
-                        "Time::HiRes",
-                        "Time::Local",
-                        "Time::Piece",
-                        "Win32::API",
-                        "Win32API::File",
-                        "WindowsLongPath",
-                        "a",
-                        "all",
-                        "alternate",
-                        "base",
-                        "biggie",
-                        "binary",
-                        "chance",
-                        "character",
-                        "configFile",
-                        "data",
-                        "default",
-                        "different",
-                        "directory",
-                        "duplicates",
-                        "entries",
-                        "error",
-                        "extension",
-                        "file",
-                        "groups",
-                        "hash",
-                        "hex",
-                        "in",
-                        "incorrect",
-                        "index",
-                        "input",
-                        "it",
-                        "key",
-                        "longer",
-                        "more",
-                        "need",
-                        "new",
-                        "of",
-                        "only",
-                        "overload",
-                        "print",
-                        "proc",
-                        "recognized",
-                        "requested",
-                        "sort",
-                        "special",
-                        "specific",
-                        "specified",
-                        "strict",
-                        "such",
-                        "system",
-                        "tag",
-                        "tags",
-                        "the",
-                        "this",
-                        "value",
-                        "values",
-                        "vars",
-                        "verbose",
-                        "warning",
-                        "warnings",
-                        "when"
-                    ]
-                },
-                "perl/exiftool/Makefile.PL": {
-                    "1. Artifact Identity": {
-                        "Filename": "Makefile.PL",
-                        "Path": "perl/exiftool/Makefile.PL",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 7829.17,
-                        "Y": 28.3,
-                        "Z": -3504.12
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 60,
-                        "Coding LOC": 51,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 18.02,
-                        "Control Flow Ratio": "84.6%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.51
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "19.37%",
-                        "Error & Exception Exposure": "66.29%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "30.34%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 22,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 584,
+                        "Sequential Logic Declarations": 689,
+                        "Function Parameters": 282,
+                        "Function/Method Declarations": 232,
+                        "Class/Entity Declarations": 9,
+                        "Defensive Programming Constructs": 289,
+                        "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 2,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 191,
+                        "State Mutations / Variable Reassignments": 517,
+                        "Commented-out Code (Dead Logic)": 7,
+                        "Structured Documentation Blocks": 401,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Asynchronous/Concurrent Execution": 78,
+                        "UI / View Layer Components": 1,
+                        "Closures and Anonymous Functions": 63,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 47,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 196,
+                        "Collection Iterators / Comprehensions": 10,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 28,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 6,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
+                        "Preprocessor Macros": 33,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 44,
+                        "Fatal Aborts & Exceptions": 53,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
-                        "Event Listeners & Subscribers": 0,
+                        "Bitwise Operations": 16,
+                        "Thread Synchronization Locks": 14,
+                        "Immutable Data Declarations": 106,
+                        "Resource Deallocation & Cleanup": 24,
+                        "Private / Encapsulated Scopes": 274,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 45,
+                        "Structural Space Indentations": 3818,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -248359,7 +252070,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -248368,15 +252079,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 8,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 3,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Core Var Decl": 402,
+                        "Design Camel Case": 209,
+                        "Design Snake Case": 155,
+                        "Design Pascal Case": 15,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 19,
+                        "Design Long Vars": 27,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 72,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -248384,7 +252095,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 80,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -248400,32 +252111,59 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 28,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "ExtUtils::MakeMaker",
-                        "File::Spec"
+                        "Microsoft.Cci",
+                        "Microsoft.CodeAnalysis",
+                        "Microsoft.CodeAnalysis.CSharp.Binder",
+                        "Microsoft.CodeAnalysis.CSharp.Emit",
+                        "Microsoft.CodeAnalysis.CSharp.Symbols",
+                        "Microsoft.CodeAnalysis.CSharp.Syntax",
+                        "Microsoft.CodeAnalysis.CodeGen",
+                        "Microsoft.CodeAnalysis.Collections",
+                        "Microsoft.CodeAnalysis.Debugging",
+                        "Microsoft.CodeAnalysis.Diagnostics",
+                        "Microsoft.CodeAnalysis.Emit",
+                        "Microsoft.CodeAnalysis.Operations",
+                        "Microsoft.CodeAnalysis.PooledObjects",
+                        "Microsoft.CodeAnalysis.Symbols",
+                        "Microsoft.CodeAnalysis.Text",
+                        "Roslyn.Utilities",
+                        "System",
+                        "System.Buffers.Binary",
+                        "System.Collections.Concurrent",
+                        "System.Collections.Generic",
+                        "System.Collections.Immutable",
+                        "System.Diagnostics",
+                        "System.Diagnostics.CodeAnalysis",
+                        "System.IO",
+                        "System.Linq",
+                        "System.Reflection",
+                        "System.Reflection.Metadata",
+                        "System.Threading"
                     ]
                 },
-                "perl/exiftool/RandomAccess.pm": {
+                "csharp/roslyn/CSharpSyntaxTree.cs": {
                     "1. Artifact Identity": {
-                        "Filename": "RandomAccess.pm",
-                        "Path": "perl/exiftool/RandomAccess.pm",
-                        "Language": "Perl",
+                        "Filename": "CSharpSyntaxTree.cs",
+                        "Path": "csharp/roslyn/CSharpSyntaxTree.cs",
+                        "Language": "Csharp",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "SyntaxTree",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "csharp",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .cs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7615.54,
-                        "Y": -83.58,
-                        "Z": -4500.79
+                        "X": -4148.23,
+                        "Y": -17.85,
+                        "Z": 10168.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -248434,26 +252172,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 448,
-                        "Coding LOC": 320,
-                        "Documentation LOC": 106,
-                        "Structural Magnitude": 435.0,
-                        "Control Flow Ratio": "52.4%",
+                        "Total LOC": 942,
+                        "Coding LOC": 588,
+                        "Documentation LOC": 227,
+                        "Structural Magnitude": 442.16,
+                        "Control Flow Ratio": "46.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.084
+                        "Raw Cognitive Density": 0.597
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "79.21%",
-                        "Error & Exception Exposure": "98.84%",
-                        "Tech Debt Exposure": "92.68%",
+                        "Cognitive Load Exposure": "17.58%",
+                        "Error & Exception Exposure": "58.12%",
+                        "Tech Debt Exposure": "64.65%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.25%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.74%",
+                        "API Exposure": "6.49%",
+                        "Concurrency Exposure": "75.62%",
+                        "State Flux Exposure": "96.25%",
+                        "Commented Logic Exposure": "6.22%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -248462,174 +252200,614 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Read",
-                            "Structural Impact": 40.6,
-                            "Lines of Code (LOC)": 77,
+                            "Function Name": "BuildPreprocessorStateChangeMap",
+                            "Structural Impact": 29.6,
+                            "Lines of Code (LOC)": 72,
                             "Control Flow Branches": 25,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 229,
+                            "End Line": 300
+                        },
+                        {
+                            "Function Name": "Create",
+                            "Structural Impact": 17.3,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 327,
+                            "End Line": 354
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 15.0,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 487,
+                            "End Line": 521
+                        },
+                        {
+                            "Function Name": "IsGeneratedCode",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 723,
+                            "End Line": 745
+                        },
+                        {
+                            "Function Name": "IsPreprocessorSymbolDefined",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 198,
+                            "End Line": 227
+                        },
+                        {
+                            "Function Name": "IsPreprocessorSymbolDefined",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 185,
+                            "End Line": 196
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 448,
+                            "End Line": 460
+                        },
+                        {
+                            "Function Name": "WithChanges",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 554,
+                            "End Line": 590
+                        },
+                        {
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 785,
+                            "End Line": 798
+                        },
+                        {
+                            "Function Name": "Create",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 356,
+                            "End Line": 373
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 911,
+                            "End Line": 920
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 429,
+                            "End Line": 439
+                        },
+                        {
+                            "Function Name": "ParseText",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 900,
+                            "End Line": 908
+                        },
+                        {
+                            "Function Name": "Create",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 923,
+                            "End Line": 931
+                        },
+                        {
+                            "Function Name": "WithChangedText",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "56.8%",
-                            "Start Line": 178,
-                            "End Line": 254
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 535,
+                            "End Line": 552
                         },
                         {
-                            "Function Name": "ReadLine",
-                            "Structural Impact": 31.6,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 19,
+                            "Function Name": "ParseText",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 469,
+                            "End Line": 478
+                        },
+                        {
+                            "Function Name": "IsAnyPreprocessorSymbolDefined",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "65.5%",
-                            "Start Line": 260,
-                            "End Line": 326
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 170,
+                            "End Line": 183
                         },
                         {
-                            "Function Name": "Close",
-                            "Structural Impact": 30.8,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 19,
+                            "Function Name": "TryGetRootCore",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "59.4%",
-                            "Start Line": 395,
-                            "End Line": 444
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 875,
+                            "End Line": 887
                         },
                         {
-                            "Function Name": "Seek",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 144,
-                            "End Line": 172
+                            "Function Name": "isGeneratedHeuristic",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 731,
+                            "End Line": 744
                         },
                         {
-                            "Function Name": "Purge",
-                            "Structural Impact": 17.0,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 10,
+                            "Function Name": "GetLineMappings",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 353,
-                            "End Line": 381
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 674,
+                            "End Line": 679
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 4,
+                            "Function Name": "GetRootAsync",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 100,
+                            "End Line": 103
+                        },
+                        {
+                            "Function Name": "ParseTextLazy",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "30.8%",
-                            "Start Line": 59,
-                            "End Line": 90
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 414,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "SeekTest",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 5,
+                            "Function Name": "CreateWithoutClone",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 394,
+                            "End Line": 408
+                        },
+                        {
+                            "Function Name": "GetPragmaDirectiveWarningState",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 703,
+                            "End Line": 712
+                        },
+                        {
+                            "Function Name": "GetLineSpan",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 647,
+                            "End Line": 648
+                        },
+                        {
+                            "Function Name": "GetMappedLineSpan",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 666,
+                            "End Line": 667
+                        },
+                        {
+                            "Function Name": "GetLineVisibility",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 670,
+                            "End Line": 671
+                        },
+                        {
+                            "Function Name": "GetChangedSpans",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 106,
-                            "End Line": 118
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 598,
+                            "End Line": 606
                         },
                         {
-                            "Function Name": "Slurp",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
+                            "Function Name": "GetChanges",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 331,
-                            "End Line": 346
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 613,
+                            "End Line": 621
                         },
                         {
-                            "Function Name": "Tell",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 124,
-                            "End Line": 134
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 775,
+                            "End Line": 783
                         },
                         {
-                            "Function Name": "BinMode",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 386,
-                            "End Line": 390
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 807,
+                            "End Line": 814
                         },
                         {
-                            "Function Name": "Debug",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 823,
+                            "End Line": 830
+                        },
+                        {
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 840,
+                            "End Line": 847
+                        },
+                        {
+                            "Function Name": "GetCompilationUnitRoot",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 112,
+                            "End Line": 115
+                        },
+                        {
+                            "Function Name": "GetDiagnostics",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 856,
+                            "End Line": 859
+                        },
+                        {
+                            "Function Name": "GetRoot",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 86,
+                            "End Line": 86
+                        },
+                        {
+                            "Function Name": "GetDirectives",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 158,
+                            "End Line": 168
+                        },
+                        {
+                            "Function Name": "Create",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 313,
+                            "End Line": 318
+                        },
+                        {
+                            "Function Name": "GetDirectiveMap",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 627,
+                            "End Line": 636
+                        },
+                        {
+                            "Function Name": "CreateForDebugger",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 379,
+                            "End Line": 384
+                        },
+                        {
+                            "Function Name": "CSharpSyntaxTree",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 43,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "IsEquivalentTo",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 125,
+                            "End Line": 128
+                        },
+                        {
+                            "Function Name": "GetMappedLineSpanAndVisibility",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 688,
+                            "End Line": 689
+                        },
+                        {
+                            "Function Name": "GetLinePosition",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 753,
+                            "End Line": 754
+                        },
+                        {
+                            "Function Name": "CSharpSyntaxTree",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 95,
-                            "End Line": 99
+                            "Start Line": 48,
+                            "End Line": 51
+                        },
+                        {
+                            "Function Name": "CloneNodeAsRoot",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 78,
+                            "End Line": 81
+                        },
+                        {
+                            "Function Name": "GetLocation",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 759,
+                            "End Line": 762
+                        },
+                        {
+                            "Function Name": "GetRootCore",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 865,
+                            "End Line": 868
+                        },
+                        {
+                            "Function Name": "GetRootAsyncCore",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 870,
+                            "End Line": 873
+                        },
+                        {
+                            "Function Name": "TryGetRoot",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 91,
+                            "End Line": 91
+                        },
+                        {
+                            "Function Name": "GetNullableContextState",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 718,
+                            "End Line": 719
+                        },
+                        {
+                            "Function Name": "IsNullableAnalysisEnabled",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 721,
+                            "End Line": 721
+                        },
+                        {
+                            "Function Name": "Dump",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 936,
+                            "End Line": 939
+                        },
+                        {
+                            "Function Name": "HasHiddenRegions",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 695,
+                            "End Line": 696
+                        },
+                        {
+                            "Function Name": "GetNullableContextStateMap",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 714,
+                            "End Line": 716
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 97,
-                        "Sequential Logic Declarations": 88,
-                        "Function Parameters": 23,
-                        "Function/Method Declarations": 12,
+                        "Control Flow Branches": 92,
+                        "Sequential Logic Declarations": 107,
+                        "Function Parameters": 60,
+                        "Function/Method Declarations": 55,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 20,
+                        "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 248,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 48,
+                        "State Mutations / Variable Reassignments": 89,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 194,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 27,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 29,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 0,
+                        "Closures and Anonymous Functions": 17,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 12,
+                        "Generic Type Abstractions": 20,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 14,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 121,
+                        "Preprocessor Macros": 28,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 8,
+                        "Fatal Aborts & Exceptions": 11,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 51,
+                        "Bitwise Operations": 1,
+                        "Thread Synchronization Locks": 2,
+                        "Immutable Data Declarations": 12,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 36,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 275,
+                        "Structural Space Indentations": 554,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 1,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -248639,15 +252817,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 11,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 11,
+                        "Core Var Decl": 55,
+                        "Design Camel Case": 23,
+                        "Design Snake Case": 27,
+                        "Design Pascal Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
+                        "Orphaned Logic": 18,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -248655,7 +252833,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 8,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -248671,35 +252849,45 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
+                        "Direct Upstream (Fragility)": 15,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Exporter",
-                        "buffering",
-                        "only",
-                        "strict",
-                        "vars"
+                        "Microsoft.CodeAnalysis.CSharp.Syntax",
+                        "Microsoft.CodeAnalysis.CSharp.Syntax.InternalSyntax",
+                        "Microsoft.CodeAnalysis.Collections",
+                        "Microsoft.CodeAnalysis.PooledObjects",
+                        "Microsoft.CodeAnalysis.Text",
+                        "Roslyn.Utilities",
+                        "System",
+                        "System.Collections.Generic",
+                        "System.Collections.Immutable",
+                        "System.ComponentModel",
+                        "System.Diagnostics",
+                        "System.Diagnostics.CodeAnalysis",
+                        "System.Text",
+                        "System.Threading",
+                        "System.Threading.Tasks"
                     ]
                 },
-                "perl/exiftool/exiftool": {
+                "csharp/roslyn/DiagnosticAnalyzer.cs": {
                     "1. Artifact Identity": {
-                        "Filename": "exiftool",
-                        "Path": "perl/exiftool/exiftool",
-                        "Language": "Perl",
+                        "Filename": "DiagnosticAnalyzer.cs",
+                        "Path": "csharp/roslyn/DiagnosticAnalyzer.cs",
+                        "Language": "Csharp",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "csharp",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .cs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7256.21,
-                        "Y": 50.88,
-                        "Z": -3579.47
+                        "X": -3202.04,
+                        "Y": 197.66,
+                        "Z": 10147.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -248708,877 +252896,100 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8151,
-                        "Coding LOC": 6627,
-                        "Documentation LOC": 639,
-                        "Structural Magnitude": 7318.94,
-                        "Control Flow Ratio": "73.5%",
+                        "Total LOC": 39,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 13,
+                        "Structural Magnitude": 11.78,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.687
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.52%",
-                        "Error & Exception Exposure": "98.83%",
-                        "Tech Debt Exposure": "8.86%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.01%",
-                        "Concurrency Exposure": "12.18%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.97%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "88.08%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "9.9%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "35.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "GetImageInfo",
-                            "Structural Impact": 892.5,
-                            "Lines of Code (LOC)": 1015,
-                            "Control Flow Branches": 485,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "77.4%",
-                            "Start Line": 2108,
-                            "End Line": 3122
-                        },
-                        {
-                            "Function Name": "SetImageInfo",
-                            "Structural Impact": 445.3,
-                            "Lines of Code (LOC)": 546,
-                            "Control Flow Branches": 208,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "72.2%",
-                            "Start Line": 3129,
-                            "End Line": 3674
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-                        {
-                            "Function Name": "ScanDir",
-                            "Structural Impact": 130.4,
-                            "Lines of Code (LOC)": 129,
-                            "Control Flow Branches": 61,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "79.2%",
-                            "Start Line": 4293,
-                            "End Line": 4421
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-                        {
-                            "Function Name": "FilenameSPrintf",
-                            "Structural Impact": 84.8,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.5%",
-                            "Start Line": 4646,
-                            "End Line": 4702
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-                        {
-                            "Function Name": "NextUnusedFilename",
-                            "Structural Impact": 78.8,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 43,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.5%",
-                            "Start Line": 4723,
-                            "End Line": 4773
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-                        {
-                            "Function Name": "SuggestedExtension",
-                            "Structural Impact": 66.8,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "86.1%",
-                            "Start Line": 4560,
-                            "End Line": 4616
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-                        {
-                            "Function Name": "FormatXML",
-                            "Structural Impact": 48.1,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3751,
-                            "End Line": 3793
-                        },
-                        {
-                            "Function Name": "ProcessFiles",
-                            "Structural Impact": 47.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.8%",
-                            "Start Line": 4232,
-                            "End Line": 4288
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-                        {
-                            "Function Name": "FormatJSON",
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-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "70.8%",
-                            "Start Line": 3835,
-                            "End Line": 3875
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-                        {
-                            "Function Name": "ReadStayOpen",
-                            "Structural Impact": 39.9,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "65.8%",
-                            "Start Line": 4922,
-                            "End Line": 4984
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-                        {
-                            "Function Name": "DoHardLink",
-                            "Structural Impact": 35.7,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 3680,
-                            "End Line": 3708
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-                        {
-                            "Function Name": "OpenOutputFile",
-                            "Structural Impact": 34.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4801,
-                            "End Line": 4840
-                        },
-                        {
-                            "Function Name": "ConvertBinary",
-                            "Structural Impact": 31.6,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 3952,
-                            "End Line": 3990
-                        },
-                        {
-                            "Function Name": "EscapeJSON",
-                            "Structural Impact": 29.3,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "65.2%",
-                            "Start Line": 3799,
-                            "End Line": 3830
-                        },
-                        {
-                            "Function Name": "FindFileWindows",
-                            "Structural Impact": 28.3,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.2%",
-                            "Start Line": 4430,
-                            "End Line": 4476
-                        },
-                        {
-                            "Function Name": "IsEqual",
-                            "Structural Impact": 27.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "48.0%",
-                            "Start Line": 3996,
-                            "End Line": 4020
-                        },
-                        {
-                            "Function Name": "AddGroups",
-                            "Structural Impact": 23.3,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3929,
-                            "End Line": 3946
-                        },
-                        {
-                            "Function Name": "FilterArgfileLine",
-                            "Structural Impact": 22.4,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 4893,
-                            "End Line": 4915
-                        },
-                        {
-                            "Function Name": "PrintCSV",
-                            "Structural Impact": 16.8,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 3901,
-                            "End Line": 3924
-                        },
-                        {
-                            "Function Name": "PrintTagList",
-                            "Structural Impact": 16.8,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 5024,
-                            "End Line": 5048
-                        },
-                        {
-                            "Function Name": "Printable",
-                            "Structural Impact": 15.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 4026,
-                            "End Line": 4048
-                        },
-                        {
-                            "Function Name": "DoSetFromFile",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "35.3%",
-                            "Start Line": 4141,
-                            "End Line": 4165
-                        },
-                        {
-                            "Function Name": "AddPrintFormat",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 4539,
-                            "End Line": 4554
-                        },
-                        {
-                            "Function Name": "EFile",
-                            "Structural Impact": 14.8,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 4989,
-                            "End Line": 5007
-                        },
-                        {
-                            "Function Name": "PrintErrors",
-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 5054,
-                            "End Line": 5067
-                        },
-                        {
-                            "Function Name": "LoadPrintFormat",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 4623,
-                            "End Line": 4637
-                        },
-                        {
-                            "Function Name": "LengthUTF8",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "43.8%",
-                            "Start Line": 4054,
-                            "End Line": 4079
-                        },
-                        {
-                            "Function Name": "SetWindowTitle",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 4213,
-                            "End Line": 4227
-                        },
-                        {
-                            "Function Name": "SlurpFile",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4861,
-                            "End Line": 4886
-                        },
-                        {
-                            "Function Name": "CheckUTF8",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 4193,
-                            "End Line": 4208
-                        },
-                        {
-                            "Function Name": "Infile",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4109,
-                            "End Line": 4122
-                        },
-                        {
-                            "Function Name": "EncodeXML",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 3729,
-                            "End Line": 3745
-                        },
-                        {
-                            "Function Name": "AbsPath",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 4505,
-                            "End Line": 4520
-                        },
-                        {
-                            "Function Name": "AcceptFile",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 4847,
-                            "End Line": 4855
-                        },
-                        {
-                            "Function Name": "FormatCSV",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3881,
-                            "End Line": 3896
-                        },
-                        {
-                            "Function Name": "Exit",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 333,
-                            "End Line": 347
-                        },
-                        {
-                            "Function Name": "HasWildcards",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 4180,
-                            "End Line": 4187
-                        },
-                        {
-                            "Function Name": "Warning",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 4128,
-                            "End Line": 4135
-                        },
-                        {
-                            "Function Name": "MyConvertFileName",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 4526,
-                            "End Line": 4534
-                        },
-                        {
-                            "Function Name": "Progress",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 5012,
-                            "End Line": 5019
-                        },
-                        {
-                            "Function Name": "CreateDirectory",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 4779,
-                            "End Line": 4794
-                        },
-                        {
-                            "Function Name": "Cleanup",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 369,
-                            "End Line": 376
-                        },
-                        {
-                            "Function Name": "AddSetTagsFile",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 4086,
-                            "End Line": 4103
-                        },
-                        {
-                            "Function Name": "Warn",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 349,
-                            "End Line": 356
-                        },
-                        {
-                            "Function Name": "CleanXML",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 3714,
-                            "End Line": 3723
-                        },
-                        {
-                            "Function Name": "Num2Alpha",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 4708,
-                            "End Line": 4717
-                        },
-                        {
-                            "Function Name": "CleanFilename",
-                            "Structural Impact": 3.2,
+                            "Function Name": "Equals",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 4171,
-                            "End Line": 4174
-                        },
-                        {
-                            "Function Name": "FileNotFound",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 4481,
-                            "End Line": 4488
-                        },
-                        {
-                            "Function Name": "PreserveTime",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 4493,
-                            "End Line": 4498
-                        },
-                        {
-                            "Function Name": "WarnOnce",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 358,
-                            "End Line": 360
-                        },
-                        {
-                            "Function Name": "SigInt",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 363,
-                            "End Line": 367
-                        },
-                        {
-                            "Function Name": "Image::ExifTool::EndDir",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 329,
-                            "End Line": 329
+                            "Start Line": 26,
+                            "End Line": 29
                         },
                         {
-                            "Function Name": "Image::ExifTool::End",
-                            "Structural Impact": 1.1,
+                            "Function Name": "Initialize",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 330,
-                            "End Line": 330
+                            "Start Line": 24,
+                            "End Line": 24
                         },
                         {
-                            "Function Name": "Error",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "ToString",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 357
+                            "Start Line": 33,
+                            "End Line": 36
                         },
                         {
-                            "Function Name": "SigCont",
+                            "Function Name": "GetHashCode",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 368,
-                            "End Line": 368
+                            "Start Line": 31,
+                            "End Line": 31
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3057,
-                        "Sequential Logic Declarations": 1103,
-                        "Function Parameters": 195,
-                        "Function/Method Declarations": 100,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 26,
-                        "Type/Safety Bypasses": 8,
-                        "High-Risk Execution Commands": 22,
-                        "I/O and Network Boundaries": 334,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 4791,
-                        "Commented-out Code (Dead Logic)": 22,
-                        "Structured Documentation Blocks": 164,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 2,
-                        "UI / View Layer Components": 24,
-                        "Closures and Anonymous Functions": 10,
-                        "Global State Dependencies": 427,
-                        "Decorators and Annotations": 575,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 266,
-                        "Scientific & Mathematical Operations": 29,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 110,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 1,
-                        "Pointer Arithmetic & Addressing": 238,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 181,
-                        "Explicit Type Casts": 51,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 605,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 232,
-                        "Private / Encapsulated Scopes": 569,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 9,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 4009,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 328,
-                        "Time Date Logic": 50,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 43,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 14,
-                        "Design Pascal Case": 25,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 6,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 120,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 8,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 14,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
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-                        "C",
-                        "CR",
-                        "Cwd",
-                        "Encode",
-                        "Escape",
-                        "File::Glob",
-                        "FileHandle",
-                        "I",
-                        "IO::Handle",
-                        "Image::ExifTool",
-                        "Image::ExifTool::Geolocation",
-                        "Image::ExifTool::HTML",
-                        "Image::ExifTool::Import",
-                        "Image::ExifTool::MWG",
-                        "Image::ExifTool::Plot",
-                        "Image::ExifTool::TagInfoXML",
-                        "Image::ExifTool::XMP",
-                        "MODULE",
-                        "MWG",
-                        "Term::ReadKey",
-                        "Time::Piece",
-                        "Unicode::GCString",
-                        "Win32::API",
-                        "Win32::FindFile",
-                        "Win32API::File",
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-                        "absolute",
-                        "additional",
-                        "an",
-                        "arguments",
-                        "associated",
-                        "changes",
-                        "destination",
-                        "duplicates",
-                        "effect",
-                        "even",
-                        "exiftool",
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-                        "extra",
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-                        "filename",
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-                        "format",
-                        "formatting",
-                        "forward",
-                        "full",
-                        "globbing",
-                        "group",
-                        "information",
-                        "longer",
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-                        "lowest",
-                        "metadata",
-                        "more",
-                        "need",
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-                        "operation",
-                        "option",
-                        "other",
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-                        "output",
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-                        "quoting",
-                        "real",
-                        "sense",
-                        "separator",
-                        "sidecar",
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-                        "tag",
-                        "tags",
-                        "terminator",
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-                        "tokens",
-                        "underline",
-                        "undocumented",
-                        "user",
-                        "warnings",
-                        "wide",
-                        "wildcards",
-                        "with"
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-                }
-            }
-        },
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-                "Error & Exception Exposure": "42.72%",
-                "Tech Debt Exposure": "45.39%",
-                "Testing Exposure": "57.48%",
-                "API Exposure": "3.95%",
-                "Concurrency Exposure": "24.14%",
-                "State Flux Exposure": "65.6%",
-                "Commented Logic Exposure": "4.12%",
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-                "Instability Exposure": "42.86%",
-                "Volatility Exposure": "0.0%",
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-                "Hardcoded Payload Artifacts": "0.0%"
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-                        "Path": "csharp/roslyn/License.txt",
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-                        "Documentation LOC": 18,
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-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
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-                        "Ownership Entropy": 0.0,
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-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
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-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 1,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 6,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 10,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 1,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 1,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -249597,13 +253008,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 14,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -249628,7 +253039,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -249652,30 +253063,33 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Roslyn.Utilities",
+                        "System.Collections.Immutable"
+                    ]
                 },
-                "csharp/roslyn/CSharpCompilation.cs": {
+                "csharp/roslyn/LanguageParser.cs": {
                     "1. Artifact Identity": {
-                        "Filename": "CSharpCompilation.cs",
-                        "Path": "csharp/roslyn/CSharpCompilation.cs",
+                        "Filename": "LanguageParser.cs",
+                        "Path": "csharp/roslyn/LanguageParser.cs",
                         "Language": "Csharp",
-                        "Architect": "compiling all of the code",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Compilation, IEqualityComparer<, IEquatable<ImportInfo>",
+                        "Parent Entity": "SyntaxParser, IDisposable, byte",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "csharp",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .cs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3929.57,
-                        "Y": 49.62,
-                        "Z": 10717.65
+                        "X": -3626.69,
+                        "Y": 139.82,
+                        "Z": 10438.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -249684,8239 +253098,7184 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 3862,
-                        "Documentation LOC": 653,
-                        "Structural Magnitude": 2650.94,
-                        "Control Flow Ratio": "45.9%",
+                        "Total LOC": 14680,
+                        "Coding LOC": 10807,
+                        "Documentation LOC": 1929,
+                        "Structural Magnitude": 9454.34,
+                        "Control Flow Ratio": "59.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.666
+                        "Raw Cognitive Density": 1.055
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "20.84%",
-                        "Error & Exception Exposure": "45.45%",
-                        "Tech Debt Exposure": "61.8%",
+                        "Cognitive Load Exposure": "63.84%",
+                        "Error & Exception Exposure": "78.69%",
+                        "Tech Debt Exposure": "8.76%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.04%",
-                        "Concurrency Exposure": "30.43%",
-                        "State Flux Exposure": "91.73%",
-                        "Commented Logic Exposure": "5.31%",
+                        "API Exposure": "0.79%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.97%",
+                        "Commented Logic Exposure": "6.48%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.76%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "CommonCreateBuiltinOperator",
-                            "Structural Impact": 125.3,
-                            "Lines of Code (LOC)": 225,
-                            "Control Flow Branches": 50,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "64.9%",
-                            "Start Line": 4435,
-                            "End Line": 4659
-                        },
-                        {
-                            "Function Name": "FindEntryPoint",
-                            "Structural Impact": 96.2,
-                            "Lines of Code (LOC)": 243,
-                            "Control Flow Branches": 41,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "54.7%",
-                            "Start Line": 1993,
-                            "End Line": 2235
+                            "Function Name": "ParseNamespaceBodyWorker",
+                            "Structural Impact": 198.0,
+                            "Lines of Code (LOC)": 285,
+                            "Control Flow Branches": 74,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "80.4%",
+                            "Start Line": 562,
+                            "End Line": 846
                         },
                         {
-                            "Function Name": "GetDiagnosticsForMethodBodiesInTree",
-                            "Structural Impact": 75.2,
-                            "Lines of Code (LOC)": 183,
-                            "Control Flow Branches": 32,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 3211,
-                            "End Line": 3393
+                            "Function Name": "ParseVariableDeclarator",
+                            "Structural Impact": 191.8,
+                            "Lines of Code (LOC)": 295,
+                            "Control Flow Branches": 58,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "60.4%",
+                            "Start Line": 5476,
+                            "End Line": 5770
                         },
                         {
-                            "Function Name": "validateSignature",
-                            "Structural Impact": 52.5,
-                            "Lines of Code (LOC)": 190,
-                            "Control Flow Branches": 42,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "68.9%",
-                            "Start Line": 4463,
-                            "End Line": 4652
+                            "Function Name": "GetPrecedence",
+                            "Structural Impact": 153.6,
+                            "Lines of Code (LOC)": 131,
+                            "Control Flow Branches": 103,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "82.4%",
+                            "Start Line": 11213,
+                            "End Line": 11343
                         },
                         {
-                            "Function Name": "ReportUnusedImports",
-                            "Structural Impact": 46.6,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2747,
-                            "End Line": 2838
+                            "Function Name": "ParsePrimaryExpression",
+                            "Structural Impact": 140.9,
+                            "Lines of Code (LOC)": 272,
+                            "Control Flow Branches": 89,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "67.4%",
+                            "Start Line": 11931,
+                            "End Line": 12202
                         },
                         {
-                            "Function Name": "GetDiagnosticsWithoutSeverityFiltering",
-                            "Structural Impact": 38.9,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "59.1%",
-                            "Start Line": 3042,
-                            "End Line": 3133
+                            "Function Name": "ParseMemberDeclarationOrStatementCore",
+                            "Structural Impact": 120.4,
+                            "Lines of Code (LOC)": 428,
+                            "Control Flow Branches": 69,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "51.9%",
+                            "Start Line": 2559,
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                         },
                         {
-                            "Function Name": "CommonCreateFunctionPointerTypeSymbol",
-                            "Structural Impact": 38.7,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 4250,
-                            "End Line": 4335
+                            "Function Name": "ParseOperatorDeclaration",
+                            "Structural Impact": 106.1,
+                            "Lines of Code (LOC)": 199,
+                            "Control Flow Branches": 42,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "73.7%",
+                            "Start Line": 3966,
+                            "End Line": 4164
                         },
                         {
-                            "Function Name": "CompileMethods",
-                            "Structural Impact": 37.4,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "52.2%",
-                            "Start Line": 3640,
-                            "End Line": 3751
+                            "Function Name": "ParseMainTypeDeclaration",
+                            "Structural Impact": 103.9,
+                            "Lines of Code (LOC)": 277,
+                            "Control Flow Branches": 51,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "69.9%",
+                            "Start Line": 1752,
+                            "End Line": 2028
                         },
                         {
-                            "Function Name": "CommonCreateBuiltinOperator",
-                            "Structural Impact": 33.8,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 4661,
-                            "End Line": 4735
+                            "Function Name": "parsePrimaryExpressionWithoutPostfix",
+                            "Structural Impact": 102.0,
+                            "Lines of Code (LOC)": 174,
+                            "Control Flow Branches": 65,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "63.1%",
+                            "Start Line": 11940,
+                            "End Line": 12113
                         },
                         {
-                            "Function Name": "CSharpCompilation",
-                            "Structural Impact": 32.6,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 13,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 551,
-                            "End Line": 603
+                            "Function Name": "ScanType",
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+                            "Lines of Code (LOC)": 168,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "89.8%",
+                            "Start Line": 7207,
+                            "End Line": 7374
                         },
                         {
-                            "Function Name": "GetOrCreateNullableType",
-                            "Structural Impact": 32.0,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "74.1%",
-                            "Start Line": 1781,
-                            "End Line": 1827
+                            "Function Name": "ParseModifiers",
+                            "Structural Impact": 94.9,
+                            "Lines of Code (LOC)": 154,
+                            "Control Flow Branches": 38,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "76.0%",
+                            "Start Line": 1359,
+                            "End Line": 1512
                         },
                         {
-                            "Function Name": "CreateModuleBuilder",
-                            "Structural Impact": 30.3,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3573,
-                            "End Line": 3638
+                            "Function Name": "TryParseConversionOperatorDeclaration",
+                            "Structural Impact": 82.4,
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+                            "Control Flow Branches": 40,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 3725,
+                            "End Line": 3951
                         },
                         {
-                            "Function Name": "GetSourceDeclarationDiagnostics",
-                            "Structural Impact": 26.9,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 3395,
-                            "End Line": 3442
+                            "Function Name": "ParseCommaSeparatedSyntaxList",
+                            "Structural Impact": 80.9,
+                            "Lines of Code (LOC)": 101,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "74.2%",
+                            "Start Line": 14444,
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                         },
                         {
-                            "Function Name": "AppendSymbolsWithName",
-                            "Structural Impact": 26.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 5083,
-                            "End Line": 5136
+                            "Function Name": "CanFollowCast",
+                            "Structural Impact": 79.4,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "96.4%",
+                            "Start Line": 13159,
+                            "End Line": 13218
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                         {
-                            "Function Name": "isSupportedType",
-                            "Structural Impact": 25.4,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 16,
+                            "Function Name": "ParseTypeCore",
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+                            "Control Flow Branches": 48,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1798,
-                            "End Line": 1825
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 7592,
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                         {
-                            "Function Name": "AddDebugSourceDocumentsForChecksumDirectives",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "42.1%",
-                            "Start Line": 4014,
-                            "End Line": 4070
+                            "Function Name": "IsPossibleExpression",
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+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 11078,
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                         {
-                            "Function Name": "ShouldEmitNullableAttributes",
-                            "Structural Impact": 19.2,
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-                            "Control Flow Branches": 11,
+                            "Function Name": "CanStartMember",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "68.8%",
-                            "Start Line": 4919,
-                            "End Line": 4962
+                            "Control Flow Ratio": "95.9%",
+                            "Start Line": 2381,
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                         {
-                            "Function Name": "CommonCreateAnonymousTypeSymbol",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 4402,
-                            "End Line": 4433
+                            "Function Name": "constructTypeDeclaration",
+                            "Structural Impact": 67.0,
+                            "Lines of Code (LOC)": 100,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 14,
+                            "Control Flow Ratio": "65.2%",
+                            "Start Line": 1928,
+                            "End Line": 2027
                         },
                         {
-                            "Function Name": "ReplaceSyntaxTree",
-                            "Structural Impact": 18.2,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 1065,
-                            "End Line": 1117
+                            "Function Name": "ParseTypeArgumentList",
+                            "Structural Impact": 66.2,
+                            "Lines of Code (LOC)": 124,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.6%",
+                            "Start Line": 6553,
+                            "End Line": 6676
                         },
                         {
-                            "Function Name": "HasEntryPointSignature",
-                            "Structural Impact": 18.0,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 2310,
-                            "End Line": 2357
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-                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "Matches",
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                         {
-                            "Function Name": "RemoveAllSyntaxTrees",
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-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
+                            "Function Name": "shouldTreatAsModifier",
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                         {
-                            "Function Name": "CommonGetBoundReferenceManager",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 1223
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                         {
-                            "Function Name": "RemoveAllReferences",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1635,
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                         {
-                            "Function Name": "MightContainNoPiaLocalTypes",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "GetHashCode",
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-                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "CommonRemoveAllSyntaxTrees",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4180,
-                            "End Line": 4183
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "ShouldEmitNativeIntegerAttributes",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1693,
-                            "End Line": 1693
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 207,
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                         {
-                            "Function Name": "GetPreviousSubmissionImports",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1716,
-                            "End Line": 1717
+                            "Function Name": "SkipBadMemberListTokens",
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+                            "Start Line": 2032,
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                         {
-                            "Function Name": "InterceptorKeyComparer",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "isValidScopedTypeCase",
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-                            "Control Flow Ratio": "0.0%",
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                         {
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-                            "Start Line": 4892,
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 689,
-                        "Function Parameters": 282,
-                        "Function/Method Declarations": 232,
-                        "Class/Entity Declarations": 9,
-                        "Defensive Programming Constructs": 289,
-                        "Type/Safety Bypasses": 7,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 191,
-                        "State Mutations / Variable Reassignments": 517,
-                        "Commented-out Code (Dead Logic)": 7,
-                        "Structured Documentation Blocks": 401,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 78,
-                        "UI / View Layer Components": 1,
-                        "Closures and Anonymous Functions": 63,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 3,
-                        "Generic Type Abstractions": 196,
-                        "Collection Iterators / Comprehensions": 10,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 28,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 33,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 44,
-                        "Fatal Aborts & Exceptions": 53,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 16,
-                        "Thread Synchronization Locks": 14,
-                        "Immutable Data Declarations": 106,
-                        "Resource Deallocation & Cleanup": 24,
-                        "Private / Encapsulated Scopes": 274,
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-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3818,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 402,
-                        "Design Camel Case": 209,
-                        "Design Snake Case": 155,
-                        "Design Pascal Case": 15,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 19,
-                        "Design Long Vars": 27,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 72,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 80,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 28,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Microsoft.Cci",
-                        "Microsoft.CodeAnalysis",
-                        "Microsoft.CodeAnalysis.CSharp.Binder",
-                        "Microsoft.CodeAnalysis.CSharp.Emit",
-                        "Microsoft.CodeAnalysis.CSharp.Symbols",
-                        "Microsoft.CodeAnalysis.CSharp.Syntax",
-                        "Microsoft.CodeAnalysis.CodeGen",
-                        "Microsoft.CodeAnalysis.Collections",
-                        "Microsoft.CodeAnalysis.Debugging",
-                        "Microsoft.CodeAnalysis.Diagnostics",
-                        "Microsoft.CodeAnalysis.Emit",
-                        "Microsoft.CodeAnalysis.Operations",
-                        "Microsoft.CodeAnalysis.PooledObjects",
-                        "Microsoft.CodeAnalysis.Symbols",
-                        "Microsoft.CodeAnalysis.Text",
-                        "Roslyn.Utilities",
-                        "System",
-                        "System.Buffers.Binary",
-                        "System.Collections.Concurrent",
-                        "System.Collections.Generic",
-                        "System.Collections.Immutable",
-                        "System.Diagnostics",
-                        "System.Diagnostics.CodeAnalysis",
-                        "System.IO",
-                        "System.Linq",
-                        "System.Reflection",
-                        "System.Reflection.Metadata",
-                        "System.Threading"
-                    ]
-                },
-                "csharp/roslyn/CSharpSyntaxTree.cs": {
-                    "1. Artifact Identity": {
-                        "Filename": "CSharpSyntaxTree.cs",
-                        "Path": "csharp/roslyn/CSharpSyntaxTree.cs",
-                        "Language": "Csharp",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "SyntaxTree",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -4148.25,
-                        "Y": -17.85,
-                        "Z": 10168.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 942,
-                        "Coding LOC": 588,
-                        "Documentation LOC": 227,
-                        "Structural Magnitude": 442.16,
-                        "Control Flow Ratio": "46.2%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.597
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.58%",
-                        "Error & Exception Exposure": "58.12%",
-                        "Tech Debt Exposure": "64.65%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.49%",
-                        "Concurrency Exposure": "75.62%",
-                        "State Flux Exposure": "96.25%",
-                        "Commented Logic Exposure": "6.22%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 11345,
+                            "End Line": 11348
+                        },
                         {
-                            "Function Name": "BuildPreprocessorStateChangeMap",
-                            "Structural Impact": 29.6,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 25,
+                            "Function Name": "ParseNewExpression",
+                            "Structural Impact": 5.9,
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+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 229,
-                            "End Line": 300
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 13220,
+                            "End Line": 13237
                         },
                         {
-                            "Function Name": "Create",
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-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 327,
-                            "End Line": 354
+                            "Function Name": "IsPartialInNamespaceMemberDeclaration",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 884,
+                            "End Line": 899
                         },
                         {
-                            "Function Name": "ParseText",
-                            "Structural Impact": 15.0,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
+                            "Function Name": "ParseForOrForEachStatement",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 487,
-                            "End Line": 521
+                            "Start Line": 9548,
+                            "End Line": 9579
                         },
                         {
-                            "Function Name": "IsGeneratedCode",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 723,
-                            "End Line": 745
+                            "Function Name": "SkipBadListTokensWithErrorCode",
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+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 4499,
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                         },
                         {
-                            "Function Name": "IsPreprocessorSymbolDefined",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 198,
-                            "End Line": 227
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+                            "Structural Impact": 5.7,
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 11865,
+                            "End Line": 11897
                         },
                         {
-                            "Function Name": "IsPreprocessorSymbolDefined",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
+                            "Function Name": "ParseDeclarationExpression",
+                            "Structural Impact": 5.7,
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                             "Control Flow Branches": 1,
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+                            "Start Line": 857,
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+                            "Start Line": 5773,
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+                        {
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-                            "Control Flow Ratio": "60.0%",
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+                            "Start Line": 14292,
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+                            "Start Line": 14528,
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 5073,
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+                            "Start Line": 2883,
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+                            "Start Line": 3537,
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-                            "Start Line": 414,
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                             "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 8377,
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-                            "Start Line": 394,
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+                            "Start Line": 12998,
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+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 11920,
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 13273,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 14206,
+                            "End Line": 14224
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+                        {
+                            "Function Name": "ParseCommaSeparatedSyntaxList",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14422,
+                            "End Line": 14442
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 848,
+                            "End Line": 855
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+                        {
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+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 2968,
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+                        {
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+                            "Control Flow Ratio": "9.1%",
+                            "Start Line": 6112,
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+                        {
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 703,
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+                            "Start Line": 10627,
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+                            "Function Name": "ParseBlock",
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 9095,
+                            "End Line": 9114
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+                        {
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                             "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 9820,
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+                        {
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 12620,
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+                        {
+                            "Function Name": "IsTrueIdentifier",
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 647,
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+                            "Start Line": 6014,
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                         {
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 666,
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+                            "Start Line": 7178,
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                         {
-                            "Function Name": "GetLineVisibility",
+                            "Function Name": "looksLikeStartOfPropertyBody",
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 3069,
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+                        {
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3495,
+                            "End Line": 3507
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6092,
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+                        {
+                            "Function Name": "ParseCheckedOrUncheckedExpression",
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 12664,
+                            "End Line": 12676
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+                        {
+                            "Function Name": "ParseObjectInitializerNamedAssignment",
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 13543,
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+                        {
+                            "Function Name": "ParsePossibleRefExpression",
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 4393,
+                            "End Line": 4402
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+                        {
+                            "Function Name": "eatUnexpectedTokensAndCloseParenToken",
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+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 9680,
+                            "End Line": 9689
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+                        {
+                            "Function Name": "ParseMisplacedElse",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 670,
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+                            "Start Line": 10073,
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-                            "Function Name": "GetChangedSpans",
+                            "Function Name": "ParseSubExpression",
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 11421,
+                            "End Line": 11434
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+                        {
+                            "Function Name": "IsPossibleDeconstructionLeft",
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+                            "Control Flow Branches": 1,
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+                        {
+                            "Function Name": "IsAtDotDotToken",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 11848,
+                            "End Line": 11855
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+                        {
+                            "Function Name": "ParseCollectionExpression",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 936,
-                            "End Line": 939
+                            "Start Line": 13239,
+                            "End Line": 13266
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                         {
-                            "Function Name": "HasHiddenRegions",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "ParseArrayInitializer",
+                            "Structural Impact": 2.4,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 695,
-                            "End Line": 696
+                            "Start Line": 13634,
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                         },
                         {
-                            "Function Name": "GetNullableContextStateMap",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "ParseRegularStackAllocExpression",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13701,
+                            "End Line": 13707
+                        },
+                        {
+                            "Function Name": "Dispose",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 14591,
+                            "End Line": 14597
+                        },
+                        {
+                            "Function Name": "CreateForGlobalFailure",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 714,
-                            "End Line": 716
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-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 92,
-                        "Sequential Logic Declarations": 107,
-                        "Function Parameters": 60,
-                        "Function/Method Declarations": 55,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 20,
-                        "Type/Safety Bypasses": 7,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 48,
-                        "State Mutations / Variable Reassignments": 89,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 194,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 27,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 17,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 12,
-                        "Generic Type Abstractions": 20,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 14,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 28,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 8,
-                        "Fatal Aborts & Exceptions": 11,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
-                        "Thread Synchronization Locks": 2,
-                        "Immutable Data Declarations": 12,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 36,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 554,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 55,
-                        "Design Camel Case": 23,
-                        "Design Snake Case": 27,
-                        "Design Pascal Case": 2,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 18,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 8,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 15,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Microsoft.CodeAnalysis.CSharp.Syntax",
-                        "Microsoft.CodeAnalysis.CSharp.Syntax.InternalSyntax",
-                        "Microsoft.CodeAnalysis.Collections",
-                        "Microsoft.CodeAnalysis.PooledObjects",
-                        "Microsoft.CodeAnalysis.Text",
-                        "Roslyn.Utilities",
-                        "System",
-                        "System.Collections.Generic",
-                        "System.Collections.Immutable",
-                        "System.ComponentModel",
-                        "System.Diagnostics",
-                        "System.Diagnostics.CodeAnalysis",
-                        "System.Text",
-                        "System.Threading",
-                        "System.Threading.Tasks"
-                    ]
-                },
-                "csharp/roslyn/DiagnosticAnalyzer.cs": {
-                    "1. Artifact Identity": {
-                        "Filename": "DiagnosticAnalyzer.cs",
-                        "Path": "csharp/roslyn/DiagnosticAnalyzer.cs",
-                        "Language": "Csharp",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -3202.05,
-                        "Y": 197.66,
-                        "Z": 10147.56
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
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-                        "Coding LOC": 19,
-                        "Documentation LOC": 13,
-                        "Structural Magnitude": 11.78,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "88.08%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "9.9%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.14%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "End Line": 234
+                        },
                         {
-                            "Function Name": "Equals",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "ParseVariableInitializer",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 5804,
+                            "End Line": 5809
+                        },
+                        {
+                            "Function Name": "ParseTupleElement",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 7967,
+                            "End Line": 7972
+                        },
+                        {
+                            "Function Name": "ParseFixedStatement",
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+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 29
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+                            "End Line": 9278
                         },
                         {
-                            "Function Name": "Initialize",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "ParseSimpleDesignation",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
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+                            "End Line": 10697
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+                        {
+                            "Function Name": "ParseAnonymousTypeMemberInitializer",
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13323,
+                            "End Line": 13328
+                        },
+                        {
+                            "Function Name": "ParseStackAllocExpression",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13663,
+                            "End Line": 13668
+                        },
+                        {
+                            "Function Name": "skipBadOrderingListTokens",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 24,
-                            "End Line": 24
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+                            "End Line": 14289
                         },
                         {
-                            "Function Name": "ToString",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "DisposableResetPoint",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 33,
-                            "End Line": 36
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+                            "End Line": 14586
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                         {
-                            "Function Name": "GetHashCode",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
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+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 31,
-                            "End Line": 31
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 7,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 4,
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-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 6,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
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-                        "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 14,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Roslyn.Utilities",
-                        "System.Collections.Immutable"
-                    ]
-                },
-                "csharp/roslyn/LanguageParser.cs": {
-                    "1. Artifact Identity": {
-                        "Filename": "LanguageParser.cs",
-                        "Path": "csharp/roslyn/LanguageParser.cs",
-                        "Language": "Csharp",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "SyntaxParser, IDisposable, byte",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -3626.71,
-                        "Y": 139.82,
-                        "Z": 10438.86
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 14680,
-                        "Coding LOC": 10807,
-                        "Documentation LOC": 1929,
-                        "Structural Magnitude": 9454.34,
-                        "Control Flow Ratio": "59.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.055
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "63.84%",
-                        "Error & Exception Exposure": "78.69%",
-                        "Tech Debt Exposure": "8.76%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.79%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.97%",
-                        "Commented Logic Exposure": "6.48%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "ParseNamespaceBodyWorker",
-                            "Structural Impact": 198.0,
-                            "Lines of Code (LOC)": 285,
-                            "Control Flow Branches": 74,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "80.4%",
-                            "Start Line": 562,
-                            "End Line": 846
-                        },
-                        {
-                            "Function Name": "ParseVariableDeclarator",
-                            "Structural Impact": 191.8,
-                            "Lines of Code (LOC)": 295,
-                            "Control Flow Branches": 58,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "60.4%",
-                            "Start Line": 5476,
-                            "End Line": 5770
+                            "Start Line": 236,
+                            "End Line": 245
                         },
                         {
-                            "Function Name": "GetPrecedence",
-                            "Structural Impact": 153.6,
-                            "Lines of Code (LOC)": 131,
-                            "Control Flow Branches": 103,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "82.4%",
-                            "Start Line": 11213,
-                            "End Line": 11343
+                            "Function Name": "IsPossibleAggregateClauseStartOrStop",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2113,
+                            "End Line": 2117
                         },
                         {
-                            "Function Name": "ParsePrimaryExpression",
-                            "Structural Impact": 140.9,
-                            "Lines of Code (LOC)": 272,
-                            "Control Flow Branches": 89,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "67.4%",
-                            "Start Line": 11931,
-                            "End Line": 12202
+                            "Function Name": "skipBadTypeParameterConstraintTokens",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2272,
+                            "End Line": 2280
                         },
                         {
-                            "Function Name": "ParseMemberDeclarationOrStatementCore",
-                            "Structural Impact": 120.4,
-                            "Lines of Code (LOC)": 428,
-                            "Control Flow Branches": 69,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "51.9%",
-                            "Start Line": 2559,
-                            "End Line": 2986
+                            "Function Name": "IsEndOfTypeSignature",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3630,
+                            "End Line": 3633
                         },
                         {
-                            "Function Name": "ParseOperatorDeclaration",
-                            "Structural Impact": 106.1,
-                            "Lines of Code (LOC)": 199,
-                            "Control Flow Branches": 42,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "73.7%",
-                            "Start Line": 3966,
-                            "End Line": 4164
+                            "Function Name": "EatAccessorSemicolon",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4722,
+                            "End Line": 4726
                         },
                         {
-                            "Function Name": "ParseMainTypeDeclaration",
-                            "Structural Impact": 103.9,
-                            "Lines of Code (LOC)": 277,
-                            "Control Flow Branches": 51,
+                            "Function Name": "SkipBadVariableListTokens",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "69.9%",
-                            "Start Line": 1752,
-                            "End Line": 2028
+                            "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "parsePrimaryExpressionWithoutPostfix",
-                            "Structural Impact": 102.0,
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3641,
+                            "End Line": 3642
                         },
                         {
-                            "Function Name": "EatExpressionOperatorToken",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 11782,
-                            "End Line": 11821
+                            "Function Name": "IsEndOfTypeArgumentList",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 6756,
+                            "End Line": 6757
                         },
                         {
-                            "Function Name": "IsPossibleLambdaParameter",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 11,
+                            "Function Name": "IsFunctionPointerStart",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 13915,
-                            "End Line": 13937
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 8177,
+                            "End Line": 8178
                         },
                         {
-                            "Function Name": "ParseOrderByClause",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 10,
+                            "Function Name": "ParsePossiblyAttributedStatement",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 14247,
-                            "End Line": 14290
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 8204,
+                            "End Line": 8205
                         },
                         {
-                            "Function Name": "looksLikeVariableInitializer",
-                            "Structural Impact": 13.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 10,
+                            "Function Name": "IsPossibleAwaitUsing",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 5730,
-                            "End Line": 5769
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 8482,
+                            "End Line": 8483
                         },
                         {
-                            "Function Name": "ParseGotoStatement",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 9942,
-                            "End Line": 9973
-                        },
-                        {
-                            "Function Name": "ParseTypeParameterConstraint",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 8,
+                            "Function Name": "ParsePossiblyAttributedBlock",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 2300,
-                            "End Line": 2374
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 9047,
+                            "End Line": 9047
                         },
                         {
-                            "Function Name": "ParseUsingDirective",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 8,
+                            "Function Name": "ParseExpressionForParenthesizedConstruct",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 958,
-                            "End Line": 1026
-                        },
-                        {
-                            "Function Name": "SkipBadTokensWithErrorCode",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4597,
-                            "End Line": 4621
-                        },
-                        {
-                            "Function Name": "ParseStatementCoreRest",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 8390,
-                            "End Line": 8438
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 9975,
+                            "End Line": 9976
                         },
                         {
-                            "Function Name": "ParseArrayOrObjectCreationExpression",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 9,
+                            "Function Name": "Reset",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 13358,
-                            "End Line": 13403
-                        },
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14588,
+                            "End Line": 14589
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2758,
+                        "Sequential Logic Declarations": 1882,
+                        "Function Parameters": 632,
+                        "Function/Method Declarations": 474,
+                        "Class/Entity Declarations": 16,
+                        "Defensive Programming Constructs": 278,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 14,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 47,
+                        "State Mutations / Variable Reassignments": 2834,
+                        "Commented-out Code (Dead Logic)": 54,
+                        "Structured Documentation Blocks": 187,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 143,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 8,
+                        "Generic Type Abstractions": 248,
+                        "Collection Iterators / Comprehensions": 45,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 11,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 1,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 4,
+                        "Pointer Arithmetic & Addressing": 4,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 64,
+                        "Fatal Aborts & Exceptions": 11,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 46,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 17,
+                        "Resource Deallocation & Cleanup": 29,
+                        "Private / Encapsulated Scopes": 435,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 10767,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1412,
+                        "Design Camel Case": 652,
+                        "Design Snake Case": 605,
+                        "Design Pascal Case": 66,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 93,
+                        "Design Long Vars": 50,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 7,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 152,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 11,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Microsoft.CodeAnalysis.CSharp.Symbols",
+                        "Microsoft.CodeAnalysis.PooledObjects",
+                        "Microsoft.CodeAnalysis.Syntax.InternalSyntax",
+                        "Microsoft.CodeAnalysis.Text",
+                        "Roslyn.Utilities",
+                        "System",
+                        "System.Collections.Generic",
+                        "System.Diagnostics",
+                        "System.Diagnostics.CodeAnalysis",
+                        "System.Linq",
+                        "System.Threading"
+                    ]
+                },
+                "csharp/roslyn/MethodCompiler.cs": {
+                    "1. Artifact Identity": {
+                        "Filename": "MethodCompiler.cs",
+                        "Path": "csharp/roslyn/MethodCompiler.cs",
+                        "Language": "Csharp",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "CSharpSymbolVisitor<TypeCompilationState, object>, BoundTreeRewriterWithStackGuardWithoutRecursionOnTheLeftOfBinaryOperator, BoundTreeWalkerWithStackGuardWithoutRecursionOnTheLeftOfBinaryOperator",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "csharp",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -3547.96,
+                        "Y": 122.74,
+                        "Z": 9962.83
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 2528,
+                        "Coding LOC": 1983,
+                        "Documentation LOC": 194,
+                        "Structural Magnitude": 1739.36,
+                        "Control Flow Ratio": "59.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.898
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "61.5%",
+                        "Error & Exception Exposure": "65.44%",
+                        "Tech Debt Exposure": "15.13%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.54%",
+                        "Concurrency Exposure": "29.64%",
+                        "State Flux Exposure": "99.44%",
+                        "Commented Logic Exposure": "5.61%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "16.38%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "IsTokenQueryContextualKeyword",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 14018,
-                            "End Line": 14036
+                            "Function Name": "BindMethodBody",
+                            "Structural Impact": 353.7,
+                            "Lines of Code (LOC)": 441,
+                            "Control Flow Branches": 99,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "73.9%",
+                            "Start Line": 1883,
+                            "End Line": 2323
                         },
                         {
-                            "Function Name": "IsParameterModifierExcludingScoped",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 4990,
-                            "End Line": 5004
+                            "Function Name": "CompileMethod",
+                            "Structural Impact": 173.8,
+                            "Lines of Code (LOC)": 487,
+                            "Control Flow Branches": 60,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "65.2%",
+                            "Start Line": 923,
+                            "End Line": 1409
                         },
                         {
-                            "Function Name": "parseWhenNotNull",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 12370,
-                            "End Line": 12413
+                            "Function Name": "GenerateMethodBody",
+                            "Structural Impact": 111.5,
+                            "Lines of Code (LOC)": 168,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 16,
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 1631,
+                            "End Line": 1798
                         },
                         {
-                            "Function Name": "tryScanRecordStart",
-                            "Structural Impact": 12.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 1894,
-                            "End Line": 1926
+                            "Function Name": "LowerBodyOrInitializer",
+                            "Structural Impact": 81.8,
+                            "Lines of Code (LOC)": 151,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 16,
+                            "Control Flow Ratio": "63.0%",
+                            "Start Line": 1476,
+                            "End Line": 1626
                         },
                         {
-                            "Function Name": "consumeConditionalExpression",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 68,
-                            "Control Flow Branches": 5,
+                            "Function Name": "CompileNamedType",
+                            "Structural Impact": 80.5,
+                            "Lines of Code (LOC)": 224,
+                            "Control Flow Branches": 48,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "31.2%",
-                            "Start Line": 11625,
-                            "End Line": 11692
-                        },
-                        {
-                            "Function Name": "SkipBadListTokensWithExpectedKindHelper",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4521,
-                            "End Line": 4544
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 455,
+                            "End Line": 678
                         },
                         {
-                            "Function Name": "CanReuseParameterList",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 5,
+                            "Function Name": "addIdentifiers",
+                            "Structural Impact": 48.9,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 25,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 4763,
-                            "End Line": 4789
+                            "Control Flow Ratio": "65.8%",
+                            "Start Line": 2182,
+                            "End Line": 2259
                         },
                         {
-                            "Function Name": "moveSiblingMembersIntoPrecedingType",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 3,
+                            "Function Name": "buildIdentifierMapOfBindIdentifierTargets",
+                            "Structural Impact": 42.8,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 496,
-                            "End Line": 544
-                        },
-                        {
-                            "Function Name": "IsComplete",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3442,
-                            "End Line": 3470
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 2127,
+                            "End Line": 2178
                         },
                         {
-                            "Function Name": "IsPossibleTopLevelUsingLocalDeclarationStatement",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "47.1%",
-                            "Start Line": 8652,
-                            "End Line": 8695
+                            "Function Name": "CompileMethodBodies",
+                            "Structural Impact": 41.7,
+                            "Lines of Code (LOC)": 114,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "68.8%",
+                            "Start Line": 109,
+                            "End Line": 222
                         },
                         {
-                            "Function Name": "IsVarType",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 9903,
-                            "End Line": 9922
+                            "Function Name": "assertBindIdentifierTargets",
+                            "Structural Impact": 41.0,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 2263,
+                            "End Line": 2321
                         },
                         {
-                            "Function Name": "SkipBadListTokensWithErrorCodeHelper",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4546,
-                            "End Line": 4568
+                            "Function Name": "GetStateMachineSlotDebugInfo",
+                            "Structural Impact": 32.3,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "47.6%",
+                            "Start Line": 1800,
+                            "End Line": 1863
                         },
                         {
-                            "Function Name": "IsAccessibilityModifier",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
+                            "Function Name": "CompileSynthesizedMethods",
+                            "Structural Impact": 31.3,
+                            "Lines of Code (LOC)": 116,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 10898,
-                            "End Line": 10913
+                            "Control Flow Ratio": "63.0%",
+                            "Start Line": 733,
+                            "End Line": 848
                         },
                         {
-                            "Function Name": "ParseLambdaExpression",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 53,
+                            "Function Name": "GetEntryPoint",
+                            "Structural Impact": 26.5,
+                            "Lines of Code (LOC)": 107,
                             "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "30.4%",
-                            "Start Line": 13823,
-                            "End Line": 13875
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "36.8%",
+                            "Start Line": 226,
+                            "End Line": 332
                         },
                         {
-                            "Function Name": "IsDeclarationModifier",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
+                            "Function Name": "EmitSkeletonMethodInExtension",
+                            "Structural Impact": 15.6,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 10863,
-                            "End Line": 10875
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1412,
+                            "End Line": 1468
                         },
                         {
-                            "Function Name": "ParseMethodOrAccessorBodyBlock",
-                            "Structural Impact": 10.4,
-                            "Lines of Code (LOC)": 35,
+                            "Function Name": "CompileSynthesizedExplicitImplementations",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 28,
                             "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 9055,
-                            "End Line": 9089
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 856,
+                            "End Line": 883
                         },
                         {
-                            "Function Name": "skipBadArgumentListTokens",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "VisitNamespace",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 12532,
-                            "End Line": 12542
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 371,
+                            "End Line": 392
                         },
                         {
-                            "Function Name": "ParseAttributeDeclarations",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1075,
-                            "End Line": 1108
+                            "Function Name": "VisitNamedType",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 417,
+                            "End Line": 438
                         },
                         {
-                            "Function Name": "skipBadEnumMemberListTokens",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "CompileSynthesizedMethods",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 5,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 5937,
-                            "End Line": 5944
+                            "Start Line": 710,
+                            "End Line": 731
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 12806,
-                            "End Line": 12858
-                        },
-                        {
-                            "Function Name": "IsGlobalAttributeTarget",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1035,
-                            "End Line": 1045
-                        },
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2400,
+                            "End Line": 2402
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 344,
+                        "Sequential Logic Declarations": 237,
+                        "Function Parameters": 78,
+                        "Function/Method Declarations": 58,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 101,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 25,
+                        "State Mutations / Variable Reassignments": 409,
+                        "Commented-out Code (Dead Logic)": 5,
+                        "Structured Documentation Blocks": 9,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 30,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 15,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 82,
+                        "Collection Iterators / Comprehensions": 10,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 4,
+                        "Module Dependencies (Imports)": 18,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 14,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 33,
+                        "Fatal Aborts & Exceptions": 8,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 66,
+                        "Resource Deallocation & Cleanup": 18,
+                        "Private / Encapsulated Scopes": 57,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1941,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 264,
+                        "Design Camel Case": 183,
+                        "Design Snake Case": 72,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 22,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 9,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 72,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 18,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Microsoft.CodeAnalysis.CSharp.Emit",
+                        "Microsoft.CodeAnalysis.CSharp.Symbols",
+                        "Microsoft.CodeAnalysis.CSharp.Syntax",
+                        "Microsoft.CodeAnalysis.CodeGen",
+                        "Microsoft.CodeAnalysis.Debugging",
+                        "Microsoft.CodeAnalysis.Diagnostics",
+                        "Microsoft.CodeAnalysis.Emit",
+                        "Microsoft.CodeAnalysis.ErrorReporting",
+                        "Microsoft.CodeAnalysis.PooledObjects",
+                        "Roslyn.Utilities",
+                        "System",
+                        "System.Collections.Concurrent",
+                        "System.Collections.Generic",
+                        "System.Collections.Immutable",
+                        "System.Diagnostics",
+                        "System.Linq",
+                        "System.Threading",
+                        "System.Threading.Tasks"
+                    ]
+                },
+                "csharp/roslyn/Workspace.cs": {
+                    "1. Artifact Identity": {
+                        "Filename": "Workspace.cs",
+                        "Path": "csharp/roslyn/Workspace.cs",
+                        "Language": "Csharp",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "IDisposable",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "csharp",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -3352.86,
+                        "Y": 170.47,
+                        "Z": 10720.52
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 2589,
+                        "Coding LOC": 1571,
+                        "Documentation LOC": 688,
+                        "Structural Magnitude": 939.32,
+                        "Control Flow Ratio": "32.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.471
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "12.35%",
+                        "Error & Exception Exposure": "51.34%",
+                        "Tech Debt Exposure": "79.3%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.92%",
+                        "Concurrency Exposure": "33.25%",
+                        "State Flux Exposure": "71.82%",
+                        "Commented Logic Exposure": "5.24%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "parseTypeOrAllowsConstraint",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 2344,
-                            "End Line": 2373
+                            "Function Name": "SetCurrentSolutionAsync",
+                            "Structural Impact": 66.8,
+                            "Lines of Code (LOC)": 172,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "35.0%",
+                            "Start Line": 249,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "ParseSimpleName",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 3,
+                            "Function Name": "CheckAllowedProjectChanges",
+                            "Structural Impact": 42.3,
+                            "Lines of Code (LOC)": 138,
+                            "Control Flow Branches": 24,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 6190,
-                            "End Line": 6226
+                            "Control Flow Ratio": "82.8%",
+                            "Start Line": 1684,
+                            "End Line": 1821
                         },
                         {
-                            "Function Name": "ParseImplicitlyTypedStackAllocExpression",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 13670,
-                            "End Line": 13699
+                            "Function Name": "OnAnyDocumentTextChanged",
+                            "Structural Impact": 35.7,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "37.0%",
+                            "Start Line": 1248,
+                            "End Line": 1339
                         },
                         {
-                            "Function Name": "ParseTypeParameter",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 6163,
-                            "End Line": 6187
+                            "Function Name": "SetCurrentSolutionAsync",
+                            "Structural Impact": 34.2,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 466,
+                            "End Line": 526
                         },
                         {
-                            "Function Name": "ParseAssignmentExpression",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 11823,
-                            "End Line": 11845
+                            "Function Name": "ApplyProjectChanges",
+                            "Structural Impact": 33.4,
+                            "Lines of Code (LOC)": 130,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "38.3%",
+                            "Start Line": 1855,
+                            "End Line": 1984
                         },
                         {
-                            "Function Name": "ParseEnumMemberDeclaration",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 5947,
-                            "End Line": 5968
+                            "Function Name": "TryApplyChanges",
+                            "Structural Impact": 27.0,
+                            "Lines of Code (LOC)": 90,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1524,
+                            "End Line": 1613
                         },
                         {
-                            "Function Name": "ParseEmbeddedStatement",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 9285,
-                            "End Line": 9325
+                            "Function Name": "UpdateExistingDocumentsToChangedDocumentContents",
+                            "Structural Impact": 17.3,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.1%",
+                            "Start Line": 369,
+                            "End Line": 402
                         },
                         {
-                            "Function Name": "ParseErrantExpressionWhenNoCloseParenToken",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
+                            "Function Name": "UpdateReferencesAfterAdd",
+                            "Structural Impact": 15.3,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 9978,
-                            "End Line": 10006
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1441,
+                            "End Line": 1491
                         },
                         {
-                            "Function Name": "containsTernaryCollectionToReinterpret",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
+                            "Function Name": "UnifyLinkedDocumentContents",
+                            "Structural Impact": 14.1,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "37.5%",
-                            "Start Line": 11694,
-                            "End Line": 11719
+                            "Start Line": 288,
+                            "End Line": 326
                         },
                         {
-                            "Function Name": "ParseParameterList",
-                            "Structural Impact": 6.9,
+                            "Function Name": "UpdateAddedDocumentToExistingContentsInSolution",
+                            "Structural Impact": 12.4,
                             "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 4819,
-                            "End Line": 4858
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 328,
+                            "End Line": 367
                         },
                         {
-                            "Function Name": "IsPossibleMemberName",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 17,
+                            "Function Name": "ApplyChangedDocument",
+                            "Structural Impact": 12.1,
+                            "Lines of Code (LOC)": 35,
                             "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 1701,
-                            "End Line": 1717
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 1986,
+                            "End Line": 2020
                         },
                         {
-                            "Function Name": "ParseDelegateDeclaration",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 5830,
-                            "End Line": 5861
+                            "Function Name": "UpdateReferencesAfterAdd",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "47.1%",
+                            "Start Line": 1435,
+                            "End Line": 1492
                         },
                         {
-                            "Function Name": "ParseTupleType",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 33,
+                            "Function Name": "OnDocumentInfoChanged",
+                            "Structural Impact": 10.4,
+                            "Lines of Code (LOC)": 34,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 7933,
-                            "End Line": 7965
+                            "Start Line": 1100,
+                            "End Line": 1133
                         },
                         {
-                            "Function Name": "IsEndOfReturnType",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "ApplyDocumentsInfoChange",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 32,
                             "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 3712,
-                            "End Line": 3723
-                        },
-                        {
-                            "Function Name": "ParseEventFieldDeclaration",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 5213,
-                            "End Line": 5246
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "29.4%",
+                            "Start Line": 1615,
+                            "End Line": 1646
                         },
                         {
-                            "Function Name": "ParseQualifiedName",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 3,
+                            "Function Name": "CheckAllowedSolutionChanges",
+                            "Structural Impact": 10.0,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 7044,
-                            "End Line": 7061
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1653,
+                            "End Line": 1682
                         },
                         {
-                            "Function Name": "ScanNamedTypePart",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "ScheduleTask",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 7188,
-                            "End Line": 7205
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 584,
+                            "End Line": 595
                         },
                         {
-                            "Function Name": "shouldTreatAsModifier",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 10831,
-                            "End Line": 10860
+                            "Function Name": "ProcessEventHandlerWorkQueueAsync",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 705,
+                            "End Line": 736
                         },
                         {
-                            "Function Name": "IsEndOfTypeParameterList",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 3598,
-                            "End Line": 3625
+                            "Function Name": "ScheduleTask",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 574,
+                            "End Line": 579
                         },
                         {
-                            "Function Name": "IsPossibleAttributeDeclaration",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1047,
-                            "End Line": 1073
+                            "Function Name": "Dispose",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 683,
+                            "End Line": 703
                         },
                         {
-                            "Function Name": "SkipBadSeparatedListTokensWithExpectedKind",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
+                            "Function Name": "SetCurrentSolutionEx",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 4478,
-                            "End Line": 4497
+                            "Start Line": 181,
+                            "End Line": 198
                         },
                         {
-                            "Function Name": "IsAnonymousDelegateExpression",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 8872,
-                            "End Line": 8918
+                            "Function Name": "ProcessWorkQueueHelper",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 724,
+                            "End Line": 735
                         },
                         {
-                            "Function Name": "determineSiblingsToMoveIntoType",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 2,
+                            "Function Name": "ApplyCompilationOptionsChanged",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 474,
-                            "End Line": 494
+                            "Start Line": 2079,
+                            "End Line": 2090
                         },
                         {
-                            "Function Name": "ParseConstructorDeclaration",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
+                            "Function Name": "CheckAndAddProjects",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 3474,
-                            "End Line": 3493
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 740,
+                            "End Line": 750
                         },
                         {
-                            "Function Name": "ParseParenthesizedVariableDeclaration",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 2,
+                            "Function Name": "ApplyParseOptionsChanged",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 10717,
-                            "End Line": 10737
-                        },
-                        {
-                            "Function Name": "ParseExpressionStatement",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 11033,
-                            "End Line": 11048
-                        },
-                        {
-                            "Function Name": "tryEatQuestionAndBindingExpression",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 12326,
-                            "End Line": 12346
+                            "Start Line": 2097,
+                            "End Line": 2107
                         },
                         {
-                            "Function Name": "ParseWithStackGuard",
-                            "Structural Impact": 5.9,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 14328,
-                            "End Line": 14335
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                         {
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                             "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14551,
-                            "End Line": 14559
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1028,
-                            "End Line": 1033
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-                            "Start Line": 3361,
-                            "End Line": 3366
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-                            "Start Line": 4386,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6105,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 11050,
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                         {
-                            "Function Name": "ParseThrowExpression",
+                            "Function Name": "UpdateCurrentSolutionOnOptionsChanged",
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                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 11913,
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-                            "Start Line": 901,
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-                            "Start Line": 906,
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-                            "Start Line": 912,
-                            "End Line": 916
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-                            "Start Line": 1110,
-                            "End Line": 1114
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1192,
-                            "End Line": 1195
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-                        {
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-                            "Lines of Code (LOC)": 4,
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1264,
-                            "End Line": 1267
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-                        {
-                            "Function Name": "IsPossibleMemberStartOrStop",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2108,
-                            "End Line": 2111
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-                        {
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2376,
-                            "End Line": 2379
-                        },
-                        {
-                            "Function Name": "IsEndOfFieldDeclaration",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5248,
-                            "End Line": 5251
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-                        {
-                            "Function Name": "IsPossibleVariableInitializer",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5811,
-                            "End Line": 5814
+                            "Start Line": 553,
+                            "End Line": 558
                         },
                         {
-                            "Function Name": "IsPossibleEnumMemberDeclaration",
+                            "Function Name": "ClearSolution",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5970,
-                            "End Line": 5973
+                            "Start Line": 617,
+                            "End Line": 620
                         },
                         {
-                            "Function Name": "ParseName",
+                            "Function Name": "ClearSolutionData",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5981,
-                            "End Line": 5984
+                            "Start Line": 648,
+                            "End Line": 651
                         },
                         {
-                            "Function Name": "CreateMissingIdentifierName",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "Dispose",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5986,
-                            "End Line": 5989
+                            "Start Line": 674,
+                            "End Line": 675
                         },
                         {
-                            "Function Name": "CreateMissingIdentifierToken",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "CheckSolutionIsEmpty",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 5991,
-                            "End Line": 5994
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-                        {
-                            "Function Name": "IsCurrentTokenQueryKeywordInQuery",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6087,
-                            "End Line": 6090
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-                        {
-                            "Function Name": "IsPossibleType",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7167,
-                            "End Line": 7171
-                        },
-                        {
-                            "Function Name": "ScanNamedTypePart",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7183,
-                            "End Line": 7186
-                        },
-                        {
-                            "Function Name": "ParseTypeName",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7549,
-                            "End Line": 7552
-                        },
-                        {
-                            "Function Name": "IsPossibleLabeledStatement",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8485,
-                            "End Line": 8488
-                        },
-                        {
-                            "Function Name": "IsPossibleUnsafeStatement",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8490,
-                            "End Line": 8493
-                        },
-                        {
-                            "Function Name": "IsPossibleStatementStartOrStop",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 9178,
-                            "End Line": 9182
-                        },
-                        {
-                            "Function Name": "IsPossibleSwitchSection",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 10225,
-                            "End Line": 10229
-                        },
-                        {
-                            "Function Name": "ParseExpressionCore",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11057,
-                            "End Line": 11060
-                        },
-                        {
-                            "Function Name": "CanStartExpression",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11065,
-                            "End Line": 11068
-                        },
-                        {
-                            "Function Name": "IsPossibleExpression",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11073,
-                            "End Line": 11076
-                        },
-                        {
-                            "Function Name": "IsPossibleAwaitExpressionStatement",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11360,
-                            "End Line": 11363
-                        },
-                        {
-                            "Function Name": "ParseBaseExpression",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 12204,
-                            "End Line": 12208
-                        },
-                        {
-                            "Function Name": "IsPossibleArgumentExpression",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 12550,
-                            "End Line": 12553
-                        },
-                        {
-                            "Function Name": "IsPossibleCollectionElement",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13268,
-                            "End Line": 13271
-                        },
-                        {
-                            "Function Name": "IsAnonymousType",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13293,
-                            "End Line": 13296
-                        },
-                        {
-                            "Function Name": "IsComplexElementInitializer",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13338,
-                            "End Line": 13341
-                        },
-                        {
-                            "Function Name": "IsNamedAssignment",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13343,
-                            "End Line": 13346
-                        },
-                        {
-                            "Function Name": "IsDictionaryInitializer",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13353,
-                            "End Line": 13356
-                        },
-                        {
-                            "Function Name": "IsAttributeTarget",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1116,
-                            "End Line": 1117
-                        },
-                        {
-                            "Function Name": "IsEndOfFunctionPointerCallingConvention",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3641,
-                            "End Line": 3642
-                        },
-                        {
-                            "Function Name": "IsEndOfTypeArgumentList",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 6756,
-                            "End Line": 6757
-                        },
-                        {
-                            "Function Name": "IsFunctionPointerStart",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8177,
-                            "End Line": 8178
-                        },
-                        {
-                            "Function Name": "ParsePossiblyAttributedStatement",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8204,
-                            "End Line": 8205
-                        },
-                        {
-                            "Function Name": "IsPossibleAwaitUsing",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 8482,
-                            "End Line": 8483
-                        },
-                        {
-                            "Function Name": "ParsePossiblyAttributedBlock",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 9047,
-                            "End Line": 9047
-                        },
-                        {
-                            "Function Name": "ParseExpressionForParenthesizedConstruct",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 9975,
-                            "End Line": 9976
-                        },
-                        {
-                            "Function Name": "Reset",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14588,
-                            "End Line": 14589
+                            "Start Line": 2313,
+                            "End Line": 2314
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2758,
-                        "Sequential Logic Declarations": 1882,
-                        "Function Parameters": 632,
-                        "Function/Method Declarations": 474,
-                        "Class/Entity Declarations": 16,
-                        "Defensive Programming Constructs": 278,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 14,
+                        "Control Flow Branches": 163,
+                        "Sequential Logic Declarations": 342,
+                        "Function Parameters": 227,
+                        "Function/Method Declarations": 162,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 30,
+                        "Type/Safety Bypasses": 13,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 47,
-                        "State Mutations / Variable Reassignments": 2834,
-                        "Commented-out Code (Dead Logic)": 54,
-                        "Structured Documentation Blocks": 187,
+                        "Exposed API / Public Exports": 70,
+                        "State Mutations / Variable Reassignments": 138,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 524,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 26,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 143,
+                        "Closures and Anonymous Functions": 115,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 8,
-                        "Generic Type Abstractions": 248,
-                        "Collection Iterators / Comprehensions": 45,
+                        "Decorators and Annotations": 5,
+                        "Generic Type Abstractions": 45,
+                        "Collection Iterators / Comprehensions": 25,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 11,
+                        "Module Dependencies (Imports)": 22,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Planned Work (TODOs)": 25,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 1,
+                        "Event Publishers / Emitters": 4,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 4,
-                        "Pointer Arithmetic & Addressing": 4,
-                        "Manual Memory Allocation": 1,
+                        "Preprocessor Macros": 16,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 64,
-                        "Fatal Aborts & Exceptions": 11,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 46,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 46,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 17,
-                        "Resource Deallocation & Cleanup": 29,
-                        "Private / Encapsulated Scopes": 435,
+                        "Immutable Data Declarations": 14,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 190,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 10767,
+                        "Structural Space Indentations": 1535,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -257924,7 +260283,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 2,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -257933,15 +260292,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1412,
-                        "Design Camel Case": 652,
-                        "Design Snake Case": 605,
-                        "Design Pascal Case": 66,
+                        "Core Var Decl": 157,
+                        "Design Camel Case": 105,
+                        "Design Snake Case": 26,
+                        "Design Pascal Case": 6,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 93,
-                        "Design Long Vars": 50,
+                        "Design Short Vars": 10,
+                        "Design Long Vars": 6,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
+                        "Orphaned Logic": 26,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -257949,7 +260308,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 152,
+                        "Dynamic Code Execution (Eval/Exec)": 22,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -257965,42 +260324,397 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 11,
+                        "Direct Upstream (Fragility)": 22,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Microsoft.CodeAnalysis.CSharp.Symbols",
+                        "Microsoft.CodeAnalysis",
+                        "Microsoft.CodeAnalysis.Collections",
+                        "Microsoft.CodeAnalysis.Diagnostics",
+                        "Microsoft.CodeAnalysis.ErrorReporting",
+                        "Microsoft.CodeAnalysis.Host",
+                        "Microsoft.CodeAnalysis.Internal.Log",
+                        "Microsoft.CodeAnalysis.Options",
                         "Microsoft.CodeAnalysis.PooledObjects",
-                        "Microsoft.CodeAnalysis.Syntax.InternalSyntax",
+                        "Microsoft.CodeAnalysis.Shared.Extensions",
+                        "Microsoft.CodeAnalysis.Shared.TestHooks",
                         "Microsoft.CodeAnalysis.Text",
+                        "Microsoft.CodeAnalysis.Threading",
+                        "Microsoft.CodeAnalysis.WorkspaceEventMap",
                         "Roslyn.Utilities",
                         "System",
                         "System.Collections.Generic",
+                        "System.Collections.Immutable",
                         "System.Diagnostics",
                         "System.Diagnostics.CodeAnalysis",
                         "System.Linq",
-                        "System.Threading"
+                        "System.Threading",
+                        "System.Threading.Tasks"
+                    ]
+                }
+            }
+        },
+        "php/wordpress": {
+            "Directory Group Magnitude": 14223.96,
+            "File Count": 8,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "87.5%",
+                "Static: Literature & Documentation": "12.5%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "26.89%",
+                "Error & Exception Exposure": "73.79%",
+                "Tech Debt Exposure": "13.26%",
+                "Testing Exposure": "40.86%",
+                "API Exposure": "3.26%",
+                "Concurrency Exposure": "3.99%",
+                "State Flux Exposure": "78.56%",
+                "Commented Logic Exposure": "2.49%",
+                "Specification Exposure": "62.5%",
+                "Instability Exposure": "43.75%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "5.96%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "php/wordpress/license.txt": {
+                    "1. Artifact Identity": {
+                        "Filename": "license.txt",
+                        "Path": "php/wordpress/license.txt",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "php",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -891.63,
+                        "Y": -107.19,
+                        "Z": -8286.75
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 385,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 309,
+                        "Structural Magnitude": 7.7,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
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+                        "High-Risk Execution Commands": 0,
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+                        "State Mutations / Variable Reassignments": 0,
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+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
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+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "php/wordpress/admin-ajax.php": {
+                    "1. Artifact Identity": {
+                        "Filename": "admin-ajax.php",
+                        "Path": "php/wordpress/admin-ajax.php",
+                        "Language": "Php",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "php",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .php)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -767.63,
+                        "Y": -297.18,
+                        "Z": -7142.13
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 212,
+                        "Coding LOC": 147,
+                        "Documentation LOC": 41,
+                        "Structural Magnitude": 26.94,
+                        "Control Flow Ratio": "78.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.197
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "4.94%",
+                        "Error & Exception Exposure": "53.77%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "51.22%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 9,
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+                        "Structured Documentation Blocks": 9,
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+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 113,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "400",
+                        "_once ABSPATH . 'wp-admin/includes/admin.php'",
+                        "_once ABSPATH . 'wp-admin/includes/ajax-actions.php'",
+                        "_once dirname( __DIR__ ) . '/wp-load.php'",
+                        "a valid action parameter.\nif ( empty( $_REQUEST['action'] ) || ! is_scalar( $_REQUEST['action'] ) ) \n\twp_die( '0'"
                     ]
                 },
-                "csharp/roslyn/MethodCompiler.cs": {
+                "php/wordpress/class-wp-query.php": {
                     "1. Artifact Identity": {
-                        "Filename": "MethodCompiler.cs",
-                        "Path": "csharp/roslyn/MethodCompiler.cs",
-                        "Language": "Csharp",
+                        "Filename": "class-wp-query.php",
+                        "Path": "php/wordpress/class-wp-query.php",
+                        "Language": "Php",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "CSharpSymbolVisitor<TypeCompilationState, object>, BoundTreeRewriterWithStackGuardWithoutRecursionOnTheLeftOfBinaryOperator, BoundTreeWalkerWithStackGuardWithoutRecursionOnTheLeftOfBinaryOperator",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
+                        "Folder Dominant Lang": "php",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
+                        "Identity Proof": "Single Indicator (Ext: .php)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3547.98,
-                        "Y": 122.74,
-                        "Z": 9962.88
+                        "X": -598.56,
+                        "Y": -160.16,
+                        "Z": -7921.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -258009,642 +260723,772 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2528,
-                        "Coding LOC": 1983,
-                        "Documentation LOC": 194,
-                        "Structural Magnitude": 1739.36,
-                        "Control Flow Ratio": "59.2%",
+                        "Total LOC": 5114,
+                        "Coding LOC": 2653,
+                        "Documentation LOC": 1856,
+                        "Structural Magnitude": 3599.06,
+                        "Control Flow Ratio": "78.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.898
+                        "Raw Cognitive Density": 1.545
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "61.5%",
-                        "Error & Exception Exposure": "65.44%",
-                        "Tech Debt Exposure": "15.13%",
+                        "Cognitive Load Exposure": "48.0%",
+                        "Error & Exception Exposure": "98.11%",
+                        "Tech Debt Exposure": "14.62%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.54%",
-                        "Concurrency Exposure": "29.64%",
-                        "State Flux Exposure": "99.44%",
-                        "Commented Logic Exposure": "5.61%",
+                        "API Exposure": "9.26%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "4.82%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.38%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "BindMethodBody",
-                            "Structural Impact": 353.7,
-                            "Lines of Code (LOC)": 441,
-                            "Control Flow Branches": 99,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "73.9%",
-                            "Start Line": 1883,
-                            "End Line": 2323
+                            "Function Name": "get_posts",
+                            "Structural Impact": 470.7,
+                            "Lines of Code (LOC)": 1774,
+                            "Control Flow Branches": 381,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.7%",
+                            "Start Line": 1890,
+                            "End Line": 3663
                         },
                         {
-                            "Function Name": "CompileMethod",
-                            "Structural Impact": 173.8,
-                            "Lines of Code (LOC)": 487,
-                            "Control Flow Branches": 60,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "65.2%",
-                            "Start Line": 923,
-                            "End Line": 1409
+                            "Function Name": "parse_query",
+                            "Structural Impact": 238.3,
+                            "Lines of Code (LOC)": 353,
+                            "Control Flow Branches": 155,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "98.7%",
+                            "Start Line": 803,
+                            "End Line": 1155
                         },
                         {
-                            "Function Name": "GenerateMethodBody",
-                            "Structural Impact": 111.5,
-                            "Lines of Code (LOC)": 168,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 16,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 1631,
-                            "End Line": 1798
+                            "Function Name": "parse_tax_query",
+                            "Structural Impact": 78.8,
+                            "Lines of Code (LOC)": 246,
+                            "Control Flow Branches": 46,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "86.8%",
+                            "Start Line": 1166,
+                            "End Line": 1411
                         },
                         {
-                            "Function Name": "LowerBodyOrInitializer",
-                            "Structural Impact": 81.8,
-                            "Lines of Code (LOC)": 151,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 16,
-                            "Control Flow Ratio": "63.0%",
-                            "Start Line": 1476,
-                            "End Line": 1626
+                            "Function Name": "parse_orderby",
+                            "Structural Impact": 62.5,
+                            "Lines of Code (LOC)": 119,
+                            "Control Flow Branches": 39,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 1688,
+                            "End Line": 1806
                         },
                         {
-                            "Function Name": "CompileNamedType",
-                            "Structural Impact": 80.5,
-                            "Lines of Code (LOC)": 224,
-                            "Control Flow Branches": 48,
+                            "Function Name": "parse_search",
+                            "Structural Impact": 40.9,
+                            "Lines of Code (LOC)": 110,
+                            "Control Flow Branches": 24,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 455,
-                            "End Line": 678
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1423,
+                            "End Line": 1532
                         },
                         {
-                            "Function Name": "addIdentifiers",
-                            "Structural Impact": 48.9,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 25,
+                            "Function Name": "get_queried_object",
+                            "Structural Impact": 33.4,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 28,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.3%",
+                            "Start Line": 3968,
+                            "End Line": 4054
+                        },
+                        {
+                            "Function Name": "generate_cache_key",
+                            "Structural Impact": 30.6,
+                            "Lines of Code (LOC)": 93,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "65.8%",
-                            "Start Line": 2182,
-                            "End Line": 2259
+                            "Control Flow Ratio": "73.7%",
+                            "Start Line": 4975,
+                            "End Line": 5067
                         },
                         {
-                            "Function Name": "buildIdentifierMapOfBindIdentifierTargets",
-                            "Structural Impact": 42.8,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2127,
-                            "End Line": 2178
+                            "Function Name": "generate_postdata",
+                            "Structural Impact": 28.7,
+                            "Lines of Code (LOC)": 94,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 4869,
+                            "End Line": 4962
                         },
                         {
-                            "Function Name": "CompileMethodBodies",
-                            "Structural Impact": 41.7,
-                            "Lines of Code (LOC)": 114,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "68.8%",
-                            "Start Line": 109,
-                            "End Line": 222
+                            "Function Name": "set_found_posts",
+                            "Structural Impact": 21.5,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 3676,
+                            "End Line": 3724
                         },
                         {
-                            "Function Name": "assertBindIdentifierTargets",
-                            "Structural Impact": 41.0,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 2263,
-                            "End Line": 2321
+                            "Function Name": "is_page",
+                            "Structural Impact": 20.3,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 4554,
+                            "End Line": 4591
                         },
                         {
-                            "Function Name": "GetStateMachineSlotDebugInfo",
-                            "Structural Impact": 32.3,
-                            "Lines of Code (LOC)": 64,
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-                            "End Line": 2447
+                            "Start Line": 4408,
+                            "End Line": 4410
                         },
                         {
-                            "Function Name": "VisitBadExpression",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "is_day",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2449,
-                            "End Line": 2455
+                            "Start Line": 4419,
+                            "End Line": 4421
                         },
                         {
-                            "Function Name": "FindUncheckedAccess",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "is_comment_feed",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2390,
-                            "End Line": 2395
+                            "Start Line": 4452,
+                            "End Line": 4454
                         },
                         {
-                            "Function Name": "UnboundLambdaFinder",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_home",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2349,
-                            "End Line": 2352
+                            "Start Line": 4501,
+                            "End Line": 4503
                         },
                         {
-                            "Function Name": "GetSynthesizedEmptyBody",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_month",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2478,
-                            "End Line": 2481
+                            "Start Line": 4535,
+                            "End Line": 4537
                         },
                         {
-                            "Function Name": "CreateDebugDocumentForFile",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_paged",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2517,
-                            "End Line": 2520
+                            "Start Line": 4600,
+                            "End Line": 4602
                         },
                         {
-                            "Function Name": "Dispose",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_preview",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2469,
-                            "End Line": 2472
+                            "Start Line": 4611,
+                            "End Line": 4613
                         },
                         {
-                            "Function Name": "WasPropertyBackingFieldAccessChecked",
+                            "Function Name": "is_robots",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2400,
-                            "End Line": 2402
+                            "Start Line": 4622,
+                            "End Line": 4624
+                        },
+                        {
+                            "Function Name": "is_favicon",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4633,
+                            "End Line": 4635
+                        },
+                        {
+                            "Function Name": "is_search",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4644,
+                            "End Line": 4646
+                        },
+                        {
+                            "Function Name": "is_time",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4740,
+                            "End Line": 4742
+                        },
+                        {
+                            "Function Name": "is_trackback",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4751,
+                            "End Line": 4753
+                        },
+                        {
+                            "Function Name": "is_year",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4762,
+                            "End Line": 4764
+                        },
+                        {
+                            "Function Name": "is_404",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4773,
+                            "End Line": 4775
+                        },
+                        {
+                            "Function Name": "is_embed",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4784,
+                            "End Line": 4786
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 344,
-                        "Sequential Logic Declarations": 237,
-                        "Function Parameters": 78,
-                        "Function/Method Declarations": 58,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 101,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 847,
+                        "Sequential Logic Declarations": 235,
+                        "Function Parameters": 71,
+                        "Function/Method Declarations": 68,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 204,
+                        "Type/Safety Bypasses": 21,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 25,
-                        "State Mutations / Variable Reassignments": 409,
-                        "Commented-out Code (Dead Logic)": 5,
-                        "Structured Documentation Blocks": 9,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 30,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 110,
+                        "State Mutations / Variable Reassignments": 2141,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 192,
+                        "Unit Test Assertions": 1,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 15,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 82,
-                        "Collection Iterators / Comprehensions": 10,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
-                        "Module Dependencies (Imports)": 18,
+                        "Closures and Anonymous Functions": 2,
+                        "Global State Dependencies": 12,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 43,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 14,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 33,
-                        "Fatal Aborts & Exceptions": 8,
+                        "Explicit Type Casts": 88,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 66,
-                        "Resource Deallocation & Cleanup": 18,
-                        "Private / Encapsulated Scopes": 57,
+                        "Bitwise Operations": 71,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 24,
+                        "Private / Encapsulated Scopes": 21,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1941,
+                        "Structural Tab Indentations": 2639,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 3,
+                        "Regex Execution": 17,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -258654,15 +261498,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 264,
-                        "Design Camel Case": 183,
-                        "Design Snake Case": 72,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 22,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
+                        "Orphaned Logic": 12,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -258670,8 +261514,8 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 72,
-                        "Global Environment Mutation": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Global Environment Mutation": 1,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
@@ -258686,49 +261530,66 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 18,
+                        "Direct Upstream (Fragility)": 36,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Microsoft.CodeAnalysis.CSharp.Emit",
-                        "Microsoft.CodeAnalysis.CSharp.Symbols",
-                        "Microsoft.CodeAnalysis.CSharp.Syntax",
-                        "Microsoft.CodeAnalysis.CodeGen",
-                        "Microsoft.CodeAnalysis.Debugging",
-                        "Microsoft.CodeAnalysis.Diagnostics",
-                        "Microsoft.CodeAnalysis.Emit",
-                        "Microsoft.CodeAnalysis.ErrorReporting",
-                        "Microsoft.CodeAnalysis.PooledObjects",
-                        "Roslyn.Utilities",
-                        "System",
-                        "System.Collections.Concurrent",
-                        "System.Collections.Generic",
-                        "System.Collections.Immutable",
-                        "System.Diagnostics",
-                        "System.Linq",
-                        "System.Threading",
-                        "System.Threading.Tasks"
+                        "$query_vars['s']",
+                        "$search_columns",
+                        "$this",
+                        "&$this )",
+                        "'pillow -sofa' will\n\t *                                                   return posts containing 'pillow' but not 'sofa'. The\n\t *                                                   character used for exclusion can be modified using the\n\t *                                                   the 'wp_query_search_exclusion_prefix' filter.\n\t *     @type string[]        $search_columns         Array of column names to be searched. Accepts 'post_title'",
+                        "*                                                   'post_excerpt' and 'post_content'. Default empty array.\n\t *     @type int             $second                 Second of the minute. Default empty. Accepts numbers 0-59.\n\t *     @type bool            $sentence               Whether to search by phrase. Default false.\n\t *     @type bool            $suppress_filters       Whether to suppress filters. Default false.\n\t *     @type string          $tag                    Tag slug. Comma-separated (either)",
+                        "*                                    or null to allow WP to run its normal queries.\n\t\t * @param WP_Query             $query The WP_Query instance (passed by reference).\n\t\t */\n\t\t$this->posts = apply_filters_ref_array( 'posts_pre_query'",
+                        "* and custom taxonomy based archives.\n\t *\n\t * @since 3.1.0\n\t *\n\t * @see WP_Query::is_category()\n\t * @see WP_Query::is_tag()\n\t * @see WP_Query::is_author()\n\t * @see WP_Query::is_date()\n\t * @see WP_Query::is_post_type_archive()\n\t * @see WP_Query::is_tax()\n\t *\n\t * @return bool Whether the query is for an existing archive page.\n\t */\n\tpublic function is_archive() \n\t\treturn (bool) $this->is_archive",
+                        "* passed to the filter by reference. If WP_Query does not perform a database\n\t\t * query",
+                        "Plus-separated (all).\n\t *     @type int[]           $tag__and               An array of tag IDs (AND in).\n\t *     @type int[]           $tag__in                An array of tag IDs (OR in).\n\t *     @type int[]           $tag__not_in            An array of tag IDs (NOT in).\n\t *     @type int             $tag_id                 Tag id or comma-separated list of IDs.\n\t *     @type string[]        $tag_slug__and          An array of tag slugs (AND in).\n\t *     @type string[]        $tag_slug__in           An array of tag slugs (OR in). unless 'ignore_sticky_posts' is\n\t *                                                   true. Note: a string of comma-separated IDs will NOT work.\n\t *     @type array           $tax_query              An associative array of WP_Tax_Query arguments.\n\t *                                                   See WP_Tax_Query::__construct().\n\t *     @type string          $title                  Post title.\n\t *     @type bool            $update_post_meta_cache Whether to update the post meta cache. Default true.\n\t *     @type bool            $update_post_term_cache Whether to update the post term cache. Default true.\n\t *     @type bool            $update_menu_item_cache Whether to update the menu item cache. Default false.\n\t *     @type bool            $lazy_load_term_meta    Whether to lazy-load term meta. Setting to false will\n\t *                                                   disable cache priming for term meta",
+                        "_children' => false",
+                        "_children' => true",
+                        "array( \"WHERE comment_post_ID = '$this->posts[0]->ID' AND comment_approved = '1'\"",
+                        "array( ''",
+                        "array( 'LIMIT ' . get_option( 'posts_per_rss' )",
+                        "array( 'comment_date_gmt DESC'",
+                        "array( null",
+                        "author",
+                        "category",
+                        "custom post type",
+                        "d by default.\n\t\t *\n\t\t * @since 6.2.0\n\t\t *\n\t\t * @param string[] $search_columns Array of column names to be searched.\n\t\t * @param string   $search         Text being searched.\n\t\t * @param WP_Query $query          The current WP_Query instance.\n\t\t */\n\t\t$search_columns = (array) apply_filters( 'post_search_columns'",
+                        "d.\n\t *     @type int[]           $post__not_in           An array of post IDs not to retrieve. Note: a string of comma-\n\t *                                                   separated IDs will NOT work.\n\t *     @type string          $post_mime_type         The mime type of the post. Used for 'attachment' post_type.\n\t *     @type string[]        $post_name__in          An array of post slugs that results must match.\n\t *     @type int             $post_parent            Page ID to retrieve child pages for. Use 0 to only retrieve\n\t *                                                   top-level pages.\n\t *     @type int[]           $post_parent__in        An array containing parent page IDs to query child pages from.\n\t *     @type int[]           $post_parent__not_in    An array containing parent page IDs not to query child pages from.\n\t *     @type string|string[] $post_type              A post type slug (string) or array of post type slugs.\n\t *                                                   Default 'any' if using 'tax_query'.\n\t *     @type string|string[] $post_status            A post status (string) or array of post statuses.\n\t *     @type int             $posts_per_page         The number of posts to query for. Use -1 to request all posts.\n\t *     @type int             $posts_per_archive_page The number of posts to query for by archive page. Overrides\n\t *                                                   'posts_per_page' when is_archive()",
+                        "date",
+                        "false",
+                        "filenames or not.\n\t\t *\n\t\t * @since 6.0.3\n\t\t *\n\t\t * @param bool $allow_query_attachment_by_filename Whether or not to include filenames.\n\t\t */\n\t\t$this->allow_query_attachment_by_filename = apply_filters( 'wp_allow_query_attachment_by_filename'",
+                        "filenames or not.\n\t *\n\t * @since 6.0.3\n\t * @var bool\n\t */\n\tprotected $allow_query_attachment_by_filename = false",
+                        "it will not have enough information to generate these values itself.\n\t\t *\n\t\t * @since 4.6.0\n\t\t *\n\t\t * @param WP_Post[]|int[]|null $posts Return an array of post data to short-circuit WP's query",
+                        "or is_search() are true.\n\t *     @type string          $s                      Search keyword(s). Prepending a term with a hyphen will\n\t *                                                   exclude posts matching that term. Eg",
+                        "pagination information are encouraged to set\n\t\t * the `found_posts` and `max_num_pages` properties of the WP_Query object",
+                        "s/class-wp-query.php */\n\t\t\t$cgroupby = apply_filters_ref_array( 'comment_feed_groupby'",
+                        "s/class-wp-query.php */\n\t\t\t$cjoin = apply_filters_ref_array( 'comment_feed_join'",
+                        "s/class-wp-query.php */\n\t\t\t$climits = apply_filters_ref_array( 'comment_feed_limits'",
+                        "s/class-wp-query.php */\n\t\t\t$corderby = apply_filters_ref_array( 'comment_feed_orderby'",
+                        "s/class-wp-query.php */\n\t\t\t$cwhere = apply_filters_ref_array( 'comment_feed_where'",
+                        "so that each\n\t *                                                   get_term_meta() call will hit the database.\n\t *                                                   Defaults to the value of `$update_post_term_cache`.\n\t *     @type int             $w                      The week number of the year. Default empty. Accepts numbers 1-53.\n\t *     @type int             $year                   The four-digit year. Default empty. Accepts any four-digit year.\n\t * \n\t */\n\tpublic function parse_query( $query = '' ) \n\t\tif ( ! empty( $query ) ) \n\t\t\t$this->init(",
+                        "tag"
                     ]
                 },
-                "csharp/roslyn/Workspace.cs": {
+                "php/wordpress/formatting.php": {
                     "1. Artifact Identity": {
-                        "Filename": "Workspace.cs",
-                        "Path": "csharp/roslyn/Workspace.cs",
-                        "Language": "Csharp",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "IDisposable",
+                        "Filename": "formatting.php",
+                        "Path": "php/wordpress/formatting.php",
+                        "Language": "Php",
+                        "Architect": "bmorel at ssi dot fr (modified)",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "csharp",
+                        "Folder Dominant Lang": "php",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cs)"
+                        "Identity Proof": "Single Indicator (Ext: .php)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3352.88,
-                        "Y": 170.47,
-                        "Z": 10720.56
+                        "X": -956.36,
+                        "Y": -177.82,
+                        "Z": -7355.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -258737,26 +261598,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2589,
-                        "Coding LOC": 1571,
-                        "Documentation LOC": 688,
-                        "Structural Magnitude": 939.32,
-                        "Control Flow Ratio": "32.3%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 6297,
+                        "Coding LOC": 3048,
+                        "Documentation LOC": 2655,
+                        "Structural Magnitude": 4183.36,
+                        "Control Flow Ratio": "68.7%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.471
+                        "Raw Cognitive Density": 1.357
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.35%",
-                        "Error & Exception Exposure": "51.34%",
-                        "Tech Debt Exposure": "79.3%",
+                        "Cognitive Load Exposure": "45.95%",
+                        "Error & Exception Exposure": "98.99%",
+                        "Tech Debt Exposure": "9.5%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.92%",
-                        "Concurrency Exposure": "33.25%",
-                        "State Flux Exposure": "71.82%",
-                        "Commented Logic Exposure": "5.24%",
+                        "API Exposure": "8.8%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.01%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -258765,1721 +261626,1256 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "SetCurrentSolutionAsync",
-                            "Structural Impact": 66.8,
-                            "Lines of Code (LOC)": 172,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "35.0%",
-                            "Start Line": 249,
-                            "End Line": 420
+                            "Function Name": "sanitize_option",
+                            "Structural Impact": 249.4,
+                            "Lines of Code (LOC)": 276,
+                            "Control Flow Branches": 135,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "97.8%",
+                            "Start Line": 4841,
+                            "End Line": 5116
                         },
                         {
-                            "Function Name": "CheckAllowedProjectChanges",
-                            "Structural Impact": 42.3,
-                            "Lines of Code (LOC)": 138,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "82.8%",
-                            "Start Line": 1684,
-                            "End Line": 1821
+                            "Function Name": "wptexturize",
+                            "Structural Impact": 132.9,
+                            "Lines of Code (LOC)": 268,
+                            "Control Flow Branches": 68,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.2%",
+                            "Start Line": 36,
+                            "End Line": 303
                         },
                         {
-                            "Function Name": "OnAnyDocumentTextChanged",
-                            "Structural Impact": 35.7,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "37.0%",
-                            "Start Line": 1248,
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+                            "Function Name": "wpautop",
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-                            "Function Name": "OnSolutionFallbackAnalyzerOptionsChanged",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1016,
-                            "End Line": 1017
-                        },
-                        {
-                            "Function Name": "CanApplyChange",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1501,
-                            "End Line": 1502
-                        },
-                        {
-                            "Function Name": "TryApplyChanges",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1521,
-                            "End Line": 1522
-                        },
-                        {
-                            "Function Name": "CreateDocumentInfoWithText",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2037,
-                            "End Line": 2038
-                        },
-                        {
-                            "Function Name": "CheckProjectIsInCurrentSolution",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2327,
-                            "End Line": 2328
+                            "Start Line": 2838,
+                            "End Line": 2840
                         },
                         {
-                            "Function Name": "CheckProjectIsNotInCurrentSolution",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "stripslashes_deep",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2343,
-                            "End Line": 2344
+                            "Start Line": 2850,
+                            "End Line": 2852
                         },
                         {
-                            "Function Name": "CheckDocumentIsInCurrentSolution",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "urlencode_deep",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2465,
-                            "End Line": 2466
+                            "Start Line": 2874,
+                            "End Line": 2876
                         },
                         {
-                            "Function Name": "CheckAdditionalDocumentIsInCurrentSolution",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "rawurlencode_deep",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2481,
-                            "End Line": 2482
+                            "Start Line": 2886,
+                            "End Line": 2888
                         },
                         {
-                            "Function Name": "CheckAnalyzerConfigDocumentIsInCurrentSolution",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "urldecode_deep",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2497,
-                            "End Line": 2498
+                            "Start Line": 2898,
+                            "End Line": 2900
                         },
                         {
-                            "Function Name": "CheckAdditionalDocumentIsNotInCurrentSolution",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "wp_rel_nofollow_callback",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2526,
-                            "End Line": 2527
+                            "Start Line": 3280,
+                            "End Line": 3282
                         },
                         {
-                            "Function Name": "CheckAnalyzerConfigDocumentIsNotInCurrentSolution",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "_wp_iso_convert",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2542,
-                            "End Line": 2543
+                            "Start Line": 3653,
+                            "End Line": 3655
                         },
                         {
-                            "Function Name": "GetAdditionalDocumentName",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "esc_sql",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2578,
-                            "End Line": 2579
+                            "Start Line": 4455,
+                            "End Line": 4458
                         },
                         {
-                            "Function Name": "GetAnalyzerConfigDocumentName",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "wp_unslash",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2584,
-                            "End Line": 2585
-                        },
-                        {
-                            "Function Name": "OnSolutionRemoved",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 799,
-                            "End Line": 805
-                        },
-                        {
-                            "Function Name": "UpdateCurrentSolutionOnOptionsChanged",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 553,
-                            "End Line": 558
-                        },
-                        {
-                            "Function Name": "ClearSolution",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 617,
-                            "End Line": 620
-                        },
-                        {
-                            "Function Name": "ClearSolutionData",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 648,
-                            "End Line": 651
+                            "Start Line": 5793,
+                            "End Line": 5795
                         },
                         {
-                            "Function Name": "Dispose",
+                            "Function Name": "wp_init_targeted_link_rel_filters",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 674,
-                            "End Line": 675
+                            "Start Line": 3407,
+                            "End Line": 3409
                         },
                         {
-                            "Function Name": "CheckSolutionIsEmpty",
+                            "Function Name": "wp_remove_targeted_link_rel_filters",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2313,
-                            "End Line": 2314
+                            "Start Line": 3417,
+                            "End Line": 3419
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 163,
-                        "Sequential Logic Declarations": 342,
-                        "Function Parameters": 227,
-                        "Function/Method Declarations": 162,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 30,
-                        "Type/Safety Bypasses": 13,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 70,
-                        "State Mutations / Variable Reassignments": 138,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 524,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 26,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 115,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 5,
-                        "Generic Type Abstractions": 45,
-                        "Collection Iterators / Comprehensions": 25,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 22,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 25,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 4,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 16,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 46,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 14,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 190,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1535,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 2,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 157,
-                        "Design Camel Case": 105,
-                        "Design Snake Case": 26,
-                        "Design Pascal Case": 6,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 10,
-                        "Design Long Vars": 6,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 26,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 22,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Microsoft.CodeAnalysis",
-                        "Microsoft.CodeAnalysis.Collections",
-                        "Microsoft.CodeAnalysis.Diagnostics",
-                        "Microsoft.CodeAnalysis.ErrorReporting",
-                        "Microsoft.CodeAnalysis.Host",
-                        "Microsoft.CodeAnalysis.Internal.Log",
-                        "Microsoft.CodeAnalysis.Options",
-                        "Microsoft.CodeAnalysis.PooledObjects",
-                        "Microsoft.CodeAnalysis.Shared.Extensions",
-                        "Microsoft.CodeAnalysis.Shared.TestHooks",
-                        "Microsoft.CodeAnalysis.Text",
-                        "Microsoft.CodeAnalysis.Threading",
-                        "Microsoft.CodeAnalysis.WorkspaceEventMap",
-                        "Roslyn.Utilities",
-                        "System",
-                        "System.Collections.Generic",
-                        "System.Collections.Immutable",
-                        "System.Diagnostics",
-                        "System.Diagnostics.CodeAnalysis",
-                        "System.Linq",
-                        "System.Threading",
-                        "System.Threading.Tasks"
-                    ]
-                }
-            }
-        },
-        "php/wordpress": {
-            "Directory Group Magnitude": 14227.96,
-            "File Count": 8,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "87.5%",
-                "Static: Literature & Documentation": "12.5%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "26.89%",
-                "Error & Exception Exposure": "73.79%",
-                "Tech Debt Exposure": "13.26%",
-                "Testing Exposure": "40.86%",
-                "API Exposure": "3.47%",
-                "Concurrency Exposure": "3.99%",
-                "State Flux Exposure": "78.56%",
-                "Commented Logic Exposure": "2.49%",
-                "Specification Exposure": "62.5%",
-                "Instability Exposure": "43.75%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "5.96%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "php/wordpress/license.txt": {
-                    "1. Artifact Identity": {
-                        "Filename": "license.txt",
-                        "Path": "php/wordpress/license.txt",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "php",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Prose Extension (.txt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -891.63,
-                        "Y": -107.19,
-                        "Z": -8286.76
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 385,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 309,
-                        "Structural Magnitude": 7.7,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 748,
+                        "Sequential Logic Declarations": 341,
+                        "Function Parameters": 128,
+                        "Function/Method Declarations": 120,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
+                        "Defensive Programming Constructs": 58,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 3,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 46,
+                        "State Mutations / Variable Reassignments": 2464,
+                        "Commented-out Code (Dead Logic)": 4,
+                        "Structured Documentation Blocks": 191,
+                        "Unit Test Assertions": 2,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Closures and Anonymous Functions": 3,
+                        "Global State Dependencies": 10,
+                        "Decorators and Annotations": 1,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Collection Iterators / Comprehensions": 17,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Authorship Metadata": 3,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 4,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Manual Memory Allocation": 4,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 22,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 986,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 2,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
+                        "Structural Tab Indentations": 2805,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
@@ -260487,8 +262883,8 @@
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 145,
+                        "Time Date Logic": 4,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -260497,9 +262893,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Core Var Decl": 7,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -260510,12 +262906,12 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 95,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "External Network & I/O Hooks": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 3,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 8,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -260529,17 +262925,111 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 93,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$content_type",
+                        "$email",
+                        "$filename",
+                        "$filename_raw",
+                        "$format = 'Y-m-d H:i:s' ) \n\t$datetime = date_create( $date_string",
+                        "$img",
+                        "$length = 35 ) \n\t$stripped  = str_replace( array( 'https://'",
+                        "$sanitized_email",
+                        "$text",
+                        "$url",
+                        "%2$s' )",
+                        "'%' characters will be replaced with a placeholder string",
+                        "''",
+                        "'' )",
+                        "'(' ) < substr_count( $url",
+                        "')' ) ) \n\t\t$suffix = strrchr( $url",
+                        "')' ) . $suffix",
+                        "'.png'",
+                        "'concatemoji' )",
+                        "'domain_no_periods'",
+                        "'domain_no_valid_subs'",
+                        "'domain_period_limits'",
+                        "'domain_period_sequence'",
+                        "'email_no_at'",
+                        "'http://'",
+                        "'https://s.w.org/images/core/emoji/17.0.2/72x72/'",
+                        "'local_invalid_chars'",
+                        "'sub_hyphen_limits'",
+                        "'sub_invalid_chars'",
+                        "'twemoji' )",
+                        "'wpemoji' )",
+                        "'www.' )",
+                        "( $quote_style & ENT_XML1 ) ? 'xml' : 'html'",
+                        ")",
+                        "* this prevents certain SQLi attacks from taking place. This change in behavior\n * may cause issues for code that expects the return value of esc_sql() to be usable\n * for other purposes.\n *\n * @since 2.8.0\n *\n * @global wpdb $wpdb WordPress database abstraction object.\n *\n * @param string|array $data Unescaped data.\n * @return string|array Escaped data",
+                        "/* translators: Used to join items in a list with only 2 items. */\n\t\t\t'between_only_two' => sprintf( __( '%1$s and %2$s' )",
+                        "/* translators: Used to join last two items in a list with more than 2 times. */\n\t\t\t'between_last_two' => sprintf( __( '%1$s",
+                        "/** This filter is documented in wp-includes/class-wp-scripts.php */\n\t\t\t'twemoji' => apply_filters( 'script_loader_src'",
+                        "//  5 characters: '1234 67890a' was too long.\n *         2 => '67890a cd '",
+                        "// 10 characters: '123456789 1234567890a' was too long.\n *         5 => '1234567890a '",
+                        "// 10 characters: '67890a cd 1234' was too long.\n *         3 => '1234   890 '",
+                        "// 11 characters: End of $text.\n *",
+                        "// 11 characters: Perfect split.\n *         1 => '1234 '",
+                        "// 11 characters: Perfect split.\n *         4 => '123456789 '",
+                        "// 11 characters: Perfect split.\n *         7 => '1 3 5 7 90 '",
+                        "// 12 characters: Too long",
+                        "10 ) ==\n *     array (\n *         0 => '1234 67890 '",
+                        "__( 'https://wordpress.org/documentation/article/customize-permalinks/#choosing-your-permalink-structure' )",
+                        "and %2$s' )",
+                        "and the UTF-8 nbsp.\n * This is designed to replace the PCRE \\s sequence. In ticket #22692",
+                        "array(\n\t\t\t'type' => 'module'",
+                        "array(\n\t\t\t/* translators: Used to join items in a list with more than 2 items. */\n\t\t\t'between'          => sprintf( __( '%1$s",
+                        "but no inner whitespace on which to split.\n *         6 => '   45678   '",
+                        "d for PHP < 5.4.0 because ENT_HTML401 flag is unavailable.\n\t\t */\n\t\t$text = wp_kses_normalize_entities( $text",
+                        "d or useful. One example\n * is preparing an array for use in an IN clause.\n *\n * NOTE: Since 4.8.3",
+                        "d to assist translators and then\n\t * removed before the array of strings reaches the filter.\n\t *\n\t * Please note: Ampersands and entities should be avoided here.\n\t *\n\t * @since 2.5.0\n\t *\n\t * @param array $delimiters An array of translated delimiters.\n\t */\n\t$l = apply_filters(\n\t\t'wp_sprintf_l'",
+                        "d when using custom permalinks. <a href=\"%s\">Learn more</a>' )",
+                        "false",
+                        "in UTC or GMT timezone.\n * @param string $format      The format string for the returned date. Default 'Y-m-d H:i:s'.\n * @return string Formatted version of the date",
+                        "in UTC.\n */\nfunction get_gmt_from_date( $date_string",
+                        "in the same type",
+                        "in the site's timezone.\n */\nfunction get_date_from_gmt( $date_string",
+                        "in the timezone of the site.\n * @param string $format      The format string for the returned date. Default 'Y-m-d H:i:s'.\n * @return string Formatted version of the date",
+                        "includes_url( \"js/twemoji.js?$version\" )",
+                        "includes_url( \"js/wp-emoji-release.min.js?$version\" )",
+                        "includes_url( \"js/wp-emoji.js?$version\" )",
+                        "nbsp entities",
+                        "new DateTimeZone( 'UTC' )",
+                        "new lines",
+                        "null",
+                        "parentheses in the URL only if paired.\n\twhile ( substr_count( $url",
+                        "s a date in the Y-m-d H:i:s format.\n * Default return format of 'Y-m-d H:i:s' can be overridden using the `$format` parameter.\n *\n * @since 1.2.0\n *\n * @param string $date_string The date to be converted",
+                        "s and returns a date in the Y-m-d H:i:s format.\n * Return format can be overridden using the $format parameter.\n *\n * @since 1.2.0\n *\n * @param string $date_string The date to be converted",
+                        "s its trailing delimiter.\n * Chunks longer than the goal are guaranteed to not have any inner whitespace.\n *\n * Joining the returned chunks with empty delimiters reconstructs the input string losslessly.\n *\n * Input string must have no null characters (or eventual transformations on output chunks must not care about null characters)\n *\n *     _split_str_by_whitespace( \"1234 67890 1234 67890a cd 1234   890 123456789 1234567890a    45678   1 3 5 7 90 \"",
+                        "s/class-wp-scripts.php */\n\t\t\t'concatemoji' => apply_filters( 'script_loader_src'",
+                        "s/class-wp-scripts.php */\n\t\t\t'wpemoji' => apply_filters( 'script_loader_src'",
+                        "s/formatting.php */\n\t\t\treturn apply_filters( 'is_email'",
+                        "s/formatting.php */\n\t\treturn apply_filters( 'is_email'",
+                        "s/formatting.php */\n\t\treturn apply_filters( 'sanitize_email'",
+                        "s/formatting.php */\n\t\treturn apply_filters( 'sanitize_file_name'",
+                        "s/formatting.php */\n\t$cdn_url = apply_filters( 'emoji_url'",
+                        "s/formatting.php */\n\t$ext = apply_filters( 'emoji_ext'",
+                        "s/formatting.php */\n\treturn apply_filters( 'is_email'",
+                        "s/formatting.php */\n\treturn apply_filters( 'sanitize_email'",
+                        "s/formatting.php from wp-admin/includes/misc.php and added $length param.\n *\n * @param string $url    URL to shorten.\n * @param int    $length Optional. Maximum length of the shortened URL. Default 35 characters.\n * @return string Shortened URL.\n */\nfunction url_shorten( $url",
+                        "s/pluggable.php */\n\t$content_type = apply_filters( 'wp_mail_content_type'",
+                        "s/post-template.php */\n\t\t$text = apply_filters( 'the_content'",
+                        "s_url( \"images/smilies/$img\" )",
+                        "s_url( $emoji_loader_script_path ) )",
+                        "site_url()",
+                        "tabs",
+                        "that\n * sequence was found to be unreliable due to random inclusion of the A0 byte.\n *\n * @since 4.0.0\n *\n * @return string The spaces regexp.\n */\nfunction wp_spaces_regexp() \n\tstatic $spaces = ''",
+                        "wp_timezone()"
+                    ]
                 },
-                "php/wordpress/admin-ajax.php": {
+                "php/wordpress/functions.php": {
                     "1. Artifact Identity": {
-                        "Filename": "admin-ajax.php",
-                        "Path": "php/wordpress/admin-ajax.php",
+                        "Filename": "functions.php",
+                        "Path": "php/wordpress/functions.php",
                         "Language": "Php",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Tabs",
@@ -260549,9 +263039,9 @@
                         "Identity Proof": "Single Indicator (Ext: .php)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -767.63,
-                        "Y": -297.18,
-                        "Z": -7142.13
+                        "X": -661.45,
+                        "Y": -224.26,
+                        "Z": -7722.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -260560,189 +263050,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 212,
-                        "Coding LOC": 147,
-                        "Documentation LOC": 41,
-                        "Structural Magnitude": 26.94,
-                        "Control Flow Ratio": "78.6%",
+                        "Total LOC": 9285,
+                        "Coding LOC": 4278,
+                        "Documentation LOC": 4024,
+                        "Structural Magnitude": 5421.76,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.197
+                        "Raw Cognitive Density": 1.038
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "4.94%",
-                        "Error & Exception Exposure": "53.77%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "51.22%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 11,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 9,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 9,
-                        "Unit Test Assertions": 1,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 113,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "400",
-                        "_once ABSPATH . 'wp-admin/includes/admin.php'",
-                        "_once ABSPATH . 'wp-admin/includes/ajax-actions.php'",
-                        "_once dirname( __DIR__ ) . '/wp-load.php'",
-                        "a valid action parameter.\nif ( empty( $_REQUEST['action'] ) || ! is_scalar( $_REQUEST['action'] ) ) \n\twp_die( '0'"
-                    ]
-                },
-                "php/wordpress/class-wp-query.php": {
-                    "1. Artifact Identity": {
-                        "Filename": "class-wp-query.php",
-                        "Path": "php/wordpress/class-wp-query.php",
-                        "Language": "Php",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "php",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .php)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -598.55,
-                        "Y": -160.16,
-                        "Z": -7921.57
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 5114,
-                        "Coding LOC": 2653,
-                        "Documentation LOC": 1856,
-                        "Structural Magnitude": 3601.06,
-                        "Control Flow Ratio": "78.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.545
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "48.0%",
-                        "Error & Exception Exposure": "98.11%",
-                        "Tech Debt Exposure": "14.62%",
+                        "Cognitive Load Exposure": "38.01%",
+                        "Error & Exception Exposure": "97.22%",
+                        "Tech Debt Exposure": "81.98%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.32%",
-                        "Concurrency Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "19.12%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.82%",
+                        "Commented Logic Exposure": "4.92%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -260751,3351 +263078,1024 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "get_posts",
-                            "Structural Impact": 470.7,
-                            "Lines of Code (LOC)": 1774,
-                            "Control Flow Branches": 381,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "92.7%",
-                            "Start Line": 1890,
-                            "End Line": 3663
+                            "Function Name": "wp_unique_filename",
+                            "Structural Impact": 88.2,
+                            "Lines of Code (LOC)": 245,
+                            "Control Flow Branches": 37,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "90.2%",
+                            "Start Line": 2565,
+                            "End Line": 2809
                         },
                         {
-                            "Function Name": "parse_query",
-                            "Structural Impact": 238.3,
-                            "Lines of Code (LOC)": 353,
-                            "Control Flow Branches": 155,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "98.7%",
-                            "Start Line": 803,
-                            "End Line": 1155
+                            "Function Name": "wp_timezone_choice",
+                            "Structural Impact": 75.3,
+                            "Lines of Code (LOC)": 189,
+                            "Control Flow Branches": 37,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "88.1%",
+                            "Start Line": 6661,
+                            "End Line": 6849
                         },
                         {
-                            "Function Name": "parse_tax_query",
-                            "Structural Impact": 78.8,
-                            "Lines of Code (LOC)": 246,
-                            "Control Flow Branches": 46,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.8%",
-                            "Start Line": 1166,
-                            "End Line": 1411
+                            "Function Name": "wp_check_filetype_and_ext",
+                            "Structural Impact": 73.5,
+                            "Lines of Code (LOC)": 230,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 3100,
+                            "End Line": 3329
                         },
                         {
-                            "Function Name": "parse_orderby",
-                            "Structural Impact": 62.5,
-                            "Lines of Code (LOC)": 119,
-                            "Control Flow Branches": 39,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 1688,
-                            "End Line": 1806
+                            "Function Name": "recurse_dirsize",
+                            "Structural Impact": 69.8,
+                            "Lines of Code (LOC)": 100,
+                            "Control Flow Branches": 28,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "84.8%",
+                            "Start Line": 8808,
+                            "End Line": 8907
                         },
                         {
-                            "Function Name": "parse_search",
-                            "Structural Impact": 40.9,
-                            "Lines of Code (LOC)": 110,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1423,
-                            "End Line": 1532
+                            "Function Name": "wp_date",
+                            "Structural Impact": 58.0,
+                            "Lines of Code (LOC)": 79,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "89.7%",
+                            "Start Line": 242,
+                            "End Line": 320
                         },
                         {
-                            "Function Name": "get_queried_object",
-                            "Structural Impact": 33.4,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 28,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.3%",
-                            "Start Line": 3968,
-                            "End Line": 4054
+                            "Function Name": "_wp_die_process_input",
+                            "Structural Impact": 55.7,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "86.2%",
+                            "Start Line": 4298,
+                            "End Line": 4371
                         },
                         {
-                            "Function Name": "generate_cache_key",
-                            "Structural Impact": 30.6,
-                            "Lines of Code (LOC)": 93,
-                            "Control Flow Branches": 14,
+                            "Function Name": "do_enclose",
+                            "Structural Impact": 51.3,
+                            "Lines of Code (LOC)": 91,
+                            "Control Flow Branches": 26,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "73.7%",
-                            "Start Line": 4975,
-                            "End Line": 5067
-                        },
-                        {
-                            "Function Name": "generate_postdata",
-                            "Structural Impact": 28.7,
-                            "Lines of Code (LOC)": 94,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 4869,
-                            "End Line": 4962
+                            "Control Flow Ratio": "74.3%",
+                            "Start Line": 887,
+                            "End Line": 977
                         },
                         {
-                            "Function Name": "set_found_posts",
-                            "Structural Impact": 21.5,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 10,
+                            "Function Name": "is_serialized",
+                            "Structural Impact": 49.7,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 26,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3676,
-                            "End Line": 3724
+                            "Control Flow Ratio": "65.0%",
+                            "Start Line": 673,
+                            "End Line": 730
                         },
                         {
-                            "Function Name": "is_page",
-                            "Structural Impact": 20.3,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 12,
+                            "Function Name": "add_query_arg",
+                            "Structural Impact": 45.8,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 29,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 4554,
-                            "End Line": 4591
+                            "Control Flow Ratio": "87.9%",
+                            "Start Line": 1138,
+                            "End Line": 1204
                         },
                         {
-                            "Function Name": "is_single",
-                            "Structural Impact": 20.2,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 12,
+                            "Function Name": "wp_get_image_mime",
+                            "Structural Impact": 42.7,
+                            "Lines of Code (LOC)": 91,
+                            "Control Flow Branches": 26,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 4665,
-                            "End Line": 4701
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 3344,
+                            "End Line": 3434
                         },
                         {
-                            "Function Name": "parse_search_terms",
-                            "Structural Impact": 17.0,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 10,
+                            "Function Name": "_wp_upload_dir",
+                            "Structural Impact": 41.9,
+                            "Lines of Code (LOC)": 103,
+                            "Control Flow Branches": 25,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 1546,
-                            "End Line": 1573
+                            "Control Flow Ratio": "92.6%",
+                            "Start Line": 2443,
+                            "End Line": 2545
                         },
                         {
-                            "Function Name": "parse_search_order",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 1629,
-                            "End Line": 1676
+                            "Function Name": "wp_die",
+                            "Structural Impact": 39.6,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 3781,
+                            "End Line": 3852
                         },
                         {
-                            "Function Name": "is_tax",
-                            "Structural Impact": 15.5,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 7,
+                            "Function Name": "wp_maybe_decline_date",
+                            "Structural Impact": 38.3,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 19,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 4353,
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+                            "Start Line": 7778,
+                            "End Line": 7800
                         },
                         {
-                            "Function Name": "is_day",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "wp_guess_url",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4419,
-                            "End Line": 4421
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 6342,
+                            "End Line": 6379
                         },
                         {
-                            "Function Name": "is_comment_feed",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4452,
-                            "End Line": 4454
+                            "Function Name": "_wp_mysql_week",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 7083,
+                            "End Line": 7098
                         },
                         {
-                            "Function Name": "is_home",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4501,
-                            "End Line": 4503
+                            "Function Name": "path_is_absolute",
+                            "Structural Impact": 14.2,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 2119,
+                            "End Line": 2147
                         },
                         {
-                            "Function Name": "is_month",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4535,
-                            "End Line": 4537
+                            "Function Name": "mbstring_binary_safe_encoding",
+                            "Structural Impact": 14.2,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 7680,
+                            "End Line": 7708
                         },
                         {
-                            "Function Name": "is_paged",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4600,
-                            "End Line": 4602
+                            "Function Name": "is_wp_version_compatible",
+                            "Structural Impact": 13.9,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 8998,
+                            "End Line": 9021
                         },
                         {
-                            "Function Name": "is_preview",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4611,
-                            "End Line": 4613
+                            "Function Name": "wp_send_json",
+                            "Structural Impact": 13.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 4530,
+                            "End Line": 4564
                         },
                         {
-                            "Function Name": "is_robots",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4622,
-                            "End Line": 4624
+                            "Function Name": "_ajax_wp_die_handler",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 4069,
+                            "End Line": 4097
                         },
                         {
-                            "Function Name": "is_favicon",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4633,
-                            "End Line": 4635
+                            "Function Name": "wp_trigger_error",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 6096,
+                            "End Line": 6163
                         },
                         {
-                            "Function Name": "is_search",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4644,
-                            "End Line": 4646
+                            "Function Name": "mysql2date",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 34,
+                            "End Line": 56
                         },
                         {
-                            "Function Name": "is_time",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4740,
-                            "End Line": 4742
+                            "Function Name": "wp_send_json_error",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 4604,
+                            "End Line": 4626
                         },
                         {
-                            "Function Name": "is_trackback",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4751,
-                            "End Line": 4753
+                            "Function Name": "wp_site_admin_email_change_notification",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 8187,
+                            "End Line": 8273
                         },
                         {
-                            "Function Name": "is_year",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4762,
-                            "End Line": 4764
+                            "Function Name": "is_serialized_string",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "46.7%",
+                            "Start Line": 740,
+                            "End Line": 759
                         },
                         {
-                            "Function Name": "is_404",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4773,
-                            "End Line": 4775
+                            "Function Name": "wp_nonce_ays",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 3690,
+                            "End Line": 3728
                         },
                         {
-                            "Function Name": "is_embed",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4784,
-                            "End Line": 4786
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 847,
-                        "Sequential Logic Declarations": 235,
-                        "Function Parameters": 71,
-                        "Function/Method Declarations": 68,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 204,
-                        "Type/Safety Bypasses": 21,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 112,
-                        "State Mutations / Variable Reassignments": 2141,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 192,
-                        "Unit Test Assertions": 1,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 12,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 43,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 2,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 88,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 71,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 24,
-                        "Private / Encapsulated Scopes": 21,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2639,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 3,
-                        "Regex Execution": 17,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
-                        "Global Environment Mutation": 1,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 36,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "$query_vars['s']",
-                        "$search_columns",
-                        "$this",
-                        "&$this )",
-                        "'pillow -sofa' will\n\t *                                                   return posts containing 'pillow' but not 'sofa'. The\n\t *                                                   character used for exclusion can be modified using the\n\t *                                                   the 'wp_query_search_exclusion_prefix' filter.\n\t *     @type string[]        $search_columns         Array of column names to be searched. Accepts 'post_title'",
-                        "*                                                   'post_excerpt' and 'post_content'. Default empty array.\n\t *     @type int             $second                 Second of the minute. Default empty. Accepts numbers 0-59.\n\t *     @type bool            $sentence               Whether to search by phrase. Default false.\n\t *     @type bool            $suppress_filters       Whether to suppress filters. Default false.\n\t *     @type string          $tag                    Tag slug. Comma-separated (either)",
-                        "*                                    or null to allow WP to run its normal queries.\n\t\t * @param WP_Query             $query The WP_Query instance (passed by reference).\n\t\t */\n\t\t$this->posts = apply_filters_ref_array( 'posts_pre_query'",
-                        "* and custom taxonomy based archives.\n\t *\n\t * @since 3.1.0\n\t *\n\t * @see WP_Query::is_category()\n\t * @see WP_Query::is_tag()\n\t * @see WP_Query::is_author()\n\t * @see WP_Query::is_date()\n\t * @see WP_Query::is_post_type_archive()\n\t * @see WP_Query::is_tax()\n\t *\n\t * @return bool Whether the query is for an existing archive page.\n\t */\n\tpublic function is_archive() \n\t\treturn (bool) $this->is_archive",
-                        "* passed to the filter by reference. If WP_Query does not perform a database\n\t\t * query",
-                        "Plus-separated (all).\n\t *     @type int[]           $tag__and               An array of tag IDs (AND in).\n\t *     @type int[]           $tag__in                An array of tag IDs (OR in).\n\t *     @type int[]           $tag__not_in            An array of tag IDs (NOT in).\n\t *     @type int             $tag_id                 Tag id or comma-separated list of IDs.\n\t *     @type string[]        $tag_slug__and          An array of tag slugs (AND in).\n\t *     @type string[]        $tag_slug__in           An array of tag slugs (OR in). unless 'ignore_sticky_posts' is\n\t *                                                   true. Note: a string of comma-separated IDs will NOT work.\n\t *     @type array           $tax_query              An associative array of WP_Tax_Query arguments.\n\t *                                                   See WP_Tax_Query::__construct().\n\t *     @type string          $title                  Post title.\n\t *     @type bool            $update_post_meta_cache Whether to update the post meta cache. Default true.\n\t *     @type bool            $update_post_term_cache Whether to update the post term cache. Default true.\n\t *     @type bool            $update_menu_item_cache Whether to update the menu item cache. Default false.\n\t *     @type bool            $lazy_load_term_meta    Whether to lazy-load term meta. Setting to false will\n\t *                                                   disable cache priming for term meta",
-                        "_children' => false",
-                        "_children' => true",
-                        "array( \"WHERE comment_post_ID = '$this->posts[0]->ID' AND comment_approved = '1'\"",
-                        "array( ''",
-                        "array( 'LIMIT ' . get_option( 'posts_per_rss' )",
-                        "array( 'comment_date_gmt DESC'",
-                        "array( null",
-                        "author",
-                        "category",
-                        "custom post type",
-                        "d by default.\n\t\t *\n\t\t * @since 6.2.0\n\t\t *\n\t\t * @param string[] $search_columns Array of column names to be searched.\n\t\t * @param string   $search         Text being searched.\n\t\t * @param WP_Query $query          The current WP_Query instance.\n\t\t */\n\t\t$search_columns = (array) apply_filters( 'post_search_columns'",
-                        "d.\n\t *     @type int[]           $post__not_in           An array of post IDs not to retrieve. Note: a string of comma-\n\t *                                                   separated IDs will NOT work.\n\t *     @type string          $post_mime_type         The mime type of the post. Used for 'attachment' post_type.\n\t *     @type string[]        $post_name__in          An array of post slugs that results must match.\n\t *     @type int             $post_parent            Page ID to retrieve child pages for. Use 0 to only retrieve\n\t *                                                   top-level pages.\n\t *     @type int[]           $post_parent__in        An array containing parent page IDs to query child pages from.\n\t *     @type int[]           $post_parent__not_in    An array containing parent page IDs not to query child pages from.\n\t *     @type string|string[] $post_type              A post type slug (string) or array of post type slugs.\n\t *                                                   Default 'any' if using 'tax_query'.\n\t *     @type string|string[] $post_status            A post status (string) or array of post statuses.\n\t *     @type int             $posts_per_page         The number of posts to query for. Use -1 to request all posts.\n\t *     @type int             $posts_per_archive_page The number of posts to query for by archive page. Overrides\n\t *                                                   'posts_per_page' when is_archive()",
-                        "date",
-                        "false",
-                        "filenames or not.\n\t\t *\n\t\t * @since 6.0.3\n\t\t *\n\t\t * @param bool $allow_query_attachment_by_filename Whether or not to include filenames.\n\t\t */\n\t\t$this->allow_query_attachment_by_filename = apply_filters( 'wp_allow_query_attachment_by_filename'",
-                        "filenames or not.\n\t *\n\t * @since 6.0.3\n\t * @var bool\n\t */\n\tprotected $allow_query_attachment_by_filename = false",
-                        "it will not have enough information to generate these values itself.\n\t\t *\n\t\t * @since 4.6.0\n\t\t *\n\t\t * @param WP_Post[]|int[]|null $posts Return an array of post data to short-circuit WP's query",
-                        "or is_search() are true.\n\t *     @type string          $s                      Search keyword(s). Prepending a term with a hyphen will\n\t *                                                   exclude posts matching that term. Eg",
-                        "pagination information are encouraged to set\n\t\t * the `found_posts` and `max_num_pages` properties of the WP_Query object",
-                        "s/class-wp-query.php */\n\t\t\t$cgroupby = apply_filters_ref_array( 'comment_feed_groupby'",
-                        "s/class-wp-query.php */\n\t\t\t$cjoin = apply_filters_ref_array( 'comment_feed_join'",
-                        "s/class-wp-query.php */\n\t\t\t$climits = apply_filters_ref_array( 'comment_feed_limits'",
-                        "s/class-wp-query.php */\n\t\t\t$corderby = apply_filters_ref_array( 'comment_feed_orderby'",
-                        "s/class-wp-query.php */\n\t\t\t$cwhere = apply_filters_ref_array( 'comment_feed_where'",
-                        "so that each\n\t *                                                   get_term_meta() call will hit the database.\n\t *                                                   Defaults to the value of `$update_post_term_cache`.\n\t *     @type int             $w                      The week number of the year. Default empty. Accepts numbers 1-53.\n\t *     @type int             $year                   The four-digit year. Default empty. Accepts any four-digit year.\n\t * \n\t */\n\tpublic function parse_query( $query = '' ) \n\t\tif ( ! empty( $query ) ) \n\t\t\t$this->init(",
-                        "tag"
-                    ]
-                },
-                "php/wordpress/formatting.php": {
-                    "1. Artifact Identity": {
-                        "Filename": "formatting.php",
-                        "Path": "php/wordpress/formatting.php",
-                        "Language": "Php",
-                        "Architect": "bmorel at ssi dot fr (modified)",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "php",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .php)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -956.37,
-                        "Y": -177.82,
-                        "Z": -7355.55
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 6297,
-                        "Coding LOC": 3048,
-                        "Documentation LOC": 2655,
-                        "Structural Magnitude": 4183.36,
-                        "Control Flow Ratio": "68.7%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.357
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "45.95%",
-                        "Error & Exception Exposure": "98.99%",
-                        "Tech Debt Exposure": "9.5%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "8.8%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.01%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "sanitize_option",
-                            "Structural Impact": 249.4,
-                            "Lines of Code (LOC)": 276,
-                            "Control Flow Branches": 135,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "97.8%",
-                            "Start Line": 4841,
-                            "End Line": 5116
+                            "Function Name": "_jsonp_wp_die_handler",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 4153,
+                            "End Line": 4185
                         },
                         {
-                            "Function Name": "wptexturize",
-                            "Structural Impact": 132.9,
-                            "Lines of Code (LOC)": 268,
-                            "Control Flow Branches": 68,
+                            "Function Name": "_wp_check_existing_file_names",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "93.2%",
-                            "Start Line": 36,
-                            "End Line": 303
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2846,
+                            "End Line": 2868
                         },
                         {
-                            "Function Name": "wpautop",
-                            "Structural Impact": 61.7,
-                            "Lines of Code (LOC)": 160,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 445,
-                            "End Line": 604
+                            "Function Name": "get_temp_dir",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 29,
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-                            "Function Name": "untrailingslashit",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2838,
-                            "End Line": 2840
-                        },
-                        {
-                            "Function Name": "stripslashes_deep",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2850,
-                            "End Line": 2852
-                        },
-                        {
-                            "Function Name": "urlencode_deep",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2874,
-                            "End Line": 2876
-                        },
-                        {
-                            "Function Name": "rawurlencode_deep",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2886,
-                            "End Line": 2888
-                        },
-                        {
-                            "Function Name": "urldecode_deep",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2898,
-                            "End Line": 2900
-                        },
-                        {
-                            "Function Name": "wp_rel_nofollow_callback",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3280,
-                            "End Line": 3282
-                        },
-                        {
-                            "Function Name": "_wp_iso_convert",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3653,
-                            "End Line": 3655
-                        },
-                        {
-                            "Function Name": "esc_sql",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4455,
-                            "End Line": 4458
-                        },
-                        {
-                            "Function Name": "wp_unslash",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 5793,
-                            "End Line": 5795
-                        },
-                        {
-                            "Function Name": "wp_init_targeted_link_rel_filters",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3407,
-                            "End Line": 3409
-                        },
-                        {
-                            "Function Name": "wp_remove_targeted_link_rel_filters",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3417,
-                            "End Line": 3419
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 748,
-                        "Sequential Logic Declarations": 341,
-                        "Function Parameters": 128,
-                        "Function/Method Declarations": 120,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 58,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 3,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 46,
-                        "State Mutations / Variable Reassignments": 2464,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 191,
-                        "Unit Test Assertions": 2,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 3,
-                        "Global State Dependencies": 10,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 17,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 3,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 4,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 4,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 22,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 986,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 2,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2805,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 145,
-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
-                        "Design Camel Case": 1,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 95,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
-                        "Dynamic Code Execution (Eval/Exec)": 3,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 8,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 93,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
-                    },
-                    "9. Extracted Dependencies": [
-                        "$content_type",
-                        "$email",
-                        "$filename",
-                        "$filename_raw",
-                        "$format = 'Y-m-d H:i:s' ) \n\t$datetime = date_create( $date_string",
-                        "$img",
-                        "$length = 35 ) \n\t$stripped  = str_replace( array( 'https://'",
-                        "$sanitized_email",
-                        "$text",
-                        "$url",
-                        "%2$s' )",
-                        "'%' characters will be replaced with a placeholder string",
-                        "''",
-                        "'' )",
-                        "'(' ) < substr_count( $url",
-                        "')' ) ) \n\t\t$suffix = strrchr( $url",
-                        "')' ) . $suffix",
-                        "'.png'",
-                        "'concatemoji' )",
-                        "'domain_no_periods'",
-                        "'domain_no_valid_subs'",
-                        "'domain_period_limits'",
-                        "'domain_period_sequence'",
-                        "'email_no_at'",
-                        "'http://'",
-                        "'https://s.w.org/images/core/emoji/17.0.2/72x72/'",
-                        "'local_invalid_chars'",
-                        "'sub_hyphen_limits'",
-                        "'sub_invalid_chars'",
-                        "'twemoji' )",
-                        "'wpemoji' )",
-                        "'www.' )",
-                        "( $quote_style & ENT_XML1 ) ? 'xml' : 'html'",
-                        ")",
-                        "* this prevents certain SQLi attacks from taking place. This change in behavior\n * may cause issues for code that expects the return value of esc_sql() to be usable\n * for other purposes.\n *\n * @since 2.8.0\n *\n * @global wpdb $wpdb WordPress database abstraction object.\n *\n * @param string|array $data Unescaped data.\n * @return string|array Escaped data",
-                        "/* translators: Used to join items in a list with only 2 items. */\n\t\t\t'between_only_two' => sprintf( __( '%1$s and %2$s' )",
-                        "/* translators: Used to join last two items in a list with more than 2 times. */\n\t\t\t'between_last_two' => sprintf( __( '%1$s",
-                        "/** This filter is documented in wp-includes/class-wp-scripts.php */\n\t\t\t'twemoji' => apply_filters( 'script_loader_src'",
-                        "//  5 characters: '1234 67890a' was too long.\n *         2 => '67890a cd '",
-                        "// 10 characters: '123456789 1234567890a' was too long.\n *         5 => '1234567890a '",
-                        "// 10 characters: '67890a cd 1234' was too long.\n *         3 => '1234   890 '",
-                        "// 11 characters: End of $text.\n *",
-                        "// 11 characters: Perfect split.\n *         1 => '1234 '",
-                        "// 11 characters: Perfect split.\n *         4 => '123456789 '",
-                        "// 11 characters: Perfect split.\n *         7 => '1 3 5 7 90 '",
-                        "// 12 characters: Too long",
-                        "10 ) ==\n *     array (\n *         0 => '1234 67890 '",
-                        "__( 'https://wordpress.org/documentation/article/customize-permalinks/#choosing-your-permalink-structure' )",
-                        "and %2$s' )",
-                        "and the UTF-8 nbsp.\n * This is designed to replace the PCRE \\s sequence. In ticket #22692",
-                        "array(\n\t\t\t'type' => 'module'",
-                        "array(\n\t\t\t/* translators: Used to join items in a list with more than 2 items. */\n\t\t\t'between'          => sprintf( __( '%1$s",
-                        "but no inner whitespace on which to split.\n *         6 => '   45678   '",
-                        "d for PHP < 5.4.0 because ENT_HTML401 flag is unavailable.\n\t\t */\n\t\t$text = wp_kses_normalize_entities( $text",
-                        "d or useful. One example\n * is preparing an array for use in an IN clause.\n *\n * NOTE: Since 4.8.3",
-                        "d to assist translators and then\n\t * removed before the array of strings reaches the filter.\n\t *\n\t * Please note: Ampersands and entities should be avoided here.\n\t *\n\t * @since 2.5.0\n\t *\n\t * @param array $delimiters An array of translated delimiters.\n\t */\n\t$l = apply_filters(\n\t\t'wp_sprintf_l'",
-                        "d when using custom permalinks. <a href=\"%s\">Learn more</a>' )",
-                        "false",
-                        "in UTC or GMT timezone.\n * @param string $format      The format string for the returned date. Default 'Y-m-d H:i:s'.\n * @return string Formatted version of the date",
-                        "in UTC.\n */\nfunction get_gmt_from_date( $date_string",
-                        "in the same type",
-                        "in the site's timezone.\n */\nfunction get_date_from_gmt( $date_string",
-                        "in the timezone of the site.\n * @param string $format      The format string for the returned date. Default 'Y-m-d H:i:s'.\n * @return string Formatted version of the date",
-                        "includes_url( \"js/twemoji.js?$version\" )",
-                        "includes_url( \"js/wp-emoji-release.min.js?$version\" )",
-                        "includes_url( \"js/wp-emoji.js?$version\" )",
-                        "nbsp entities",
-                        "new DateTimeZone( 'UTC' )",
-                        "new lines",
-                        "null",
-                        "parentheses in the URL only if paired.\n\twhile ( substr_count( $url",
-                        "s a date in the Y-m-d H:i:s format.\n * Default return format of 'Y-m-d H:i:s' can be overridden using the `$format` parameter.\n *\n * @since 1.2.0\n *\n * @param string $date_string The date to be converted",
-                        "s and returns a date in the Y-m-d H:i:s format.\n * Return format can be overridden using the $format parameter.\n *\n * @since 1.2.0\n *\n * @param string $date_string The date to be converted",
-                        "s its trailing delimiter.\n * Chunks longer than the goal are guaranteed to not have any inner whitespace.\n *\n * Joining the returned chunks with empty delimiters reconstructs the input string losslessly.\n *\n * Input string must have no null characters (or eventual transformations on output chunks must not care about null characters)\n *\n *     _split_str_by_whitespace( \"1234 67890 1234 67890a cd 1234   890 123456789 1234567890a    45678   1 3 5 7 90 \"",
-                        "s/class-wp-scripts.php */\n\t\t\t'concatemoji' => apply_filters( 'script_loader_src'",
-                        "s/class-wp-scripts.php */\n\t\t\t'wpemoji' => apply_filters( 'script_loader_src'",
-                        "s/formatting.php */\n\t\t\treturn apply_filters( 'is_email'",
-                        "s/formatting.php */\n\t\treturn apply_filters( 'is_email'",
-                        "s/formatting.php */\n\t\treturn apply_filters( 'sanitize_email'",
-                        "s/formatting.php */\n\t\treturn apply_filters( 'sanitize_file_name'",
-                        "s/formatting.php */\n\t$cdn_url = apply_filters( 'emoji_url'",
-                        "s/formatting.php */\n\t$ext = apply_filters( 'emoji_ext'",
-                        "s/formatting.php */\n\treturn apply_filters( 'is_email'",
-                        "s/formatting.php */\n\treturn apply_filters( 'sanitize_email'",
-                        "s/formatting.php from wp-admin/includes/misc.php and added $length param.\n *\n * @param string $url    URL to shorten.\n * @param int    $length Optional. Maximum length of the shortened URL. Default 35 characters.\n * @return string Shortened URL.\n */\nfunction url_shorten( $url",
-                        "s/pluggable.php */\n\t$content_type = apply_filters( 'wp_mail_content_type'",
-                        "s/post-template.php */\n\t\t$text = apply_filters( 'the_content'",
-                        "s_url( \"images/smilies/$img\" )",
-                        "s_url( $emoji_loader_script_path ) )",
-                        "site_url()",
-                        "tabs",
-                        "that\n * sequence was found to be unreliable due to random inclusion of the A0 byte.\n *\n * @since 4.0.0\n *\n * @return string The spaces regexp.\n */\nfunction wp_spaces_regexp() \n\tstatic $spaces = ''",
-                        "wp_timezone()"
-                    ]
-                },
-                "php/wordpress/functions.php": {
-                    "1. Artifact Identity": {
-                        "Filename": "functions.php",
-                        "Path": "php/wordpress/functions.php",
-                        "Language": "Php",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "php",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .php)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -661.45,
-                        "Y": -224.26,
-                        "Z": -7722.4
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 9285,
-                        "Coding LOC": 4278,
-                        "Documentation LOC": 4024,
-                        "Structural Magnitude": 5423.76,
-                        "Control Flow Ratio": "62.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.038
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "38.01%",
-                        "Error & Exception Exposure": "97.22%",
-                        "Tech Debt Exposure": "81.98%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.6%",
-                        "Concurrency Exposure": "19.12%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.92%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "wp_unique_filename",
-                            "Structural Impact": 88.2,
-                            "Lines of Code (LOC)": 245,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "90.2%",
-                            "Start Line": 2565,
-                            "End Line": 2809
-                        },
-                        {
-                            "Function Name": "wp_timezone_choice",
-                            "Structural Impact": 75.3,
-                            "Lines of Code (LOC)": 189,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.1%",
-                            "Start Line": 6661,
-                            "End Line": 6849
-                        },
-                        {
-                            "Function Name": "wp_check_filetype_and_ext",
-                            "Structural Impact": 73.5,
-                            "Lines of Code (LOC)": 230,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 3100,
-                            "End Line": 3329
-                        },
-                        {
-                            "Function Name": "recurse_dirsize",
-                            "Structural Impact": 69.8,
-                            "Lines of Code (LOC)": 100,
-                            "Control Flow Branches": 28,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "84.8%",
-                            "Start Line": 8808,
-                            "End Line": 8907
-                        },
-                        {
-                            "Function Name": "wp_date",
-                            "Structural Impact": 58.0,
-                            "Lines of Code (LOC)": 79,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "89.7%",
-                            "Start Line": 242,
-                            "End Line": 320
-                        },
-                        {
-                            "Function Name": "_wp_die_process_input",
-                            "Structural Impact": 55.7,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "86.2%",
-                            "Start Line": 4298,
-                            "End Line": 4371
-                        },
-                        {
-                            "Function Name": "do_enclose",
-                            "Structural Impact": 51.3,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "74.3%",
-                            "Start Line": 887,
-                            "End Line": 977
-                        },
-                        {
-                            "Function Name": "is_serialized",
-                            "Structural Impact": 49.7,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "65.0%",
-                            "Start Line": 673,
-                            "End Line": 730
-                        },
-                        {
-                            "Function Name": "add_query_arg",
-                            "Structural Impact": 45.8,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 29,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "87.9%",
-                            "Start Line": 1138,
-                            "End Line": 1204
-                        },
-                        {
-                            "Function Name": "wp_get_image_mime",
-                            "Structural Impact": 42.7,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 3344,
-                            "End Line": 3434
-                        },
-                        {
-                            "Function Name": "_wp_upload_dir",
-                            "Structural Impact": 41.9,
-                            "Lines of Code (LOC)": 103,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.6%",
-                            "Start Line": 2443,
-                            "End Line": 2545
-                        },
-                        {
-                            "Function Name": "wp_die",
-                            "Structural Impact": 39.6,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 3781,
-                            "End Line": 3852
-                        },
-                        {
-                            "Function Name": "wp_maybe_decline_date",
-                            "Structural Impact": 38.3,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "73.1%",
-                            "Start Line": 337,
-                            "End Line": 410
-                        },
-                        {
-                            "Function Name": "_default_wp_die_handler",
-                            "Structural Impact": 37.5,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 3867,
-                            "End Line": 3935
-                        },
-                        {
-                            "Function Name": "_wp_json_sanity_check",
-                            "Structural Impact": 37.1,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.4%",
-                            "Start Line": 4419,
-                            "End Line": 4467
-                        },
-                        {
-                            "Function Name": "_http_build_query",
-                            "Structural Impact": 36.1,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 1063,
-                            "End Line": 1099
-                        },
-                        {
-                            "Function Name": "wp_raise_memory_limit",
-                            "Structural Impact": 35.1,
-                            "Lines of Code (LOC)": 108,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 7872,
-                            "End Line": 7979
-                        },
-                        {
-                            "Function Name": "wp_privacy_anonymize_ip",
-                            "Structural Impact": 34.3,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 17,
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-                            "Start Line": 627,
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-                            "Control Flow Ratio": "50.0%",
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-                        {
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-                            "Start Line": 7495,
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-                        {
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-                            "End Line": 8014
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-                        {
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-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 423,
-                            "End Line": 443
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-                        {
-                            "Function Name": "xmlrpc_getpostcategory",
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 800,
-                            "End Line": 809
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 800,
+                            "End Line": 809
                         },
                         {
                             "Function Name": "add_magic_quotes",
@@ -265229,7 +265229,7 @@
                         "Type/Safety Bypasses": 22,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 30,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 2835,
                         "Commented-out Code (Dead Logic)": 4,
                         "Structured Documentation Blocks": 295,
@@ -265920,8 +265920,8 @@
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                     "3. Architectural Profile": {
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@@ -266133,7 +266133,7 @@
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                         "X": -192.52,
                         "Y": -226.15,
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+                        "Z": -7753.89
                     },
                     "3. Architectural Profile": {
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@@ -266617,7 +266617,7 @@
             }
         },
         "perl/spamassassin": {
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+            "Directory Group Magnitude": 14007.42,
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             "Ecosystem Fingerprint (Archetypes)": {
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@@ -266627,14 +266627,14 @@
                 "Error & Exception Exposure": "96.33%",
                 "Tech Debt Exposure": "66.24%",
                 "Testing Exposure": "80.0%",
-                "API Exposure": "0.06%",
+                "API Exposure": "1.94%",
                 "Concurrency Exposure": "15.69%",
                 "State Flux Exposure": "100.0%",
                 "Commented Logic Exposure": "4.11%",
                 "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "12.73%",
+                "Documentation Exposure": "29.78%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -266651,9 +266651,9 @@
                         "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8999.4,
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-                        "Z": -433.46
+                        "X": -8999.44,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -266665,7 +266665,7 @@
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                         "Coding LOC": 591,
                         "Documentation LOC": 66,
-                        "Structural Magnitude": 1303.42,
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                         "Control Flow Ratio": "60.0%",
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@@ -266678,14 +266678,14 @@
                         "Error & Exception Exposure": "98.37%",
                         "Tech Debt Exposure": "34.08%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.02%",
+                        "API Exposure": "0.94%",
                         "Concurrency Exposure": "100.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.94%",
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                         "Identity Proof": "Single Indicator (Ext: .pm)"
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                         "Error & Exception Exposure": "90.2%",
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                         "Testing Exposure": "80.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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@@ -270344,7 +270344,7 @@
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@@ -270357,14 +270357,14 @@
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                         "Testing Exposure": "80.0%",
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                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
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@@ -271146,7 +271146,7 @@
             }
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             "Ecosystem Fingerprint (Archetypes)": {
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@@ -271157,14 +271157,14 @@
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@@ -274909,8 +274909,8 @@
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                     "3. Architectural Profile": {
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@@ -274922,7 +274922,7 @@
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@@ -274935,7 +274935,7 @@
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                         "Testing Exposure": "80.0%",
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                         "Identity Proof": "Single Indicator (Ext: .go)"
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
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@@ -280018,7 +280018,7 @@
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@@ -298682,14 +298682,14 @@
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@@ -299471,14 +299471,14 @@
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                         "Documentation LOC": 130,
-                        "Structural Magnitude": 472.76,
+                        "Structural Magnitude": 471.76,
                         "Control Flow Ratio": "62.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -301406,14 +301406,14 @@
                         "Error & Exception Exposure": "88.47%",
                         "Tech Debt Exposure": "95.77%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.21%",
+                        "API Exposure": "2.02%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.12%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.08%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -301799,7 +301799,7 @@
                         "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 18,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 273,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 2,
@@ -304052,9 +304052,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6961.25,
-                        "Y": 115.55,
-                        "Z": 329.86
+                        "X": 6961.24,
+                        "Y": 115.56,
+                        "Z": 329.88
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -304066,7 +304066,7 @@
                         "Total LOC": 888,
                         "Coding LOC": 642,
                         "Documentation LOC": 130,
-                        "Structural Magnitude": 491.14,
+                        "Structural Magnitude": 490.14,
                         "Control Flow Ratio": "66.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -304079,14 +304079,14 @@
                         "Error & Exception Exposure": "90.18%",
                         "Tech Debt Exposure": "95.39%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.24%",
+                        "API Exposure": "2.04%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.75%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.09%",
+                        "Documentation Exposure": "12.42%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -304462,7 +304462,7 @@
                         "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 280,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 2,
@@ -306102,9 +306102,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6007.23,
+                        "X": 6007.27,
                         "Y": 204.15,
-                        "Z": 1399.63
+                        "Z": 1399.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -306116,7 +306116,7 @@
                         "Total LOC": 650,
                         "Coding LOC": 498,
                         "Documentation LOC": 63,
-                        "Structural Magnitude": 498.76,
+                        "Structural Magnitude": 496.76,
                         "Control Flow Ratio": "89.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -306129,14 +306129,14 @@
                         "Error & Exception Exposure": "97.0%",
                         "Tech Debt Exposure": "45.25%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.28%",
+                        "API Exposure": "2.14%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.75%",
+                        "Documentation Exposure": "12.91%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -306262,7 +306262,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 34,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 345,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -307828,9 +307828,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7138.09,
+                        "X": 7138.05,
                         "Y": 183.51,
-                        "Z": 934.57
+                        "Z": 934.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -307842,7 +307842,7 @@
                         "Total LOC": 784,
                         "Coding LOC": 614,
                         "Documentation LOC": 85,
-                        "Structural Magnitude": 733.78,
+                        "Structural Magnitude": 731.78,
                         "Control Flow Ratio": "88.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -307855,14 +307855,14 @@
                         "Error & Exception Exposure": "98.32%",
                         "Tech Debt Exposure": "66.28%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.16%",
+                        "API Exposure": "2.08%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.13%",
+                        "Documentation Exposure": "13.58%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -308068,7 +308068,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 9,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 490,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -311103,9 +311103,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7504.99,
-                        "Y": 136.21,
-                        "Z": 801.84
+                        "X": 7504.96,
+                        "Y": 136.22,
+                        "Z": 801.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -311117,7 +311117,7 @@
                         "Total LOC": 376,
                         "Coding LOC": 289,
                         "Documentation LOC": 53,
-                        "Structural Magnitude": 16.61,
+                        "Structural Magnitude": 16.56,
                         "Control Flow Ratio": "66.1%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -311130,14 +311130,14 @@
                         "Error & Exception Exposure": "94.47%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.45%",
-                        "API Exposure": "9.35%",
+                        "API Exposure": "9.13%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.44%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "34.88%",
+                        "Documentation Exposure": "32.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -311293,7 +311293,7 @@
                         "Type/Safety Bypasses": 15,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 15,
+                        "Exposed API / Public Exports": 14,
                         "State Mutations / Variable Reassignments": 203,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -311401,9 +311401,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5726.34,
+                        "X": 5726.47,
                         "Y": 252.62,
-                        "Z": 729.18
+                        "Z": 729.22
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -311415,7 +311415,7 @@
                         "Total LOC": 158,
                         "Coding LOC": 114,
                         "Documentation LOC": 29,
-                        "Structural Magnitude": 75.78,
+                        "Structural Magnitude": 74.78,
                         "Control Flow Ratio": "65.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -311428,14 +311428,14 @@
                         "Error & Exception Exposure": "92.77%",
                         "Tech Debt Exposure": "94.07%",
                         "Testing Exposure": "2.38%",
-                        "API Exposure": "4.33%",
+                        "API Exposure": "2.73%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.94%",
+                        "Documentation Exposure": "13.96%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -311471,7 +311471,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 55,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -314238,7 +314238,7 @@
             }
         },
         "c/micropython": {
-            "Directory Group Magnitude": 11103.24,
+            "Directory Group Magnitude": 9900.24,
             "File Count": 12,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -314248,14 +314248,14 @@
                 "Error & Exception Exposure": "55.78%",
                 "Tech Debt Exposure": "20.81%",
                 "Testing Exposure": "34.68%",
-                "API Exposure": "11.83%",
+                "API Exposure": "6.48%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "51.24%",
                 "Commented Logic Exposure": "4.65%",
                 "Specification Exposure": "91.67%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "87.68%",
+                "Documentation Exposure": "42.44%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -314272,9 +314272,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6541.26,
+                        "X": -5776.58,
                         "Y": -91.99,
-                        "Z": 5814.47
+                        "Z": 5867.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -314286,7 +314286,7 @@
                         "Total LOC": 3699,
                         "Coding LOC": 2811,
                         "Documentation LOC": 481,
-                        "Structural Magnitude": 3950.52,
+                        "Structural Magnitude": 3588.52,
                         "Control Flow Ratio": "76.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -314299,14 +314299,14 @@
                         "Error & Exception Exposure": "96.65%",
                         "Tech Debt Exposure": "45.54%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.17%",
+                        "API Exposure": "0.37%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.01%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "96.64%",
+                        "Documentation Exposure": "14.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -315322,7 +315322,7 @@
                         "Type/Safety Bypasses": 89,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 370,
+                        "Exposed API / Public Exports": 8,
                         "State Mutations / Variable Reassignments": 1596,
                         "Commented-out Code (Dead Logic)": 23,
                         "Structured Documentation Blocks": 2,
@@ -315445,9 +315445,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6692.84,
-                        "Y": -73.8,
-                        "Z": 6532.94
+                        "X": -5625.52,
+                        "Y": -74.0,
+                        "Z": 6584.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -315606,9 +315606,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6228.64,
-                        "Y": -32.67,
-                        "Z": 6270.31
+                        "X": -6086.73,
+                        "Y": -33.15,
+                        "Z": 6321.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -315620,7 +315620,7 @@
                         "Total LOC": 3123,
                         "Coding LOC": 2383,
                         "Documentation LOC": 394,
-                        "Structural Magnitude": 2219.56,
+                        "Structural Magnitude": 1993.56,
                         "Control Flow Ratio": "70.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -315633,14 +315633,14 @@
                         "Error & Exception Exposure": "80.51%",
                         "Tech Debt Exposure": "11.1%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "8.75%",
+                        "API Exposure": "0.32%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.99%",
                         "Commented Logic Exposure": "6.94%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "86.12%",
+                        "Documentation Exposure": "12.61%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -316806,7 +316806,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 234,
+                        "Exposed API / Public Exports": 8,
                         "State Mutations / Variable Reassignments": 714,
                         "Commented-out Code (Dead Logic)": 14,
                         "Structured Documentation Blocks": 0,
@@ -316922,9 +316922,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6798.32,
-                        "Y": -108.66,
-                        "Z": 6110.28
+                        "X": -5521.3,
+                        "Y": -108.87,
+                        "Z": 6161.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -316936,7 +316936,7 @@
                         "Total LOC": 1408,
                         "Coding LOC": 981,
                         "Documentation LOC": 258,
-                        "Structural Magnitude": 1440.92,
+                        "Structural Magnitude": 1325.92,
                         "Control Flow Ratio": "70.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -316949,14 +316949,14 @@
                         "Error & Exception Exposure": "98.57%",
                         "Tech Debt Exposure": "10.5%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "11.87%",
+                        "API Exposure": "3.87%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.81%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "97.11%",
+                        "Documentation Exposure": "25.33%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -317232,7 +317232,7 @@
                         "Type/Safety Bypasses": 25,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 132,
+                        "Exposed API / Public Exports": 17,
                         "State Mutations / Variable Reassignments": 786,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 0,
@@ -317347,9 +317347,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5907.56,
-                        "Y": -49.47,
-                        "Z": 6114.72
+                        "X": -6407.08,
+                        "Y": -49.86,
+                        "Z": 6166.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -317361,7 +317361,7 @@
                         "Total LOC": 93,
                         "Coding LOC": 46,
                         "Documentation LOC": 33,
-                        "Structural Magnitude": 46.92,
+                        "Structural Magnitude": 38.92,
                         "Control Flow Ratio": "6.7%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -317374,14 +317374,14 @@
                         "Error & Exception Exposure": "14.19%",
                         "Tech Debt Exposure": "62.25%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "15.12%",
+                        "API Exposure": "13.8%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "99.98%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -317396,7 +317396,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 30,
+                        "Exposed API / Public Exports": 22,
                         "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -317508,9 +317508,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7146.87,
-                        "Y": -164.21,
-                        "Z": 5965.84
+                        "X": -5174.51,
+                        "Y": -164.17,
+                        "Z": 6017.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -317522,7 +317522,7 @@
                         "Total LOC": 262,
                         "Coding LOC": 183,
                         "Documentation LOC": 37,
-                        "Structural Magnitude": 51.36,
+                        "Structural Magnitude": 41.36,
                         "Control Flow Ratio": "60.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -317535,14 +317535,14 @@
                         "Error & Exception Exposure": "47.05%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.35%",
-                        "API Exposure": "5.97%",
+                        "API Exposure": "3.38%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "14.88%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "81.19%",
+                        "Documentation Exposure": "37.57%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -317658,7 +317658,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 21,
+                        "Exposed API / Public Exports": 11,
                         "State Mutations / Variable Reassignments": 8,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -317772,9 +317772,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6388.34,
-                        "Y": -34.59,
-                        "Z": 6536.49
+                        "X": -5928.66,
+                        "Y": -35.09,
+                        "Z": 6586.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -317786,7 +317786,7 @@
                         "Total LOC": 284,
                         "Coding LOC": 183,
                         "Documentation LOC": 59,
-                        "Structural Magnitude": 94.66,
+                        "Structural Magnitude": 80.66,
                         "Control Flow Ratio": "47.1%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -317799,14 +317799,14 @@
                         "Error & Exception Exposure": "41.22%",
                         "Tech Debt Exposure": "42.21%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "14.77%",
+                        "API Exposure": "13.91%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "6.4%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.99%",
+                        "Documentation Exposure": "99.91%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -317821,7 +317821,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 64,
+                        "Exposed API / Public Exports": 50,
                         "State Mutations / Variable Reassignments": 12,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -317933,9 +317933,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6571.97,
-                        "Y": -198.85,
-                        "Z": 5538.2
+                        "X": -5746.18,
+                        "Y": -198.32,
+                        "Z": 5594.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -317947,7 +317947,7 @@
                         "Total LOC": 1552,
                         "Coding LOC": 1146,
                         "Documentation LOC": 257,
-                        "Structural Magnitude": 1711.72,
+                        "Structural Magnitude": 1505.72,
                         "Control Flow Ratio": "64.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -317960,14 +317960,14 @@
                         "Error & Exception Exposure": "97.76%",
                         "Tech Debt Exposure": "17.03%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.76%",
+                        "API Exposure": "2.03%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.29%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.54%",
+                        "Documentation Exposure": "15.71%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -318333,7 +318333,7 @@
                         "Type/Safety Bypasses": 10,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 219,
+                        "Exposed API / Public Exports": 13,
                         "State Mutations / Variable Reassignments": 801,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 5,
@@ -318448,9 +318448,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6810.85,
-                        "Y": -248.82,
-                        "Z": 5178.77
+                        "X": -5508.23,
+                        "Y": -248.37,
+                        "Z": 5234.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -318462,7 +318462,7 @@
                         "Total LOC": 58,
                         "Coding LOC": 18,
                         "Documentation LOC": 31,
-                        "Structural Magnitude": 23.36,
+                        "Structural Magnitude": 20.36,
                         "Control Flow Ratio": "25.0%",
                         "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
@@ -318475,14 +318475,14 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "37.75%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "10.78%",
+                        "API Exposure": "8.79%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "81.26%",
+                        "Documentation Exposure": "43.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -318497,7 +318497,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 8,
+                        "Exposed API / Public Exports": 5,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -318607,9 +318607,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6980.31,
-                        "Y": -211.11,
-                        "Z": 5659.3
+                        "X": -5341.27,
+                        "Y": -210.54,
+                        "Z": 5714.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -318621,7 +318621,7 @@
                         "Total LOC": 605,
                         "Coding LOC": 454,
                         "Documentation LOC": 84,
-                        "Structural Magnitude": 675.48,
+                        "Structural Magnitude": 545.48,
                         "Control Flow Ratio": "64.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -318634,14 +318634,14 @@
                         "Error & Exception Exposure": "97.82%",
                         "Tech Debt Exposure": "15.07%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.01%",
+                        "API Exposure": "6.89%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.22%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.99%",
+                        "Documentation Exposure": "25.02%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -318867,7 +318867,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 148,
+                        "Exposed API / Public Exports": 18,
                         "State Mutations / Variable Reassignments": 316,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 0,
@@ -318986,9 +318986,9 @@
                         "Identity Proof": "Sibling Anchor (.c)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6223.94,
-                        "Y": -180.11,
-                        "Z": 5414.8
+                        "X": -6092.12,
+                        "Y": -179.74,
+                        "Z": 5471.37
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -319000,7 +319000,7 @@
                         "Total LOC": 144,
                         "Coding LOC": 91,
                         "Documentation LOC": 37,
-                        "Structural Magnitude": 54.82,
+                        "Structural Magnitude": 43.82,
                         "Control Flow Ratio": "27.8%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -319013,14 +319013,14 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "14.72%",
+                        "API Exposure": "13.39%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "8.51%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "99.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -319035,7 +319035,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 38,
+                        "Exposed API / Public Exports": 27,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -319146,9 +319146,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6011.22,
-                        "Y": -112.99,
-                        "Z": 5636.25
+                        "X": -6302.92,
+                        "Y": -113.13,
+                        "Z": 5690.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -319160,7 +319160,7 @@
                         "Total LOC": 1517,
                         "Coding LOC": 1151,
                         "Documentation LOC": 221,
-                        "Structural Magnitude": 814.62,
+                        "Structural Magnitude": 696.62,
                         "Control Flow Ratio": "94.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -319173,14 +319173,14 @@
                         "Error & Exception Exposure": "95.6%",
                         "Tech Debt Exposure": "8.22%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "13.09%",
+                        "API Exposure": "3.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.64%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "91.14%",
+                        "Documentation Exposure": "15.44%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -319206,7 +319206,7 @@
                         "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 120,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 665,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 0,
@@ -319315,7 +319315,7 @@
             }
         },
         "c/sqlite": {
-            "Directory Group Magnitude": 10009.46,
+            "Directory Group Magnitude": 9274.46,
             "File Count": 2,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Static: Literature & Documentation": "50.0%",
@@ -319326,14 +319326,14 @@
                 "Error & Exception Exposure": "49.97%",
                 "Tech Debt Exposure": "4.01%",
                 "Testing Exposure": "40.0%",
-                "API Exposure": "7.22%",
+                "API Exposure": "4.33%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "50.0%",
                 "Commented Logic Exposure": "2.58%",
                 "Specification Exposure": "50.0%",
                 "Instability Exposure": "25.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "49.68%",
+                "Documentation Exposure": "13.56%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -319524,7 +319524,7 @@
                         "Total LOC": 6076,
                         "Coding LOC": 4862,
                         "Documentation LOC": 876,
-                        "Structural Magnitude": 10000.94,
+                        "Structural Magnitude": 9265.94,
                         "Control Flow Ratio": "68.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -319537,14 +319537,14 @@
                         "Error & Exception Exposure": "99.93%",
                         "Tech Debt Exposure": "8.03%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.44%",
+                        "API Exposure": "8.67%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.16%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.35%",
+                        "Documentation Exposure": "27.13%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -320880,7 +320880,7 @@
                         "Type/Safety Bypasses": 44,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 22,
-                        "Exposed API / Public Exports": 938,
+                        "Exposed API / Public Exports": 203,
                         "State Mutations / Variable Reassignments": 5873,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 23,
@@ -320986,7 +320986,7 @@
             }
         },
         "python/numpy": {
-            "Directory Group Magnitude": 9286.46,
+            "Directory Group Magnitude": 9196.46,
             "File Count": 18,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "88.9%",
@@ -320997,14 +320997,14 @@
                 "Error & Exception Exposure": "47.09%",
                 "Tech Debt Exposure": "19.46%",
                 "Testing Exposure": "40.93%",
-                "API Exposure": "3.05%",
+                "API Exposure": "2.5%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "42.35%",
                 "Commented Logic Exposure": "5.45%",
                 "Specification Exposure": "83.33%",
                 "Instability Exposure": "44.44%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "17.38%",
+                "Documentation Exposure": "12.71%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -321021,9 +321021,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4890.04,
-                        "Y": -140.52,
-                        "Z": 1603.61
+                        "X": -5025.58,
+                        "Y": -345.93,
+                        "Z": 478.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -321035,7 +321035,7 @@
                         "Total LOC": 435,
                         "Coding LOC": 360,
                         "Documentation LOC": 9,
-                        "Structural Magnitude": 227.2,
+                        "Structural Magnitude": 137.2,
                         "Control Flow Ratio": "45.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -321048,14 +321048,14 @@
                         "Error & Exception Exposure": "82.22%",
                         "Tech Debt Exposure": "46.53%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "13.37%",
+                        "API Exposure": "3.6%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "93.09%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.96%",
+                        "Documentation Exposure": "16.02%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -321171,7 +321171,7 @@
                         "Type/Safety Bypasses": 16,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 101,
+                        "Exposed API / Public Exports": 11,
                         "State Mutations / Variable Reassignments": 45,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -329219,9 +329219,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4977.31,
-                        "Y": -332.24,
-                        "Z": 213.95
+                        "X": -4839.93,
+                        "Y": -127.16,
+                        "Z": 1337.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -336410,7 +336410,7 @@
             }
         },
         "agc_assembly/apollo-11": {
-            "Directory Group Magnitude": 8797.66,
+            "Directory Group Magnitude": 8474.66,
             "File Count": 12,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "83.3%",
@@ -336421,14 +336421,14 @@
                 "Error & Exception Exposure": "75.4%",
                 "Tech Debt Exposure": "40.98%",
                 "Testing Exposure": "53.75%",
-                "API Exposure": "0.41%",
+                "API Exposure": "0.1%",
                 "Concurrency Exposure": "37.14%",
                 "State Flux Exposure": "83.25%",
                 "Commented Logic Exposure": "2.97%",
                 "Specification Exposure": "72.77%",
                 "Instability Exposure": "41.67%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "20.38%",
+                "Documentation Exposure": "7.52%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -336445,9 +336445,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5843.97,
-                        "Y": 27.5,
-                        "Z": -5548.93
+                        "X": 5843.49,
+                        "Y": 27.51,
+                        "Z": -5548.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -336602,9 +336602,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5704.5,
-                        "Y": 60.04,
-                        "Z": -4250.04
+                        "X": 5704.06,
+                        "Y": 60.02,
+                        "Z": -4250.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -336759,9 +336759,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6021.01,
+                        "X": 6019.9,
                         "Y": 38.26,
-                        "Z": -4915.77
+                        "Z": -4915.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -336773,7 +336773,7 @@
                         "Total LOC": 514,
                         "Coding LOC": 356,
                         "Documentation LOC": 128,
-                        "Structural Magnitude": 393.92,
+                        "Structural Magnitude": 376.92,
                         "Control Flow Ratio": "35.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -336786,14 +336786,14 @@
                         "Error & Exception Exposure": "92.02%",
                         "Tech Debt Exposure": "90.68%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.21%",
+                        "API Exposure": "0.62%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.6%",
                         "Specification Exposure": "91.3%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "42.45%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -337269,7 +337269,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 40,
+                        "Exposed API / Public Exports": 23,
                         "State Mutations / Variable Reassignments": 161,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 19,
@@ -337383,9 +337383,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5258.7,
-                        "Y": 62.74,
-                        "Z": -5471.25
+                        "X": 5258.58,
+                        "Y": 62.76,
+                        "Z": -5470.62
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -337739,9 +337739,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5868.84,
-                        "Y": 68.01,
-                        "Z": -4284.75
+                        "X": 5867.97,
+                        "Y": 67.98,
+                        "Z": -4285.21
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -337753,7 +337753,7 @@
                         "Total LOC": 1060,
                         "Coding LOC": 734,
                         "Documentation LOC": 132,
-                        "Structural Magnitude": 761.98,
+                        "Structural Magnitude": 732.98,
                         "Control Flow Ratio": "46.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -337766,14 +337766,14 @@
                         "Error & Exception Exposure": "86.35%",
                         "Tech Debt Exposure": "35.6%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.41%",
+                        "API Exposure": "0.01%",
                         "Concurrency Exposure": "99.99%",
                         "State Flux Exposure": "99.99%",
                         "Commented Logic Exposure": "5.14%",
                         "Specification Exposure": "96.97%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "18.39%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -338449,7 +338449,7 @@
                         "Type/Safety Bypasses": 16,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 31,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 210,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 31,
@@ -338577,9 +338577,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4940.15,
-                        "Y": 1.53,
-                        "Z": -4690.0
+                        "X": 4940.59,
+                        "Y": 1.54,
+                        "Z": -4689.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -338591,7 +338591,7 @@
                         "Total LOC": 497,
                         "Coding LOC": 345,
                         "Documentation LOC": 67,
-                        "Structural Magnitude": 470.9,
+                        "Structural Magnitude": 457.9,
                         "Control Flow Ratio": "34.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -338604,14 +338604,14 @@
                         "Error & Exception Exposure": "97.37%",
                         "Tech Debt Exposure": "66.56%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "40.65%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.63%",
                         "Specification Exposure": "89.19%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "22.22%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -338997,7 +338997,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 13,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 237,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 16,
@@ -339109,9 +339109,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5228.33,
-                        "Y": 36.25,
-                        "Z": -4422.05
+                        "X": 5228.88,
+                        "Y": 36.24,
+                        "Z": -4422.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -339123,7 +339123,7 @@
                         "Total LOC": 3064,
                         "Coding LOC": 2085,
                         "Documentation LOC": 440,
-                        "Structural Magnitude": 2750.7,
+                        "Structural Magnitude": 2627.7,
                         "Control Flow Ratio": "43.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -339136,14 +339136,14 @@
                         "Error & Exception Exposure": "98.09%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.91%",
+                        "API Exposure": "0.15%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.02%",
                         "Specification Exposure": "98.35%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "70.49%",
+                        "Documentation Exposure": "18.75%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -341589,7 +341589,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 158,
+                        "Exposed API / Public Exports": 35,
                         "State Mutations / Variable Reassignments": 1400,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 102,
@@ -341702,9 +341702,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5537.48,
-                        "Y": 79.79,
-                        "Z": -5362.18
+                        "X": 5537.05,
+                        "Y": 79.83,
+                        "Z": -5360.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -341716,7 +341716,7 @@
                         "Total LOC": 1475,
                         "Coding LOC": 1028,
                         "Documentation LOC": 249,
-                        "Structural Magnitude": 805.06,
+                        "Structural Magnitude": 755.06,
                         "Control Flow Ratio": "37.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -341729,14 +341729,14 @@
                         "Error & Exception Exposure": "89.82%",
                         "Tech Debt Exposure": "32.1%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.51%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "23.79%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "96.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "27.56%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -342502,7 +342502,7 @@
                         "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 10,
-                        "Exposed API / Public Exports": 50,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 374,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 33,
@@ -342629,9 +342629,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5549.59,
+                        "X": 5549.28,
                         "Y": 56.1,
-                        "Z": -4650.69
+                        "Z": -4650.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -342643,7 +342643,7 @@
                         "Total LOC": 3810,
                         "Coding LOC": 2461,
                         "Documentation LOC": 952,
-                        "Structural Magnitude": 3015.42,
+                        "Structural Magnitude": 2942.42,
                         "Control Flow Ratio": "41.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -342656,14 +342656,14 @@
                         "Error & Exception Exposure": "95.14%",
                         "Tech Debt Exposure": "25.39%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.36%",
+                        "API Exposure": "0.03%",
                         "Concurrency Exposure": "77.45%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "98.6%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.79%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -345539,7 +345539,7 @@
                         "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 85,
+                        "Exposed API / Public Exports": 12,
                         "State Mutations / Variable Reassignments": 1267,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 96,
@@ -345683,9 +345683,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4877.68,
-                        "Y": 49.14,
-                        "Z": -4535.13
+                        "X": 4878.2,
+                        "Y": 49.15,
+                        "Z": -4535.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -345697,7 +345697,7 @@
                         "Total LOC": 174,
                         "Coding LOC": 78,
                         "Documentation LOC": 70,
-                        "Structural Magnitude": 62.96,
+                        "Structural Magnitude": 59.96,
                         "Control Flow Ratio": "22.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -345710,7 +345710,7 @@
                         "Error & Exception Exposure": "86.54%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.52%",
-                        "API Exposure": "0.67%",
+                        "API Exposure": "0.31%",
                         "Concurrency Exposure": "93.46%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.71%",
@@ -345753,7 +345753,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 24,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 8,
@@ -345866,9 +345866,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6108.2,
-                        "Y": 116.15,
-                        "Z": -4400.63
+                        "X": 6107.24,
+                        "Y": 116.13,
+                        "Z": -4400.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -345880,7 +345880,7 @@
                         "Total LOC": 336,
                         "Coding LOC": 230,
                         "Documentation LOC": 56,
-                        "Structural Magnitude": 111.5,
+                        "Structural Magnitude": 108.5,
                         "Control Flow Ratio": "52.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -345893,14 +345893,14 @@
                         "Error & Exception Exposure": "72.31%",
                         "Tech Debt Exposure": "72.68%",
                         "Testing Exposure": "2.44%",
-                        "API Exposure": "0.06%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "78.48%",
                         "State Flux Exposure": "98.96%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "90.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -346016,7 +346016,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 40,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 10,
@@ -346130,9 +346130,9 @@
                         "Identity Proof": "Single Indicator (Ext: .agc)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5352.09,
-                        "Y": 56.62,
-                        "Z": -4254.9
+                        "X": 5352.01,
+                        "Y": 56.6,
+                        "Z": -4255.5
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -346144,7 +346144,7 @@
                         "Total LOC": 557,
                         "Coding LOC": 266,
                         "Documentation LOC": 213,
-                        "Structural Magnitude": 294.82,
+                        "Structural Magnitude": 282.82,
                         "Control Flow Ratio": "29.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -346157,14 +346157,14 @@
                         "Error & Exception Exposure": "95.93%",
                         "Tech Debt Exposure": "70.75%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.36%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "31.8%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.53%",
                         "Specification Exposure": "78.57%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -346460,7 +346460,7 @@
                         "Type/Safety Bypasses": 6,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 12,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 136,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 27,
@@ -419949,359 +419949,44 @@
                 }
             }
         },
-        "powershell/core": {
-            "Directory Group Magnitude": 7381.12,
-            "File Count": 33,
+        "perl/bugzilla": {
+            "Directory Group Magnitude": 7472.36,
+            "File Count": 5,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "97.0%",
-                "Static: Literature & Documentation": "3.0%"
+                "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "32.44%",
-                "Error & Exception Exposure": "58.17%",
-                "Tech Debt Exposure": "20.03%",
-                "Testing Exposure": "25.79%",
-                "API Exposure": "1.82%",
-                "Concurrency Exposure": "4.05%",
-                "State Flux Exposure": "60.41%",
-                "Commented Logic Exposure": "3.69%",
-                "Specification Exposure": "39.39%",
-                "Instability Exposure": "48.48%",
+                "Cognitive Load Exposure": "33.62%",
+                "Error & Exception Exposure": "90.49%",
+                "Tech Debt Exposure": "45.88%",
+                "Testing Exposure": "80.0%",
+                "API Exposure": "1.66%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "99.99%",
+                "Commented Logic Exposure": "3.08%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "6.08%",
+                "Documentation Exposure": "15.33%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "powershell/core/LICENSE.txt": {
-                    "1. Artifact Identity": {
-                        "Filename": "LICENSE.txt",
-                        "Path": "powershell/core/LICENSE.txt",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Prose Extension (.txt)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5120.94,
-                        "Y": 150.07,
-                        "Z": 3691.39
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 22,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 1.0,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/CimCmdlets.psd1": {
-                    "1. Artifact Identity": {
-                        "Filename": "CimCmdlets.psd1",
-                        "Path": "powershell/core/CimCmdlets.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 4098.66,
-                        "Y": -157.72,
-                        "Z": 2358.87
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 19,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.36,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 12,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/GHWorkflowHelper.psm1": {
+                "perl/bugzilla/Auth.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "GHWorkflowHelper.psm1",
-                        "Path": "powershell/core/GHWorkflowHelper.psm1",
-                        "Language": "Powershell",
+                        "Filename": "Auth.pm",
+                        "Path": "perl/bugzilla/Auth.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psm1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5231.86,
-                        "Y": -197.39,
-                        "Z": 2003.29
+                        "X": -3109.39,
+                        "Y": -144.38,
+                        "Z": 10722.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -420310,105 +419995,185 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 28,
-                        "Coding LOC": 20,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 16.1,
-                        "Control Flow Ratio": "40.0%",
+                        "Total LOC": 551,
+                        "Coding LOC": 375,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 201.3,
+                        "Control Flow Ratio": "46.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.4
+                        "Raw Cognitive Density": 0.749
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "19.78%",
-                        "Error & Exception Exposure": "75.29%",
-                        "Tech Debt Exposure": "92.41%",
-                        "Testing Exposure": "2.38%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "24.97%",
+                        "Error & Exception Exposure": "87.38%",
+                        "Tech Debt Exposure": "14.6%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.53%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.18%",
+                        "State Flux Exposure": "99.95%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Set-GWVariable",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
+                            "Function Name": "_handle_login_result",
+                            "Structural Impact": 37.3,
+                            "Lines of Code (LOC)": 106,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "48.4%",
+                            "Start Line": 143,
+                            "End Line": 248
+                        },
+                        {
+                            "Function Name": "login",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 4,
-                            "End Line": 17
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 48,
+                            "End Line": 84
                         },
                         {
-                            "Function Name": "Get-GWTempPath",
-                            "Structural Impact": 2.5,
+                            "Function Name": "new",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 30,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "can_change_password",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 86,
+                            "End Line": 94
+                        },
+                        {
+                            "Function Name": "user_can_create_account",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 123,
+                            "End Line": 131
+                        },
+                        {
+                            "Function Name": "can_login",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 96,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "login_token",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 114,
+                            "End Line": 121
+                        },
+                        {
+                            "Function Name": "can_logout",
+                            "Structural Impact": 3.3,
                             "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 104,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "extern_id_used",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 133,
+                            "End Line": 137
+                        },
+                        {
+                            "Function Name": "can_change_email",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 19,
-                            "End Line": 27
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 139,
+                            "End Line": 141
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Control Flow Branches": 93,
+                        "Sequential Logic Declarations": 107,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 6,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 9,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 14,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 94,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 43,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 2,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 107,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Collection Iterators / Comprehensions": 4,
+                        "Scientific & Mathematical Operations": 8,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 19,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 4,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 66,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 34,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 16,
+                        "Structural Space Indentations": 156,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -420416,7 +420181,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 4,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -420425,15 +420190,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 4,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -420443,7 +420208,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -420457,29 +420222,50 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 20,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::Auth::Login::Stack",
+                        "Bugzilla::Auth::Persist::Cookie",
+                        "Bugzilla::Auth::Verify::Stack",
+                        "Bugzilla::Constants",
+                        "Bugzilla::Error",
+                        "Bugzilla::Mailer",
+                        "Bugzilla::User::Setting",
+                        "Bugzilla::Util",
+                        "Socket",
+                        "a",
+                        "any",
+                        "fields",
+                        "inet_pton",
+                        "login",
+                        "strict",
+                        "successful",
+                        "the",
+                        "username",
+                        "verification",
+                        "warnings"
+                    ]
                 },
-                "powershell/core/Install-PowerShellRemoting.ps1": {
+                "perl/bugzilla/Bug.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "Install-PowerShellRemoting.ps1",
-                        "Path": "powershell/core/Install-PowerShellRemoting.ps1",
-                        "Language": "Powershell",
+                        "Filename": "Bug.pm",
+                        "Path": "perl/bugzilla/Bug.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4718.91,
-                        "Y": -169.79,
-                        "Z": 2363.13
+                        "X": -2569.72,
+                        "Y": -69.68,
+                        "Z": 11033.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -420488,605 +420274,2033 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 233,
-                        "Coding LOC": 164,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 121.68,
-                        "Control Flow Ratio": "76.9%",
+                        "Total LOC": 5124,
+                        "Coding LOC": 3529,
+                        "Documentation LOC": 695,
+                        "Structural Magnitude": 4921.98,
+                        "Control Flow Ratio": "41.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.841
+                        "Raw Cognitive Density": 1.062
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "59.05%",
-                        "Error & Exception Exposure": "82.24%",
-                        "Tech Debt Exposure": "40.95%",
+                        "Cognitive Load Exposure": "46.88%",
+                        "Error & Exception Exposure": "97.67%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.08%",
+                        "API Exposure": "1.92%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "19.0%",
+                        "Commented Logic Exposure": "5.16%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "20.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Install-PluginEndpoint",
-                            "Structural Impact": 49.0,
-                            "Lines of Code (LOC)": 113,
-                            "Control Flow Branches": 24,
+                            "Function Name": "update",
+                            "Structural Impact": 203.9,
+                            "Lines of Code (LOC)": 336,
+                            "Control Flow Branches": 107,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "82.8%",
-                            "Start Line": 113,
-                            "End Line": 225
+                            "Control Flow Ratio": "47.3%",
+                            "Start Line": 892,
+                            "End Line": 1227
                         },
                         {
-                            "Function Name": "Register-WinRmPlugin",
-                            "Structural Impact": 7.8,
+                            "Function Name": "get_activity",
+                            "Structural Impact": 129.2,
+                            "Lines of Code (LOC)": 169,
+                            "Control Flow Branches": 53,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "70.7%",
+                            "Start Line": 4245,
+                            "End Line": 4413
+                        },
+                        {
+                            "Function Name": "_check_bug_status",
+                            "Structural Impact": 76.7,
+                            "Lines of Code (LOC)": 102,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "73.8%",
+                            "Start Line": 1487,
+                            "End Line": 1588
+                        },
+                        {
+                            "Function Name": "create",
+                            "Structural Impact": 71.2,
+                            "Lines of Code (LOC)": 143,
+                            "Control Flow Branches": 36,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 704,
+                            "End Line": 846
+                        },
+                        {
+                            "Function Name": "check_can_change_field",
+                            "Structural Impact": 69.0,
+                            "Lines of Code (LOC)": 164,
+                            "Control Flow Branches": 42,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "48.8%",
+                            "Start Line": 4514,
+                            "End Line": 4677
+                        },
+                        {
+                            "Function Name": "_set_product",
+                            "Structural Impact": 62.0,
+                            "Lines of Code (LOC)": 119,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "57.4%",
+                            "Start Line": 2716,
+                            "End Line": 2834
+                        },
+                        {
+                            "Function Name": "set_all",
+                            "Structural Impact": 54.6,
+                            "Lines of Code (LOC)": 123,
+                            "Control Flow Branches": 27,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.4%",
+                            "Start Line": 2428,
+                            "End Line": 2550
+                        },
+                        {
+                            "Function Name": "_check_dependencies",
+                            "Structural Impact": 50.7,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 1700,
+                            "End Line": 1773
+                        },
+                        {
+                            "Function Name": "LogActivityEntry",
+                            "Structural Impact": 47.0,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "60.9%",
+                            "Start Line": 4416,
+                            "End Line": 4456
+                        },
+                        {
+                            "Function Name": "ValidateDependencies",
+                            "Structural Impact": 45.6,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 4703,
+                            "End Line": 4775
+                        },
+                        {
+                            "Function Name": "_check_resolution",
+                            "Structural Impact": 44.8,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "62.1%",
+                            "Start Line": 1989,
+                            "End Line": 2035
+                        },
+                        {
+                            "Function Name": "_check_strict_isolation",
+                            "Structural Impact": 44.7,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "55.2%",
+                            "Start Line": 2056,
+                            "End Line": 2116
+                        },
+                        {
+                            "Function Name": "possible_duplicates",
+                            "Structural Impact": 43.9,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.9%",
+                            "Start Line": 584,
+                            "End Line": 665
+                        },
+                        {
+                            "Function Name": "send_changes",
+                            "Structural Impact": 39.5,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "51.5%",
+                            "Start Line": 1310,
+                            "End Line": 1380
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 35.9,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "48.6%",
+                            "Start Line": 302,
+                            "End Line": 360
+                        },
+                        {
+                            "Function Name": "_check_qa_contact",
+                            "Structural Impact": 35.4,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "56.0%",
+                            "Start Line": 1933,
+                            "End Line": 1970
+                        },
+                        {
+                            "Function Name": "_extract_bug_ids",
+                            "Structural Impact": 31.7,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "58.8%",
+                            "Start Line": 543,
+                            "End Line": 582
+                        },
+                        {
+                            "Function Name": "_check_groups",
+                            "Structural Impact": 30.9,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "46.2%",
+                            "Start Line": 1851,
+                            "End Line": 1887
+                        },
+                        {
+                            "Function Name": "match",
+                            "Structural Impact": 29.0,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "27.5%",
+                            "Start Line": 435,
+                            "End Line": 495
+                        },
+                        {
+                            "Function Name": "_check_field_is_mandatory",
+                            "Structural Impact": 28.5,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2181,
+                            "End Line": 2213
+                        },
+                        {
+                            "Function Name": "_sync_fulltext",
+                            "Structural Impact": 28.1,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 1249,
+                            "End Line": 1291
+                        },
+                        {
+                            "Function Name": "_check_dup_id",
+                            "Structural Impact": 28.0,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1775,
+                            "End Line": 1849
+                        },
+                        {
+                            "Function Name": "_check_datetime_field",
+                            "Structural Impact": 27.9,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "61.1%",
+                            "Start Line": 2220,
+                            "End Line": 2241
+                        },
+                        {
+                            "Function Name": "modify_keywords",
+                            "Structural Impact": 26.6,
                             "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "45.8%",
+                            "Start Line": 3081,
+                            "End Line": 3132
+                        },
+                        {
+                            "Function Name": "_check_assigned_to",
+                            "Structural Impact": 26.2,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "58.8%",
+                            "Start Line": 1440,
+                            "End Line": 1471
+                        },
+                        {
+                            "Function Name": "set_comment_is_private",
+                            "Structural Impact": 25.4,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "68.8%",
+                            "Start Line": 2582,
+                            "End Line": 2608
+                        },
+                        {
+                            "Function Name": "comments",
+                            "Structural Impact": 24.4,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.2%",
+                            "Start Line": 3746,
+                            "End Line": 3782
+                        },
+                        {
+                            "Function Name": "user",
+                            "Structural Impact": 24.0,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "51.7%",
+                            "Start Line": 4059,
+                            "End Line": 4086
+                        },
+                        {
+                            "Function Name": "remove_group",
+                            "Structural Impact": 23.0,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 3173,
+                            "End Line": 3217
+                        },
+                        {
+                            "Function Name": "groups",
+                            "Structural Impact": 22.2,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "52.2%",
+                            "Start Line": 3965,
+                            "End Line": 4040
+                        },
+                        {
+                            "Function Name": "add_comment",
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+                            "End Line": 1907
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                             "Input Parameters": 2,
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-                            "Start Line": 36,
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                         {
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-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 1,
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+                            "End Line": 4474
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+                            "Start Line": 2283,
+                            "End Line": 2296
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+                            "End Line": 540
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+                            "Start Line": 4818,
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+                            "Start Line": 848,
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+                            "Start Line": 3367,
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+                            "Start Line": 3861,
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+                            "Start Line": 3500,
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+                            "Start Line": 3733,
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "23.1%",
+                            "Start Line": 3807,
+                            "End Line": 3819
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+                        {
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+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 3531,
+                            "End Line": 3540
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+                        {
+                            "Function Name": "cc_users",
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+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 3597,
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+                            "Start Line": 3683,
+                            "End Line": 3693
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+                            "Start Line": 4042,
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+                        {
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 2610,
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+                        {
+                            "Function Name": "assigned_to",
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+                            "Control Flow Branches": 3,
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+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 3542,
+                            "End Line": 3549
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+                        {
+                            "Function Name": "isopened",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 89,
-                            "End Line": 111
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 54,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 15,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 9,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 7,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 144,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 4,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/InstallPSCorePolicyDefinitions.ps1": {
-                    "1. Artifact Identity": {
-                        "Filename": "InstallPSCorePolicyDefinitions.ps1",
-                        "Path": "powershell/core/InstallPSCorePolicyDefinitions.ps1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5594.19,
-                        "Y": 116.42,
-                        "Z": 3190.39
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 89,
-                        "Coding LOC": 64,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 31.88,
-                        "Control Flow Ratio": "89.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.016
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "51.09%",
-                        "Error & Exception Exposure": "87.78%",
-                        "Tech Debt Exposure": "46.1%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "6.16%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "16.83%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.43%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 3719,
+                            "End Line": 3725
+                        },
                         {
-                            "Function Name": "Test-Elevated",
-                            "Structural Impact": 1.6,
+                            "Function Name": "_check_product",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 1909,
+                            "End Line": 1923
+                        },
+                        {
+                            "Function Name": "_check_tag_name",
+                            "Structural Impact": 5.7,
                             "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2128,
+                            "End Line": 2138
+                        },
+                        {
+                            "Function Name": "_check_strict_isolation_for_user",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2119,
+                            "End Line": 2126
+                        },
+                        {
+                            "Function Name": "fields",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 2361,
+                            "End Line": 2388
+                        },
+                        {
+                            "Function Name": "related_bugs",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 3570,
+                            "End Line": 3578
+                        },
+                        {
+                            "Function Name": "VALIDATOR_DEPENDENCIES",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 22,
-                            "End Line": 32
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 17,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 26,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 2,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 9,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 3,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 17,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/Microsoft.PowerShell.Diagnostics.psd1": {
-                    "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Diagnostics.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Diagnostics.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5904.06,
-                        "Y": -48.93,
-                        "Z": 2400.32
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 17,
-                        "Coding LOC": 16,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.32,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 13,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/Microsoft.PowerShell.Host.psd1": {
-                    "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Host.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Host.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5899.0,
-                        "Y": 161.6,
-                        "Z": 3257.05
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 14,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.28,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
+                            "Control Flow Ratio": "23.1%",
+                            "Start Line": 176,
+                            "End Line": 205
+                        },
+                        {
+                            "Function Name": "_check_priority",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 1925,
+                            "End Line": 1931
+                        },
+                        {
+                            "Function Name": "in_group",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 4054,
+                            "End Line": 4057
+                        },
+                        {
+                            "Function Name": "_check_time_field",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 2153,
+                            "End Line": 2165
+                        },
+                        {
+                            "Function Name": "_check_reporter",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1972,
+                            "End Line": 1987
+                        },
+                        {
+                            "Function Name": "flag_types",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 3695,
+                            "End Line": 3709
+                        },
+                        {
+                            "Function Name": "remove_from_db",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1293,
+                            "End Line": 1304
+                        },
+                        {
+                            "Function Name": "set_dependencies",
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+                            "Start Line": 2640,
+                            "End Line": 2654
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+                            "End Line": 3557
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+                            "Start Line": 3617,
+                            "End Line": 3624
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+                            "Start Line": 3661,
+                            "End Line": 3667
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+                            "End Line": 3681
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+                            "End Line": 3835
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+                            "End Line": 3859
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+                            "End Line": 3883
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+                            "End Line": 518
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+                            "End Line": 3614
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+                            "End Line": 3638
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+                            "End Line": 3826
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+                            "End Line": 2709
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+                            "End Line": 4172
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+                            "End Line": 2881
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+                            "End Line": 4807
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+                            "Start Line": 405,
+                            "End Line": 413
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+                            "End Line": 2940
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+                            "End Line": 4143
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+                            "End Line": 370
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+                            "Start Line": 3559,
+                            "End Line": 3563
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+                            "Start Line": 3669,
+                            "End Line": 3673
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+                            "End Line": 102
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+                            "End Line": 2053
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+                        {
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+                            "End Line": 2243
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+                            "End Line": 236
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+                            "End Line": 4816
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+                            "End Line": 2281
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+                            "Start Line": 2565,
+                            "End Line": 2572
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+                        {
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+                            "End Line": 3044
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+                        {
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+                            "End Line": 2218
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+                            "End Line": 3717
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+                            "Start Line": 2574,
+                            "End Line": 2578
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+                            "End Line": 2887
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+                            "End Line": 3730
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+                            "End Line": 247
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+                            "End Line": 364
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+                            "Start Line": 2655,
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+                        {
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+                            "Start Line": 2702,
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+                        {
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+                        {
+                            "Function Name": "set_remaining_time",
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+                            "Start Line": 2888,
+                            "End Line": 2888
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+                        {
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+                            "End Line": 2891
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+                        {
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+                            "End Line": 2892
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+                            "Start Line": 2941,
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+                        {
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+                        {
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+                        {
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+                            "Start Line": 2985,
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+                        {
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+                        {
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+                            "Start Line": 3390,
+                            "End Line": 3390
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+                            "End Line": 3391
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+                            "Function Name": "cclist_accessible",
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 3394
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+                        {
+                            "Function Name": "component_id",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3395,
+                            "End Line": 3395
+                        },
+                        {
+                            "Function Name": "creation_ts",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3396,
+                            "End Line": 3396
+                        },
+                        {
+                            "Function Name": "estimated_time",
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+                            "Control Flow Branches": 0,
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+                            "Start Line": 3397,
+                            "End Line": 3397
+                        },
+                        {
+                            "Function Name": "deadline",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3398,
+                            "End Line": 3398
+                        },
+                        {
+                            "Function Name": "delta_ts",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3399,
+                            "End Line": 3399
+                        },
+                        {
+                            "Function Name": "error",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3400,
+                            "End Line": 3400
+                        },
+                        {
+                            "Function Name": "everconfirmed",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3401,
+                            "End Line": 3401
+                        },
+                        {
+                            "Function Name": "lastdiffed",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3402,
+                            "End Line": 3402
+                        },
+                        {
+                            "Function Name": "op_sys",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3403,
+                            "End Line": 3403
+                        },
+                        {
+                            "Function Name": "priority",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3404,
+                            "End Line": 3404
+                        },
+                        {
+                            "Function Name": "product_id",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3405,
+                            "End Line": 3405
+                        },
+                        {
+                            "Function Name": "remaining_time",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3406,
+                            "End Line": 3406
+                        },
+                        {
+                            "Function Name": "reporter_accessible",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3407,
+                            "End Line": 3407
+                        },
+                        {
+                            "Function Name": "rep_platform",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3408,
+                            "End Line": 3408
+                        },
+                        {
+                            "Function Name": "resolution",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3409,
+                            "End Line": 3409
+                        },
+                        {
+                            "Function Name": "short_desc",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3410,
+                            "End Line": 3410
+                        },
+                        {
+                            "Function Name": "status_whiteboard",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3411,
+                            "End Line": 3411
+                        },
+                        {
+                            "Function Name": "target_milestone",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3412,
+                            "End Line": 3412
+                        },
+                        {
+                            "Function Name": "version",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3413,
+                            "End Line": 3413
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 1072,
+                        "Sequential Logic Declarations": 1524,
+                        "Function Parameters": 153,
+                        "Function/Method Declarations": 194,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 1,
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                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 138,
+                        "State Mutations / Variable Reassignments": 2233,
+                        "Commented-out Code (Dead Logic)": 5,
+                        "Structured Documentation Blocks": 140,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Closures and Anonymous Functions": 2,
+                        "Global State Dependencies": 203,
+                        "Decorators and Annotations": 159,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Collection Iterators / Comprehensions": 92,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 6,
+                        "Module Dependencies (Imports)": 40,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 215,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 12,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 772,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Structured Telemetry & Logging": 3,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 74,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 56,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 84,
+                        "Private / Encapsulated Scopes": 694,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
+                        "Bypassed / Skipped Tests": 1,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 2992,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 32,
+                        "Time Date Logic": 6,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -421095,15 +422309,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 167,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
+                        "Design Snake Case": 155,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 12,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -421113,7 +422327,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -421127,29 +422341,81 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 50,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 2,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::Attachment",
+                        "Bugzilla::BugMail",
+                        "Bugzilla::BugUrl",
+                        "Bugzilla::BugUserLastVisit",
+                        "Bugzilla::Comment",
+                        "Bugzilla::Component",
+                        "Bugzilla::Constants",
+                        "Bugzilla::Error",
+                        "Bugzilla::Field",
+                        "Bugzilla::Flag",
+                        "Bugzilla::FlagType",
+                        "Bugzilla::Group",
+                        "Bugzilla::Hook",
+                        "Bugzilla::Keyword",
+                        "Bugzilla::Milestone",
+                        "Bugzilla::Product",
+                        "Bugzilla::Status",
+                        "Bugzilla::User",
+                        "Bugzilla::Util",
+                        "Bugzilla::Version",
+                        "List::MoreUtils",
+                        "List::Util",
+                        "POD",
+                        "QA",
+                        "Scalar::Util",
+                        "Storable",
+                        "UNCONFIRMED",
+                        "an",
+                        "base",
+                        "bugs",
+                        "commas",
+                        "comment",
+                        "comments",
+                        "constant",
+                        "email_in",
+                        "if",
+                        "it",
+                        "longer",
+                        "more",
+                        "need",
+                        "privileges",
+                        "privs",
+                        "remaining",
+                        "set_all",
+                        "set_bug_status",
+                        "strict",
+                        "the",
+                        "this",
+                        "warnings",
+                        "way"
+                    ]
                 },
-                "powershell/core/Microsoft.PowerShell.Management.psd1": {
+                "perl/bugzilla/CGI.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Management.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Management.psd1",
-                        "Language": "Powershell",
+                        "Filename": "CGI.pm",
+                        "Path": "perl/bugzilla/CGI.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Alert": "TYPOSQUATTING THREAT: 'parameter' mimics 'parameters'",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4246.9,
-                        "Y": -23.03,
-                        "Z": 3188.04
+                        "X": -2487.99,
+                        "Y": -57.07,
+                        "Z": 10464.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -421158,249 +422424,323 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 61,
-                        "Coding LOC": 60,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 16.2,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 844,
+                        "Coding LOC": 492,
+                        "Documentation LOC": 164,
+                        "Structural Magnitude": 695.74,
+                        "Control Flow Ratio": "50.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 1.089
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "71.09%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "39.77%",
+                        "Error & Exception Exposure": "98.82%",
+                        "Tech Debt Exposure": "80.01%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.1%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.25%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "20.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "clean_search_url",
+                            "Structural Impact": 52.9,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 33,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.5%",
+                            "Start Line": 145,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "_prevent_unsafe_response",
+                            "Structural Impact": 49.8,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "68.4%",
+                            "Start Line": 315,
+                            "End Line": 374
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 26.0,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "48.0%",
+                            "Start Line": 44,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "header",
+                            "Structural Impact": 24.8,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 377,
+                            "End Line": 448
+                        },
+                        {
+                            "Function Name": "redirect_search_url",
+                            "Structural Impact": 18.5,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 565,
+                            "End Line": 622
+                        },
+                        {
+                            "Function Name": "param",
+                            "Structural Impact": 17.5,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 450,
+                            "End Line": 488
+                        },
+                        {
+                            "Function Name": "canonicalise_query",
+                            "Structural Impact": 17.0,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "47.1%",
+                            "Start Line": 115,
+                            "End Line": 143
+                        },
+                        {
+                            "Function Name": "send_cookie",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 519,
+                            "End Line": 547
+                        },
+                        {
+                            "Function Name": "url_is_attachment_base",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.5%",
+                            "Start Line": 655,
+                            "End Line": 676
+                        },
+                        {
+                            "Function Name": "check_etag",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 242,
+                            "End Line": 261
+                        },
+                        {
+                            "Function Name": "multipart_start",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 264,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "_init_bz_cgi_globals",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 24,
+                            "End Line": 40
+                        },
+                        {
+                            "Function Name": "close_standby_message",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 296,
+                            "End Line": 307
+                        },
+                        {
+                            "Function Name": "FETCH",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 709,
+                            "End Line": 716
+                        },
+                        {
+                            "Function Name": "_fix_utf8",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 499,
+                            "End Line": 505
+                        },
+                        {
+                            "Function Name": "should_set",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 507,
+                            "End Line": 514
+                        },
+                        {
+                            "Function Name": "remove_cookie",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 551,
+                            "End Line": 561
+                        },
+                        {
+                            "Function Name": "STORE",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 700,
+                            "End Line": 707
+                        },
+                        {
+                            "Function Name": "redirect_to_https",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 624,
+                            "End Line": 645
+                        },
+                        {
+                            "Function Name": "url_param",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 490,
+                            "End Line": 497
+                        },
+                        {
+                            "Function Name": "set_dated_content_disp",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 678,
+                            "End Line": 692
+                        },
+                        {
+                            "Function Name": "DELETE",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 720,
+                            "End Line": 725
+                        },
+                        {
+                            "Function Name": "redirect_to_urlbase",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 648,
+                            "End Line": 653
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Control Flow Branches": 162,
+                        "Sequential Logic Declarations": 161,
+                        "Function Parameters": 26,
+                        "Function/Method Declarations": 23,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 2,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "High-Risk Execution Commands": 4,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 24,
+                        "State Mutations / Variable Reassignments": 350,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 30,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Global State Dependencies": 8,
+                        "Decorators and Annotations": 50,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Collection Iterators / Comprehensions": 5,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 13,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 46,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1": {
-                    "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5902.19,
-                        "Y": 31.89,
-                        "Z": 3013.74
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 74,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 16.48,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "68.26%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Preprocessor Macros": 1,
+                        "Pointer Arithmetic & Addressing": 24,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 12,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 27,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 85,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 60,
+                        "Structural Space Indentations": 369,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 32,
+                        "Time Date Logic": 7,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -421409,28 +422749,28 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 1,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -421441,186 +422781,52 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 22,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 8,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/Microsoft.PowerShell.Security.psd1": {
-                    "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Security.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Security.psd1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 4003.35,
-                        "Y": -54.75,
-                        "Z": 2913.93
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 14,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.28,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
-                    },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::CGI",
+                        "Bugzilla::Constants",
+                        "Bugzilla::Error",
+                        "Bugzilla::Hook",
+                        "Bugzilla::Search::Recent",
+                        "Bugzilla::Util",
+                        "C",
+                        "File::Basename",
+                        "L",
+                        "a",
+                        "base",
+                        "in",
+                        "it",
+                        "list",
+                        "need",
+                        "parameter",
+                        "parameters",
+                        "strict",
+                        "templates",
+                        "use",
+                        "value",
+                        "warnings"
+                    ]
                 },
-                "powershell/core/Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1": {
+                "perl/bugzilla/DB.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1",
-                        "Language": "Powershell",
+                        "Filename": "DB.pm",
+                        "Path": "perl/bugzilla/DB.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4624.46,
-                        "Y": 122.84,
-                        "Z": 3521.58
+                        "X": -2881.48,
+                        "Y": -133.9,
+                        "Z": 11018.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -421629,92 +422835,873 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 19,
-                        "Coding LOC": 16,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 15.32,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 3011,
+                        "Coding LOC": 1800,
+                        "Documentation LOC": 334,
+                        "Structural Magnitude": 1182.4,
+                        "Control Flow Ratio": "39.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.778
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "26.39%",
+                        "Error & Exception Exposure": "80.17%",
+                        "Tech Debt Exposure": "16.17%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.01%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "5.02%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "bz_check_server_version",
+                            "Structural Impact": 37.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "59.3%",
+                            "Start Line": 235,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "bz_add_column",
+                            "Structural Impact": 29.3,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 664,
+                            "End Line": 710
+                        },
+                        {
+                            "Function Name": "_check_references",
+                            "Structural Impact": 26.7,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "47.4%",
+                            "Start Line": 1578,
+                            "End Line": 1664
+                        },
+                        {
+                            "Function Name": "bz_add_fks",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "38.9%",
+                            "Start Line": 717,
+                            "End Line": 747
+                        },
+                        {
+                            "Function Name": "bz_alter_column_raw",
+                            "Structural Impact": 19.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "46.2%",
+                            "Start Line": 804,
+                            "End Line": 817
+                        },
+                        {
+                            "Function Name": "bz_alter_column",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 749,
+                            "End Line": 780
+                        },
+                        {
+                            "Function Name": "bz_setup_foreign_keys",
+                            "Structural Impact": 14.8,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.1%",
+                            "Start Line": 604,
+                            "End Line": 645
+                        },
+                        {
+                            "Function Name": "sql_fulltext_search",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "50.0%",
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+                        {
+                            "Function Name": "bz_enum_initial_values",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 585,
+                            "End Line": 587
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 339,
+                        "Sequential Logic Declarations": 519,
+                        "Function Parameters": 74,
+                        "Function/Method Declarations": 78,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 23,
+                        "Exposed API / Public Exports": 61,
+                        "State Mutations / Variable Reassignments": 523,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 456,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 8,
+                        "Closures and Anonymous Functions": 2,
+                        "Global State Dependencies": 30,
+                        "Decorators and Annotations": 75,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 29,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 38,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 5,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 106,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 29,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 16,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 17,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 13,
+                        "Private / Encapsulated Scopes": 251,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
+                        "Bypassed / Skipped Tests": 1,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 857,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 15,
+                        "Time Date Logic": 4,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -421723,15 +423710,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
+                        "Core Var Decl": 49,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 13,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Snake Case": 35,
+                        "Design Pascal Case": 7,
+                        "Design Upper Case": 7,
+                        "Design Short Vars": 3,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -421739,9 +423726,9 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -421755,29 +423742,72 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 42,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 8,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::Constants",
+                        "Bugzilla::DB",
+                        "Bugzilla::DB::QuoteIdentifier",
+                        "Bugzilla::DB::Schema",
+                        "Bugzilla::Error",
+                        "Bugzilla::Install::Localconfig",
+                        "Bugzilla::Install::Requirements",
+                        "Bugzilla::Install::Util",
+                        "Bugzilla::Mailer",
+                        "Bugzilla::Util",
+                        "Bugzilla::Version",
+                        "Carp",
+                        "DBI",
+                        "DBIx::Connector",
+                        "DEFAULT",
+                        "FK",
+                        "L",
+                        "List::Util",
+                        "Moo",
+                        "NAME",
+                        "Scalar::Util",
+                        "Storable",
+                        "_bz_schema",
+                        "bz_table_list",
+                        "constant",
+                        "default",
+                        "driver",
+                        "handles",
+                        "longer",
+                        "match",
+                        "now",
+                        "only",
+                        "parameters",
+                        "shadow",
+                        "table",
+                        "that",
+                        "the",
+                        "them",
+                        "these",
+                        "this",
+                        "value",
+                        "when"
+                    ]
                 },
-                "powershell/core/Microsoft.PowerShell.Utility.psd1": {
+                "perl/bugzilla/Requirements.pm": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Utility.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Utility.psd1",
-                        "Language": "Powershell",
+                        "Filename": "Requirements.pm",
+                        "Path": "perl/bugzilla/Requirements.pm",
+                        "Language": "Perl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "perl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4966.89,
-                        "Y": 155.7,
-                        "Z": 3579.17
+                        "X": -2217.89,
+                        "Y": -39.25,
+                        "Z": 11119.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -421786,92 +423816,243 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 36,
-                        "Coding LOC": 35,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 17.7,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 1000,
+                        "Coding LOC": 707,
+                        "Documentation LOC": 117,
+                        "Structural Magnitude": 470.94,
+                        "Control Flow Ratio": "35.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.853
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "75.29%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "3.53%",
+                        "Cognitive Load Exposure": "30.07%",
+                        "Error & Exception Exposure": "88.38%",
+                        "Tech Debt Exposure": "18.63%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.72%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "16.8%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "29.79%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "print_module_instructions",
+                            "Structural Impact": 44.6,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.0%",
+                            "Start Line": 582,
+                            "End Line": 677
+                        },
+                        {
+                            "Function Name": "_checking_for",
+                            "Structural Impact": 28.8,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.1%",
+                            "Start Line": 777,
+                            "End Line": 814
+                        },
+                        {
+                            "Function Name": "have_vers",
+                            "Structural Impact": 26.9,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "43.3%",
+                            "Start Line": 722,
+                            "End Line": 775
+                        },
+                        {
+                            "Function Name": "OPTIONAL_MODULES",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 244,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 197,
+                            "End Line": 440
+                        },
+                        {
+                            "Function Name": "check_graphviz",
+                            "Structural Impact": 17.1,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 688,
+                            "End Line": 718
+                        },
+                        {
+                            "Function Name": "check_requirements",
+                            "Structural Impact": 14.4,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 484,
+                            "End Line": 517
+                        },
+                        {
+                            "Function Name": "_missing_apache_modules",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "29.4%",
+                            "Start Line": 533,
+                            "End Line": 554
+                        },
+                        {
+                            "Function Name": "REQUIRED_MODULES",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "11.5%",
+                            "Start Line": 84,
+                            "End Line": 195
+                        },
+                        {
+                            "Function Name": "_check_apache_module",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 570,
+                            "End Line": 580
+                        },
+                        {
+                            "Function Name": "_check_missing",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 520,
+                            "End Line": 531
+                        },
+                        {
+                            "Function Name": "_get_apachectl",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "30.8%",
+                            "Start Line": 556,
+                            "End Line": 568
+                        },
+                        {
+                            "Function Name": "install_command",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 816,
+                            "End Line": 832
+                        },
+                        {
+                            "Function Name": "_get_extension_requirements",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 470,
+                            "End Line": 482
+                        },
+                        {
+                            "Function Name": "map_files_to_features",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 835,
+                            "End Line": 847
+                        },
+                        {
+                            "Function Name": "_translate_feature",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 679,
+                            "End Line": 686
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 123,
+                        "Sequential Logic Declarations": 228,
+                        "Function Parameters": 11,
+                        "Function/Method Declarations": 15,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 1,
+                        "I/O and Network Boundaries": 10,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 240,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 41,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
+                        "UI / View Layer Components": 4,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 75,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Collection Iterators / Comprehensions": 12,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 14,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 4,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 4,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 45,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 1,
-                        "Bitwise Operations": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 33,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 9,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 87,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 20,
+                        "Structural Space Indentations": 581,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 5,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 4,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 7,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -421880,12 +424061,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 195,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
+                        "Design Snake Case": 190,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -421898,55 +424079,99 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 18,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 6,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/core/Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1": {
+                    "9. Extracted Dependencies": [
+                        "Bugzilla::Constants",
+                        "Bugzilla::Install::Util",
+                        "DateTime::TimeZone",
+                        "Email::Address::XS",
+                        "List::Util",
+                        "Perl",
+                        "Term::ANSIColor",
+                        "XMLRPC::Lite",
+                        "an",
+                        "apache2ctl",
+                        "base",
+                        "constant",
+                        "longer",
+                        "module",
+                        "strict",
+                        "that",
+                        "this",
+                        "warnings"
+                    ]
+                }
+            }
+        },
+        "powershell/core": {
+            "Directory Group Magnitude": 7361.12,
+            "File Count": 33,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "97.0%",
+                "Static: Literature & Documentation": "3.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "32.44%",
+                "Error & Exception Exposure": "58.17%",
+                "Tech Debt Exposure": "20.03%",
+                "Testing Exposure": "25.79%",
+                "API Exposure": "1.47%",
+                "Concurrency Exposure": "4.05%",
+                "State Flux Exposure": "60.41%",
+                "Commented Logic Exposure": "3.69%",
+                "Specification Exposure": "39.39%",
+                "Instability Exposure": "48.48%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "5.06%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "powershell/core/LICENSE.txt": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1",
-                        "Path": "powershell/core/Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1",
-                        "Language": "Powershell",
+                        "Filename": "LICENSE.txt",
+                        "Path": "powershell/core/LICENSE.txt",
+                        "Language": "Plaintext",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4438.17,
-                        "Y": -180.69,
-                        "Z": 1941.78
+                        "X": 5120.88,
+                        "Y": 150.06,
+                        "Z": 3691.31
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
+                        "Repository Archetype": "Static: Literature & Documentation",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "N/A",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 34,
-                        "Coding LOC": 33,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 17.66,
+                        "Total LOC": 22,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 1.0,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -421955,19 +424180,19 @@
                         "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "75.29%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "3.53%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "16.8%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "29.79%",
-                        "Hardcoded Payload Artifacts": "0.0%"
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
@@ -421979,56 +424204,56 @@
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 1,
+                        "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 4,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 18,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 5,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 4,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -422037,11 +424262,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -422062,7 +424287,7 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
@@ -422076,22 +424301,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/Microsoft.WSMan.Management.psd1": {
+                "powershell/core/CimCmdlets.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "Microsoft.WSMan.Management.psd1",
-                        "Path": "powershell/core/Microsoft.WSMan.Management.psd1",
+                        "Filename": "CimCmdlets.psd1",
+                        "Path": "powershell/core/CimCmdlets.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4686.41,
-                        "Y": -181.59,
-                        "Z": 1845.29
+                        "X": 4098.66,
+                        "Y": -157.71,
+                        "Z": 2358.86
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422100,10 +424325,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 16,
-                        "Coding LOC": 15,
+                        "Total LOC": 19,
+                        "Coding LOC": 18,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 15.3,
+                        "Structural Magnitude": 15.36,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -422145,7 +424370,7 @@
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 1,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
@@ -422174,10 +424399,10 @@
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 3,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -422233,22 +424458,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/PSDiagnostics.psd1": {
+                "powershell/core/GHWorkflowHelper.psm1": {
                     "1. Artifact Identity": {
-                        "Filename": "PSDiagnostics.psd1",
-                        "Path": "powershell/core/PSDiagnostics.psd1",
+                        "Filename": "GHWorkflowHelper.psm1",
+                        "Path": "powershell/core/GHWorkflowHelper.psm1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                        "Identity Proof": "Single Indicator (Ext: .psm1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5605.47,
-                        "Y": -135.86,
-                        "Z": 2020.98
+                        "X": 5231.8,
+                        "Y": -197.38,
+                        "Z": 2003.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422257,54 +424482,75 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 14,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.28,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 28,
+                        "Coding LOC": 20,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 16.1,
+                        "Control Flow Ratio": "40.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.4
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Cognitive Load Exposure": "19.78%",
+                        "Error & Exception Exposure": "75.29%",
+                        "Tech Debt Exposure": "92.41%",
+                        "Testing Exposure": "2.38%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "99.18%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Set-GWVariable",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4,
+                            "End Line": 17
+                        },
+                        {
+                            "Function Name": "Get-GWTempPath",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 19,
+                            "End Line": 27
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
+                        "I/O and Network Boundaries": 1,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "State Mutations / Variable Reassignments": 9,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
+                        "Closures and Anonymous Functions": 2,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 2,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
@@ -422321,9 +424567,9 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
+                        "Structured Telemetry & Logging": 2,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 2,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
@@ -422334,7 +424580,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 16,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -422351,15 +424597,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 12,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 11,
-                        "Design Upper Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -422390,10 +424636,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/Parse-MarkdownLink.ps1": {
+                "powershell/core/Install-PowerShellRemoting.ps1": {
                     "1. Artifact Identity": {
-                        "Filename": "Parse-MarkdownLink.ps1",
-                        "Path": "powershell/core/Parse-MarkdownLink.ps1",
+                        "Filename": "Install-PowerShellRemoting.ps1",
+                        "Path": "powershell/core/Install-PowerShellRemoting.ps1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -422403,9 +424649,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4340.82,
-                        "Y": -5.46,
-                        "Z": 3164.11
+                        "X": 4718.89,
+                        "Y": -169.78,
+                        "Z": 2363.15
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422414,77 +424660,87 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 183,
-                        "Coding LOC": 126,
-                        "Documentation LOC": 30,
-                        "Structural Magnitude": 116.92,
-                        "Control Flow Ratio": "84.2%",
+                        "Total LOC": 233,
+                        "Coding LOC": 164,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 121.68,
+                        "Control Flow Ratio": "76.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.952
+                        "Raw Cognitive Density": 0.841
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "36.25%",
-                        "Error & Exception Exposure": "88.97%",
-                        "Tech Debt Exposure": "37.38%",
+                        "Cognitive Load Exposure": "59.05%",
+                        "Error & Exception Exposure": "82.24%",
+                        "Tech Debt Exposure": "40.95%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "5.08%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "19.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.61%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Get-LinksFromMarkdownAst",
-                            "Structural Impact": 56.9,
-                            "Lines of Code (LOC)": 98,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "92.6%",
-                            "Start Line": 35,
-                            "End Line": 132
+                            "Function Name": "Install-PluginEndpoint",
+                            "Structural Impact": 49.0,
+                            "Lines of Code (LOC)": 113,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "82.8%",
+                            "Start Line": 113,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "Parse-ChangelogFiles",
-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 134,
-                            "End Line": 176
+                            "Function Name": "Register-WinRmPlugin",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 36,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "New-PluginConfigFile",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 89,
+                            "End Line": 111
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 32,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 4,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 44,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 6,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 54,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 15,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 2,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 9,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
@@ -422500,9 +424756,9 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 4,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 7,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -422512,14 +424768,14 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 117,
+                        "Structural Space Indentations": 144,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -422529,15 +424785,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 28,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 28,
+                        "Design Pascal Case": 4,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 3,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -422553,7 +424809,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
+                        "Sec Entropy": 1,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -422568,10 +424824,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/RegisterManifest.ps1": {
+                "powershell/core/InstallPSCorePolicyDefinitions.ps1": {
                     "1. Artifact Identity": {
-                        "Filename": "RegisterManifest.ps1",
-                        "Path": "powershell/core/RegisterManifest.ps1",
+                        "Filename": "InstallPSCorePolicyDefinitions.ps1",
+                        "Path": "powershell/core/InstallPSCorePolicyDefinitions.ps1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -422581,9 +424837,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5732.37,
-                        "Y": 38.62,
-                        "Z": 2703.52
+                        "X": 5593.87,
+                        "Y": 116.35,
+                        "Z": 3190.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422592,43 +424848,33 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 98,
-                        "Coding LOC": 61,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 55.32,
-                        "Control Flow Ratio": "85.2%",
+                        "Total LOC": 89,
+                        "Coding LOC": 64,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 30.88,
+                        "Control Flow Ratio": "89.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.373
+                        "Raw Cognitive Density": 1.016
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "46.18%",
-                        "Error & Exception Exposure": "96.84%",
-                        "Tech Debt Exposure": "83.18%",
-                        "Testing Exposure": "2.48%",
-                        "API Exposure": "6.03%",
+                        "Cognitive Load Exposure": "51.09%",
+                        "Error & Exception Exposure": "87.78%",
+                        "Tech Debt Exposure": "46.1%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "4.88%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "15.57%",
+                        "Commented Logic Exposure": "16.83%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "22.99%",
+                        "Documentation Exposure": "13.76%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Start-NativeExecution",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 30,
-                            "End Line": 48
-                        },
                         {
                             "Function Name": "Test-Elevated",
                             "Structural Impact": 1.6,
@@ -422636,35 +424882,35 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 50,
-                            "End Line": 60
+                            "Start Line": 22,
+                            "End Line": 32
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 23,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 17,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
+                        "Defensive Programming Constructs": 1,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 2,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 33,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 26,
                         "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 4,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 12,
-                        "Global State Dependencies": 4,
+                        "Closures and Anonymous Functions": 9,
+                        "Global State Dependencies": 2,
                         "Decorators and Annotations": 3,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 3,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -422677,10 +424923,10 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
+                        "Structured Telemetry & Logging": 4,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -422690,7 +424936,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 30,
+                        "Structural Space Indentations": 17,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -422715,7 +424961,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -422746,22 +424992,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/RegisterMicrosoftUpdate.ps1": {
+                "powershell/core/Microsoft.PowerShell.Diagnostics.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "RegisterMicrosoftUpdate.ps1",
-                        "Path": "powershell/core/RegisterMicrosoftUpdate.ps1",
+                        "Filename": "Microsoft.PowerShell.Diagnostics.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Diagnostics.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5171.72,
-                        "Y": 132.92,
-                        "Z": 3271.05
+                        "X": 5903.96,
+                        "Y": -48.93,
+                        "Z": 2400.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422770,26 +425016,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 71,
-                        "Coding LOC": 52,
-                        "Documentation LOC": 9,
-                        "Structural Magnitude": 70.04,
-                        "Control Flow Ratio": "71.4%",
+                        "Total LOC": 17,
+                        "Coding LOC": 16,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.32,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.981
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.28%",
-                        "Error & Exception Exposure": "99.38%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.33%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "20.73%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -422799,23 +425045,23 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 3,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 36,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 1,
-                        "Asynchronous/Concurrent Execution": 18,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 7,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
@@ -422834,11 +425080,11 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 10,
+                        "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
@@ -422847,7 +425093,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 39,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -422855,7 +425101,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -422864,11 +425110,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 14,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Pascal Case": 13,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -422903,22 +425149,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/Run-AttackSurfaceAnalyzer.ps1": {
+                "powershell/core/Microsoft.PowerShell.Host.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "Run-AttackSurfaceAnalyzer.ps1",
-                        "Path": "powershell/core/Run-AttackSurfaceAnalyzer.ps1",
+                        "Filename": "Microsoft.PowerShell.Host.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Host.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4418.41,
-                        "Y": -72.87,
-                        "Z": 2806.02
+                        "X": 5898.9,
+                        "Y": 161.59,
+                        "Z": 3257.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -422927,139 +425173,58 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 591,
-                        "Coding LOC": 423,
-                        "Documentation LOC": 74,
-                        "Structural Magnitude": 216.06,
-                        "Control Flow Ratio": "74.1%",
+                        "Total LOC": 15,
+                        "Coding LOC": 14,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.28,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.962
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "55.13%",
-                        "Error & Exception Exposure": "88.57%",
-                        "Tech Debt Exposure": "37.98%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "3.26%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "Test-MsiSignature",
-                            "Structural Impact": 21.2,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 80,
-                            "End Line": 136
-                        },
-                        {
-                            "Function Name": "Start-DockerDesktopApp",
-                            "Structural Impact": 15.6,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 169,
-                            "End Line": 219
-                        },
-                        {
-                            "Function Name": "Install-DockerDesktop",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 231,
-                            "End Line": 266
-                        },
-                        {
-                            "Function Name": "Write-Log",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 68,
-                            "End Line": 78
-                        },
-                        {
-                            "Function Name": "Test-DockerDesktopInstalled",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 148,
-                            "End Line": 162
-                        },
-                        {
-                            "Function Name": "Test-DockerAvailable",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 138,
-                            "End Line": 146
-                        },
-                        {
-                            "Function Name": "Test-WingetAvailable",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 221,
-                            "End Line": 229
-                        },
-                        {
-                            "Function Name": "Test-DockerDesktopRunning",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 164,
-                            "End Line": 167
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 120,
-                        "Sequential Logic Declarations": 42,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 8,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 29,
-                        "Type/Safety Bypasses": 6,
-                        "High-Risk Execution Commands": 6,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 141,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 9,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 70,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 8,
+                        "Closures and Anonymous Functions": 1,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 1,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -423072,28 +425237,28 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 107,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 11,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 383,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 5,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -423102,15 +425267,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 12,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 8,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -423141,22 +425306,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/Run.ps1": {
+                "powershell/core/Microsoft.PowerShell.Management.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "Run.ps1",
-                        "Path": "powershell/core/Run.ps1",
+                        "Filename": "Microsoft.PowerShell.Management.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Management.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5258.48,
-                        "Y": 65.56,
-                        "Z": 3243.31
+                        "X": 4246.89,
+                        "Y": -23.04,
+                        "Z": 3187.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -423165,87 +425330,56 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 398,
-                        "Coding LOC": 309,
-                        "Documentation LOC": 29,
-                        "Structural Magnitude": 291.98,
-                        "Control Flow Ratio": "81.8%",
+                        "Total LOC": 61,
+                        "Coding LOC": 60,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 16.2,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.983
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "71.75%",
-                        "Error & Exception Exposure": "96.45%",
-                        "Tech Debt Exposure": "20.31%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "71.09%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.31%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "Publish-PackageToPMC",
-                            "Structural Impact": 38.1,
-                            "Lines of Code (LOC)": 122,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "93.9%",
-                            "Start Line": 148,
-                            "End Line": 269
-                        },
-                        {
-                            "Function Name": "Get-MappedRepositoryIds",
-                            "Structural Impact": 35.8,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 5,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "Get-PackageObjects",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 85,
-                            "End Line": 143
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 72,
-                        "Sequential Logic Declarations": 16,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 10,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 2,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 197,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 40,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 9,
-                        "Generic Type Abstractions": 6,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
@@ -423260,27 +425394,27 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 36,
+                        "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 9,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 1,
+                        "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 289,
+                        "Structural Space Indentations": 46,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 3,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 7,
-                        "Regex Execution": 3,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -423290,15 +425424,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
+                        "Core Var Decl": 12,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 5,
-                        "Design Upper Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -423315,7 +425449,7 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
@@ -423329,22 +425463,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "powershell/core/SSHRemoting.Basic.Tests.ps1": {
+                "powershell/core/Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1": {
                     "1. Artifact Identity": {
-                        "Filename": "SSHRemoting.Basic.Tests.ps1",
-                        "Path": "powershell/core/SSHRemoting.Basic.Tests.ps1",
+                        "Filename": "Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Management__Microsoft.PowerShell.Management.psd1",
                         "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5478.66,
-                        "Y": -0.82,
-                        "Z": 2605.06
+                        "X": 5902.08,
+                        "Y": 31.88,
+                        "Z": 3013.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -423353,50 +425487,2088 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 406,
-                        "Coding LOC": 338,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 210.76,
-                        "Control Flow Ratio": "83.7%",
+                        "Total LOC": 75,
+                        "Coding LOC": 74,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 16.48,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.879
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "62.59%",
-                        "Error & Exception Exposure": "78.14%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "68.26%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
+                        "Testing Exposure": "2.31%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "33.68%",
-                        "State Flux Exposure": "100.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "TryCreateRunspace",
-                            "Structural Impact": 24.4,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 254,
-                            "End Line": 300
-                        },
-                        {
-                            "Function Name": "TryNewPSSession",
-                            "Structural Impact": 20.6,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "85.7%",
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 1,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 60,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Microsoft.PowerShell.Security.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.PowerShell.Security.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Security.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4003.36,
+                        "Y": -54.75,
+                        "Z": 2913.88
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 15,
+                        "Coding LOC": 14,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.28,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Security__Microsoft.PowerShell.Security.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4624.43,
+                        "Y": 122.84,
+                        "Z": 3521.5
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 19,
+                        "Coding LOC": 16,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 15.32,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
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+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 14,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 13,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Microsoft.PowerShell.Utility.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.PowerShell.Utility.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Utility.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4966.85,
+                        "Y": 155.69,
+                        "Z": 3579.09
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 36,
+                        "Coding LOC": 35,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 17.7,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "75.29%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "3.53%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "16.8%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "29.79%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 1,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 4,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 4,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 1,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 20,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 2,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 5,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 4,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
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+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 1,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1",
+                        "Path": "powershell/core/Microsoft.PowerShell.Utility__Microsoft.PowerShell.Utility.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4438.15,
+                        "Y": -180.68,
+                        "Z": 1941.79
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 34,
+                        "Coding LOC": 33,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 17.66,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "75.29%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "3.53%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "16.8%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "29.79%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 1,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 1,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 4,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 4,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 1,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 18,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 2,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 5,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 4,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
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+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 1,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Microsoft.WSMan.Management.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Microsoft.WSMan.Management.psd1",
+                        "Path": "powershell/core/Microsoft.WSMan.Management.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4686.38,
+                        "Y": -181.58,
+                        "Z": 1845.31
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 16,
+                        "Coding LOC": 15,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.3,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
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+                        "I/O and Network Boundaries": 0,
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+                        "Structured Documentation Blocks": 0,
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+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
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+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
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+                        "Bypassed / Skipped Tests": 0,
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+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
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+                        "AI Orchestration Frameworks": 0,
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+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 12,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
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+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
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+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/PSDiagnostics.psd1": {
+                    "1. Artifact Identity": {
+                        "Filename": "PSDiagnostics.psd1",
+                        "Path": "powershell/core/PSDiagnostics.psd1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .psd1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5605.39,
+                        "Y": -135.85,
+                        "Z": 2021.0
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 15,
+                        "Coding LOC": 14,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.28,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
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+                        "Exposed API / Public Exports": 0,
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+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
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+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
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+                        "Structured Telemetry & Logging": 0,
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+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
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+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 12,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 12,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 11,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Parse-MarkdownLink.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Parse-MarkdownLink.ps1",
+                        "Path": "powershell/core/Parse-MarkdownLink.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4340.83,
+                        "Y": -5.46,
+                        "Z": 3164.06
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 183,
+                        "Coding LOC": 126,
+                        "Documentation LOC": 30,
+                        "Structural Magnitude": 116.92,
+                        "Control Flow Ratio": "84.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.952
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "36.25%",
+                        "Error & Exception Exposure": "88.97%",
+                        "Tech Debt Exposure": "37.38%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "13.61%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Get-LinksFromMarkdownAst",
+                            "Structural Impact": 56.9,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "92.6%",
+                            "Start Line": 35,
+                            "End Line": 132
+                        },
+                        {
+                            "Function Name": "Parse-ChangelogFiles",
+                            "Structural Impact": 13.5,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 134,
+                            "End Line": 176
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 32,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 4,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 44,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 6,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 15,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 4,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 117,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 28,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 28,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/RegisterManifest.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "RegisterManifest.ps1",
+                        "Path": "powershell/core/RegisterManifest.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5732.09,
+                        "Y": 38.61,
+                        "Z": 2703.54
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 98,
+                        "Coding LOC": 61,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 54.32,
+                        "Control Flow Ratio": "85.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.373
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "46.18%",
+                        "Error & Exception Exposure": "96.84%",
+                        "Tech Debt Exposure": "83.18%",
+                        "Testing Exposure": "2.48%",
+                        "API Exposure": "4.78%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "15.57%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "15.41%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Start-NativeExecution",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 30,
+                            "End Line": 48
+                        },
+                        {
+                            "Function Name": "Test-Elevated",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 50,
+                            "End Line": 60
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 23,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 33,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 4,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 12,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 5,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 30,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/RegisterMicrosoftUpdate.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "RegisterMicrosoftUpdate.ps1",
+                        "Path": "powershell/core/RegisterMicrosoftUpdate.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5171.66,
+                        "Y": 132.91,
+                        "Z": 3270.97
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 71,
+                        "Coding LOC": 52,
+                        "Documentation LOC": 9,
+                        "Structural Magnitude": 70.04,
+                        "Control Flow Ratio": "71.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.981
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "99.28%",
+                        "Error & Exception Exposure": "99.38%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "20.73%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 3,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 36,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 1,
+                        "Asynchronous/Concurrent Execution": 18,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 7,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 10,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 39,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Run-AttackSurfaceAnalyzer.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Run-AttackSurfaceAnalyzer.ps1",
+                        "Path": "powershell/core/Run-AttackSurfaceAnalyzer.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4418.42,
+                        "Y": -72.86,
+                        "Z": 2806.0
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 591,
+                        "Coding LOC": 423,
+                        "Documentation LOC": 74,
+                        "Structural Magnitude": 216.06,
+                        "Control Flow Ratio": "74.1%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.962
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "55.13%",
+                        "Error & Exception Exposure": "88.57%",
+                        "Tech Debt Exposure": "37.98%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.26%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Test-MsiSignature",
+                            "Structural Impact": 21.2,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 80,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "Start-DockerDesktopApp",
+                            "Structural Impact": 15.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 169,
+                            "End Line": 219
+                        },
+                        {
+                            "Function Name": "Install-DockerDesktop",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "53.3%",
+                            "Start Line": 231,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "Write-Log",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 68,
+                            "End Line": 78
+                        },
+                        {
+                            "Function Name": "Test-DockerDesktopInstalled",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 148,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "Test-DockerAvailable",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 138,
+                            "End Line": 146
+                        },
+                        {
+                            "Function Name": "Test-WingetAvailable",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 221,
+                            "End Line": 229
+                        },
+                        {
+                            "Function Name": "Test-DockerDesktopRunning",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 164,
+                            "End Line": 167
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 120,
+                        "Sequential Logic Declarations": 42,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 29,
+                        "Type/Safety Bypasses": 6,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 141,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 9,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 70,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 8,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 107,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 11,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 383,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 2,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 5,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 8,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/Run.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "Run.ps1",
+                        "Path": "powershell/core/Run.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5258.4,
+                        "Y": 65.55,
+                        "Z": 3243.24
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 398,
+                        "Coding LOC": 309,
+                        "Documentation LOC": 29,
+                        "Structural Magnitude": 291.98,
+                        "Control Flow Ratio": "81.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.983
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "71.75%",
+                        "Error & Exception Exposure": "96.45%",
+                        "Tech Debt Exposure": "20.31%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Publish-PackageToPMC",
+                            "Structural Impact": 38.1,
+                            "Lines of Code (LOC)": 122,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "93.9%",
+                            "Start Line": 148,
+                            "End Line": 269
+                        },
+                        {
+                            "Function Name": "Get-MappedRepositoryIds",
+                            "Structural Impact": 35.8,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 5,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "Get-PackageObjects",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 85,
+                            "End Line": 143
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 72,
+                        "Sequential Logic Declarations": 16,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 197,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 40,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 9,
+                        "Generic Type Abstractions": 6,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 36,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 9,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 1,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 289,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 3,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 7,
+                        "Regex Execution": 3,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 5,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 5,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 3,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/core/SSHRemoting.Basic.Tests.ps1": {
+                    "1. Artifact Identity": {
+                        "Filename": "SSHRemoting.Basic.Tests.ps1",
+                        "Path": "powershell/core/SSHRemoting.Basic.Tests.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5478.57,
+                        "Y": -0.81,
+                        "Z": 2605.06
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 406,
+                        "Coding LOC": 338,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 210.76,
+                        "Control Flow Ratio": "83.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.879
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "62.59%",
+                        "Error & Exception Exposure": "78.14%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "33.68%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "TryCreateRunspace",
+                            "Structural Impact": 24.4,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 254,
+                            "End Line": 300
+                        },
+                        {
+                            "Function Name": "TryNewPSSession",
+                            "Structural Impact": 20.6,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "85.7%",
                             "Start Line": 28,
                             "End Line": 69
                         },
@@ -423560,9 +427732,9 @@
                         "Identity Proof": "Single Indicator (Ext: .psm1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4684.71,
+                        "X": 4684.7,
                         "Y": -38.69,
-                        "Z": 3147.98
+                        "Z": 3147.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -423932,8 +428104,8 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4314.12,
-                        "Y": -137.89,
+                        "X": 4314.11,
+                        "Y": -137.88,
                         "Z": 2234.33
                     },
                     "3. Architectural Profile": {
@@ -424091,9 +428263,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5011.81,
-                        "Y": -93.04,
-                        "Z": 2156.53
+                        "X": 5011.75,
+                        "Y": -93.02,
+                        "Z": 2156.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424105,7 +428277,7 @@
                         "Total LOC": 500,
                         "Coding LOC": 361,
                         "Documentation LOC": 76,
-                        "Structural Magnitude": 331.02,
+                        "Structural Magnitude": 330.02,
                         "Control Flow Ratio": "95.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -424118,7 +428290,7 @@
                         "Error & Exception Exposure": "98.29%",
                         "Tech Debt Exposure": "22.21%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.18%",
+                        "API Exposure": "4.46%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "9.55%",
@@ -424181,7 +428353,7 @@
                         "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 4,
+                        "Exposed API / Public Exports": 3,
                         "State Mutations / Variable Reassignments": 260,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 14,
@@ -424289,9 +428461,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4117.01,
-                        "Y": -90.62,
-                        "Z": 2894.27
+                        "X": 4117.02,
+                        "Y": -90.61,
+                        "Z": 2894.24
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424446,9 +428618,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4527.1,
-                        "Y": 18.63,
-                        "Z": 3310.01
+                        "X": 4527.47,
+                        "Y": 18.55,
+                        "Z": 3309.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424460,7 +428632,7 @@
                         "Total LOC": 118,
                         "Coding LOC": 69,
                         "Documentation LOC": 29,
-                        "Structural Magnitude": 44.38,
+                        "Structural Magnitude": 41.38,
                         "Control Flow Ratio": "100.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -424473,14 +428645,14 @@
                         "Error & Exception Exposure": "78.26%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "5.8%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.1%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -424495,7 +428667,7 @@
                         "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 25,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -424603,9 +428775,9 @@
                         "Identity Proof": "Single Indicator (Ext: .psd1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5415.7,
-                        "Y": 200.26,
-                        "Z": 3657.11
+                        "X": 5415.62,
+                        "Y": 200.25,
+                        "Z": 3657.03
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424760,9 +428932,9 @@
                         "Identity Proof": "Single Indicator (Ext: .psm1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4946.83,
+                        "X": 4946.78,
                         "Y": 9.14,
-                        "Z": 2619.91
+                        "Z": 2619.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -424774,7 +428946,7 @@
                         "Total LOC": 5824,
                         "Coding LOC": 4551,
                         "Documentation LOC": 298,
-                        "Structural Magnitude": 4135.62,
+                        "Structural Magnitude": 4122.62,
                         "Control Flow Ratio": "85.5%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
@@ -424787,14 +428959,14 @@
                         "Error & Exception Exposure": "92.12%",
                         "Tech Debt Exposure": "45.6%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.29%",
+                        "API Exposure": "6.15%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "8.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.95%",
+                        "Documentation Exposure": "15.41%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -425560,7 +429732,7 @@
                         "Type/Safety Bypasses": 61,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 27,
-                        "Exposed API / Public Exports": 42,
+                        "Exposed API / Public Exports": 29,
                         "State Mutations / Variable Reassignments": 1825,
                         "Commented-out Code (Dead Logic)": 16,
                         "Structured Documentation Blocks": 68,
@@ -425672,9 +429844,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5613.97,
-                        "Y": -123.61,
-                        "Z": 2193.26
+                        "X": 5613.88,
+                        "Y": -123.6,
+                        "Z": 2193.27
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -425832,9 +430004,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5620.3,
-                        "Y": 79.97,
-                        "Z": 3059.03
+                        "X": 5620.2,
+                        "Y": 79.96,
+                        "Z": 3058.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426020,9 +430192,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5305.72,
-                        "Y": -97.3,
-                        "Z": 2125.22
+                        "X": 5305.64,
+                        "Y": -97.29,
+                        "Z": 2125.24
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426179,9 +430351,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4850.28,
-                        "Y": 97.41,
-                        "Z": 3401.24
+                        "X": 4850.27,
+                        "Y": 97.39,
+                        "Z": 3401.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426193,7 +430365,7 @@
                         "Total LOC": 180,
                         "Coding LOC": 143,
                         "Documentation LOC": 7,
-                        "Structural Magnitude": 139.96,
+                        "Structural Magnitude": 138.96,
                         "Control Flow Ratio": "69.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -426206,14 +430378,14 @@
                         "Error & Exception Exposure": "96.95%",
                         "Tech Debt Exposure": "18.98%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.23%",
+                        "API Exposure": "2.67%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.1%",
+                        "Documentation Exposure": "13.05%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -426279,7 +430451,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 76,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -426387,9 +430559,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4918.33,
-                        "Y": -137.01,
-                        "Z": 1884.95
+                        "X": 4918.28,
+                        "Y": -137.0,
+                        "Z": 1884.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426533,44 +430705,44 @@
                 }
             }
         },
-        "perl/bugzilla": {
-            "Directory Group Magnitude": 7237.36,
-            "File Count": 5,
+        "scala/kafka": {
+            "Directory Group Magnitude": 6307.04,
+            "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "33.62%",
-                "Error & Exception Exposure": "90.49%",
-                "Tech Debt Exposure": "45.88%",
-                "Testing Exposure": "80.0%",
-                "API Exposure": "0.06%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "99.99%",
-                "Commented Logic Exposure": "3.08%",
+                "Cognitive Load Exposure": "14.4%",
+                "Error & Exception Exposure": "49.39%",
+                "Tech Debt Exposure": "35.85%",
+                "Testing Exposure": "57.85%",
+                "API Exposure": "4.85%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "8.73%",
+                "Commented Logic Exposure": "1.44%",
                 "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "7.15%",
+                "Documentation Exposure": "21.17%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "perl/bugzilla/Auth.pm": {
+                "scala/kafka/Kafka.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "Auth.pm",
-                        "Path": "perl/bugzilla/Auth.pm",
-                        "Language": "Perl",
+                        "Filename": "Kafka.scala",
+                        "Path": "scala/kafka/Kafka.scala",
+                        "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "scala",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10766.04,
-                        "Y": -144.15,
-                        "Z": -2983.73
+                        "X": -5210.58,
+                        "Y": -302.43,
+                        "Z": 6993.8
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426579,185 +430751,115 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 551,
-                        "Coding LOC": 375,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 192.3,
-                        "Control Flow Ratio": "46.5%",
+                        "Total LOC": 115,
+                        "Coding LOC": 75,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 40.1,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.749
+                        "Raw Cognitive Density": 0.267
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.97%",
-                        "Error & Exception Exposure": "87.38%",
-                        "Tech Debt Exposure": "14.6%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "10.95%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "95.26%",
+                        "Testing Exposure": "2.57%",
+                        "API Exposure": "3.08%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.95%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_handle_login_result",
-                            "Structural Impact": 37.3,
-                            "Lines of Code (LOC)": 106,
+                            "Function Name": "main",
+                            "Structural Impact": 24.7,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 15,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "48.4%",
-                            "Start Line": 143,
-                            "End Line": 248
-                        },
-                        {
-                            "Function Name": "login",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 48,
-                            "End Line": 84
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 30,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "can_change_password",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 86,
-                            "End Line": 94
+                            "Control Flow Ratio": "93.8%",
+                            "Start Line": 72,
+                            "End Line": 113
                         },
                         {
-                            "Function Name": "user_can_create_account",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
+                            "Function Name": "getPropsFromArgs",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 123,
-                            "End Line": 131
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 30,
+                            "End Line": 62
                         },
                         {
-                            "Function Name": "can_login",
-                            "Structural Impact": 4.6,
+                            "Function Name": "buildServer",
+                            "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 96,
-                            "End Line": 102
-                        },
-                        {
-                            "Function Name": "login_token",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 114,
-                            "End Line": 121
-                        },
-                        {
-                            "Function Name": "can_logout",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 104,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "extern_id_used",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 133,
-                            "End Line": 137
-                        },
-                        {
-                            "Function Name": "can_change_email",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 141
+                            "Start Line": 64,
+                            "End Line": 70
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 93,
-                        "Sequential Logic Declarations": 107,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 10,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 6,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 6,
-                        "I/O and Network Boundaries": 14,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 94,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 43,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 8,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 107,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 4,
-                        "Scientific & Mathematical Operations": 8,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 3,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 19,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 4,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 66,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 34,
+                        "Immutable Data Declarations": 7,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 156,
+                        "Structural Space Indentations": 65,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -426765,7 +430867,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 4,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -426774,15 +430876,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 4,
-                        "Design Pascal Case": 0,
+                        "Core Var Decl": 15,
+                        "Design Camel Case": 3,
+                        "Design Snake Case": 5,
+                        "Design Pascal Case": 7,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -426792,7 +430894,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -426806,50 +430908,44 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 20,
+                        "Direct Upstream (Fragility)": 14,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 6,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Bugzilla::Auth::Login::Stack",
-                        "Bugzilla::Auth::Persist::Cookie",
-                        "Bugzilla::Auth::Verify::Stack",
-                        "Bugzilla::Constants",
-                        "Bugzilla::Error",
-                        "Bugzilla::Mailer",
-                        "Bugzilla::User::Setting",
-                        "Bugzilla::Util",
-                        "Socket",
-                        "a",
-                        "any",
-                        "fields",
-                        "inet_pton",
-                        "login",
-                        "strict",
-                        "successful",
-                        "the",
-                        "username",
-                        "verification",
-                        "warnings"
+                        "Java",
+                        "KafkaRaftServer",
+                        "LoggingSignalHandler",
+                        "OperatingSystem",
+                        "Server",
+                        "Time",
+                        "Utils",
+                        "java.util.Properties",
+                        "joptsimple.OptionParser",
+                        "kafka.server.KafkaConfig",
+                        "kafka.utils.Implicits._",
+                        "kafka.utils.Logging",
+                        "org.apache.kafka.common.utils.Exit",
+                        "org.apache.kafka.server.util.CommandLineUtils"
                     ]
                 },
-                "perl/bugzilla/Bug.pm": {
+                "scala/kafka/KafkaApis.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "Bug.pm",
-                        "Path": "perl/bugzilla/Bug.pm",
-                        "Language": "Perl",
+                        "Filename": "KafkaApis.scala",
+                        "Path": "scala/kafka/KafkaApis.scala",
+                        "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "scala",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10227.35,
-                        "Y": -69.68,
-                        "Z": -2672.28
+                        "X": -5692.54,
+                        "Y": -263.75,
+                        "Z": 7143.25
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -426858,2033 +430954,1453 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5124,
-                        "Coding LOC": 3529,
-                        "Documentation LOC": 695,
-                        "Structural Magnitude": 4784.98,
-                        "Control Flow Ratio": "41.3%",
+                        "Total LOC": 4290,
+                        "Coding LOC": 3578,
+                        "Documentation LOC": 300,
+                        "Structural Magnitude": 2233.46,
+                        "Control Flow Ratio": "67.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.062
+                        "Raw Cognitive Density": 0.293
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "46.88%",
-                        "Error & Exception Exposure": "97.67%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Cognitive Load Exposure": "13.42%",
+                        "Error & Exception Exposure": "61.73%",
+                        "Tech Debt Exposure": "8.14%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "9.31%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.16%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "4.84%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "29.72%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "update",
-                            "Structural Impact": 203.9,
-                            "Lines of Code (LOC)": 336,
-                            "Control Flow Branches": 107,
+                            "Function Name": "handle",
+                            "Structural Impact": 163.3,
+                            "Lines of Code (LOC)": 113,
+                            "Control Flow Branches": 90,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "47.3%",
-                            "Start Line": 892,
-                            "End Line": 1227
+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 153,
+                            "End Line": 265
                         },
                         {
-                            "Function Name": "get_activity",
-                            "Structural Impact": 129.2,
-                            "Lines of Code (LOC)": 169,
-                            "Control Flow Branches": 53,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "70.7%",
-                            "Start Line": 4245,
-                            "End Line": 4413
+                            "Function Name": "handleShareFetchRequest",
+                            "Structural Impact": 81.0,
+                            "Lines of Code (LOC)": 235,
+                            "Control Flow Branches": 48,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3175,
+                            "End Line": 3409
                         },
                         {
-                            "Function Name": "_check_bug_status",
-                            "Structural Impact": 76.7,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "73.8%",
-                            "Start Line": 1487,
-                            "End Line": 1588
+                            "Function Name": "handleFetchRequest",
+                            "Structural Impact": 68.7,
+                            "Lines of Code (LOC)": 214,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 564,
+                            "End Line": 777
                         },
                         {
-                            "Function Name": "create",
-                            "Structural Impact": 71.2,
-                            "Lines of Code (LOC)": 143,
-                            "Control Flow Branches": 36,
+                            "Function Name": "handleProduceRequest",
+                            "Structural Impact": 67.0,
+                            "Lines of Code (LOC)": 163,
+                            "Control Flow Branches": 33,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 704,
-                            "End Line": 846
+                            "Control Flow Ratio": "68.8%",
+                            "Start Line": 397,
+                            "End Line": 559
                         },
                         {
-                            "Function Name": "check_can_change_field",
-                            "Structural Impact": 69.0,
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-                            "Start Line": 1933,
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-                            "Start Line": 543,
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-                            "Control Flow Ratio": "46.2%",
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                             "Control Flow Branches": 11,
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-                            "Start Line": 2220,
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-                            "Control Flow Ratio": "45.8%",
-                            "Start Line": 3081,
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-                            "Start Line": 1440,
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-                            "Start Line": 3746,
-                            "End Line": 3782
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+                            "Control Flow Ratio": "72.7%",
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-                            "Start Line": 4059,
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                             "Control Flow Branches": 11,
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-                            "Start Line": 3173,
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                             "Input Parameters": 1,
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-                            "Start Line": 3965,
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3048,
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+                            "Control Flow Ratio": "59.1%",
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-                            "Control Flow Ratio": "47.1%",
-                            "Start Line": 1590,
-                            "End Line": 1611
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+                            "Control Flow Ratio": "68.4%",
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                             "Control Flow Branches": 9,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "40.9%",
-                            "Start Line": 2395,
-                            "End Line": 2419
+                            "Control Flow Ratio": "90.0%",
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-                            "Control Flow Branches": 10,
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-                            "Control Flow Ratio": "43.5%",
-                            "Start Line": 4201,
-                            "End Line": 4241
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+                            "Control Flow Ratio": "73.3%",
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-                            "Control Flow Branches": 8,
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-                            "Control Flow Ratio": "42.1%",
-                            "Start Line": 1645,
-                            "End Line": 1661
+                            "Function Name": "handleDeleteRecordsRequest",
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1539,
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                             "Control Flow Branches": 8,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2140,
-                            "End Line": 2151
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+                            "Control Flow Ratio": "53.3%",
+                            "Start Line": 1969,
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-                            "Control Flow Branches": 8,
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-                            "Control Flow Ratio": "34.8%",
-                            "Start Line": 372,
-                            "End Line": 403
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2261,
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-                            "Structural Impact": 19.1,
-                            "Lines of Code (LOC)": 35,
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                             "Control Flow Branches": 9,
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-                            "Control Flow Ratio": "64.3%",
-                            "Start Line": 1404,
-                            "End Line": 1438
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                             "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 7,
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-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 4178,
-                            "End Line": 4196
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+                            "Control Flow Ratio": "87.5%",
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-                            "Lines of Code (LOC)": 25,
+                            "Function Name": "handleListConfigResources",
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                             "Control Flow Branches": 9,
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-                            "Start Line": 3341,
-                            "End Line": 3365
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-                            "Control Flow Branches": 7,
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-                            "Start Line": 1663,
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-                            "Control Flow Branches": 7,
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-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 2894,
-                            "End Line": 2931
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+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 1303,
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-                            "Structural Impact": 17.9,
+                            "Function Name": "handleConsumerGroupHeartbeat",
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-                            "Control Flow Branches": 7,
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-                            "Start Line": 2943,
-                            "End Line": 2981
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+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 2605,
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-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "36.8%",
-                            "Start Line": 3449,
-                            "End Line": 3479
+                            "Function Name": "handleDescribeTokensRequest",
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+                            "Control Flow Branches": 9,
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+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 2317,
+                            "End Line": 2351
                         },
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-                            "Structural Impact": 17.5,
+                            "Function Name": "handleDescribeShareGroupOffsetsRequest",
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                             "Lines of Code (LOC)": 38,
                             "Control Flow Branches": 8,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "53.3%",
-                            "Start Line": 3134,
-                            "End Line": 3171
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-                            "Lines of Code (LOC)": 35,
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-                            "Start Line": 3514,
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-                            "Start Line": 2283,
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-                            "Start Line": 848,
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                         {
-                            "Function Name": "version",
+                            "Function Name": "isShareGroupProtocolEnabled",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3413,
-                            "End Line": 3413
+                            "Start Line": 4234,
+                            "End Line": 4236
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1072,
-                        "Sequential Logic Declarations": 1524,
-                        "Function Parameters": 153,
-                        "Function/Method Declarations": 194,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 10,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 2,
+                        "Control Flow Branches": 808,
+                        "Sequential Logic Declarations": 397,
+                        "Function Parameters": 506,
+                        "Function/Method Declarations": 136,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 50,
+                        "Type/Safety Bypasses": 89,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 2233,
-                        "Commented-out Code (Dead Logic)": 5,
-                        "Structured Documentation Blocks": 140,
+                        "Exposed API / Public Exports": 112,
+                        "State Mutations / Variable Reassignments": 120,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 11,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 203,
-                        "Decorators and Annotations": 159,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 92,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 6,
-                        "Module Dependencies (Imports)": 40,
+                        "UI / View Layer Components": 14,
+                        "Closures and Anonymous Functions": 456,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 307,
+                        "Collection Iterators / Comprehensions": 72,
+                        "Scientific & Mathematical Operations": 7,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 215,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 12,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 772,
+                        "Preprocessor Macros": 41,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 3,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 74,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 11,
+                        "Fatal Aborts & Exceptions": 7,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 56,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 84,
-                        "Private / Encapsulated Scopes": 694,
+                        "Bitwise Operations": 6,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 470,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 24,
                         "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 1,
+                        "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2992,
+                        "Structural Space Indentations": 3506,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 32,
-                        "Time Date Logic": 6,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -428893,15 +432409,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 167,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 155,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 12,
-                        "Design Short Vars": 4,
-                        "Design Long Vars": 0,
+                        "Core Var Decl": 686,
+                        "Design Camel Case": 452,
+                        "Design Snake Case": 126,
+                        "Design Pascal Case": 98,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 14,
+                        "Design Long Vars": 67,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -428911,7 +432427,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -428925,81 +432441,139 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 50,
+                        "Direct Upstream (Fragility)": 109,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Bugzilla::Attachment",
-                        "Bugzilla::BugMail",
-                        "Bugzilla::BugUrl",
-                        "Bugzilla::BugUserLastVisit",
-                        "Bugzilla::Comment",
-                        "Bugzilla::Component",
-                        "Bugzilla::Constants",
-                        "Bugzilla::Error",
-                        "Bugzilla::Field",
-                        "Bugzilla::Flag",
-                        "Bugzilla::FlagType",
-                        "Bugzilla::Group",
-                        "Bugzilla::Hook",
-                        "Bugzilla::Keyword",
-                        "Bugzilla::Milestone",
-                        "Bugzilla::Product",
-                        "Bugzilla::Status",
-                        "Bugzilla::User",
-                        "Bugzilla::Util",
-                        "Bugzilla::Version",
-                        "List::MoreUtils",
-                        "List::Util",
-                        "POD",
-                        "QA",
-                        "Scalar::Util",
-                        "Storable",
-                        "UNCONFIRMED",
-                        "an",
-                        "base",
-                        "bugs",
-                        "commas",
-                        "comment",
-                        "comments",
-                        "constant",
-                        "email_in",
-                        "if",
-                        "it",
-                        "longer",
-                        "more",
-                        "need",
-                        "privileges",
-                        "privs",
-                        "remaining",
-                        "set_all",
-                        "set_bug_status",
-                        "strict",
-                        "the",
-                        "this",
-                        "warnings",
-                        "way"
+                        "AddPartitionsToTxnResultCollection",
+                        "ApiMessage",
+                        "ClientMetricsManager",
+                        "ConcurrentHashMap",
+                        "DeleteRecordsTopicResult",
+                        "Errors",
+                        "FetchManager",
+                        "FetchParams",
+                        "FetchPartitionData",
+                        "GroupConfig",
+                        "GroupConfigManager",
+                        "GroupCoordinator",
+                        "ListOffsetsTopicResponse",
+                        "MetadataCache",
+                        "MetadataResponseTopic",
+                        "OffsetForLeaderTopicResult",
+                        "OffsetForLeaderTopicResultCollection",
+                        "Optional",
+                        "Plugin",
+                        "ProcessRole",
+                        "RecordValidationStats",
+                        "ReplicationQuotaManager",
+                        "RequestLocal",
+                        "ResourceType",
+                        "SHARE_GROUP_STATE_TOPIC_NAME",
+                        "SecurityProtocol",
+                        "Seq",
+                        "Set",
+                        "SharePartitionKey",
+                        "ShareVersion",
+                        "StreamsVersion",
+                        "TRANSACTION_STATE_TOPIC_NAME",
+                        "Time",
+                        "TokenInformation",
+                        "Topic",
+                        "TopicIdPartition",
+                        "TopicPartition",
+                        "TransactionCoordinator",
+                        "TransactionVersion",
+                        "UNBOUNDED_QUOTA",
+                        "Uuid",
+                        "isInternal",
+                        "java.util",
+                        "java.util.Collections",
+                        "java.util.concurrent.CompletableFuture",
+                        "java.util.concurrent.atomic.AtomicInteger",
+                        "java.util.stream.Collectors",
+                        "kafka.coordinator.transaction.InitProducerIdResult",
+                        "kafka.network.RequestChannel",
+                        "kafka.server.QuotaFactory.QuotaManagers",
+                        "kafka.server.handlers.DescribeTopicPartitionsRequestHandler",
+                        "kafka.server.share.SharePartitionManager",
+                        "kafka.utils.Logging",
+                        "mutable",
+                        "org.apache.kafka.clients.CommonClientConfigs",
+                        "org.apache.kafka.clients.admin.EndpointType",
+                        "org.apache.kafka.common.Node",
+                        "org.apache.kafka.common.acl.AclOperation",
+                        "org.apache.kafka.common.acl.AclOperation._",
+                        "org.apache.kafka.common.config.ConfigResource",
+                        "org.apache.kafka.common.errors._",
+                        "org.apache.kafka.common.internals.FatalExitError",
+                        "org.apache.kafka.common.internals.Topic.GROUP_METADATA_TOPIC_NAME",
+                        "org.apache.kafka.common.message.AddPartitionsToTxnResponseData.AddPartitionsToTxnResult",
+                        "org.apache.kafka.common.message.DeleteRecordsResponseData.DeleteRecordsPartitionResult",
+                        "org.apache.kafka.common.message.DeleteShareGroupOffsetsRequestData.DeleteShareGroupOffsetsRequestTopic",
+                        "org.apache.kafka.common.message.DeleteShareGroupOffsetsResponseData.DeleteShareGroupOffsetsResponseTopic",
+                        "org.apache.kafka.common.message.ListOffsetsRequestData.ListOffsetsPartition",
+                        "org.apache.kafka.common.message.ListOffsetsResponseData.ListOffsetsPartitionResponse",
+                        "org.apache.kafka.common.message.MetadataResponseData.MetadataResponsePartition",
+                        "org.apache.kafka.common.message.OffsetForLeaderEpochRequestData.OffsetForLeaderTopic",
+                        "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
+                        "org.apache.kafka.common.message._",
+                        "org.apache.kafka.common.metrics.Metrics",
+                        "org.apache.kafka.common.network.ListenerName",
+                        "org.apache.kafka.common.protocol.ApiKeys",
+                        "org.apache.kafka.common.record.internal._",
+                        "org.apache.kafka.common.replica.ClientMetadata",
+                        "org.apache.kafka.common.replica.ClientMetadata.DefaultClientMetadata",
+                        "org.apache.kafka.common.requests.FindCoordinatorRequest.CoordinatorType",
+                        "org.apache.kafka.common.requests.ProduceResponse.PartitionResponse",
+                        "org.apache.kafka.common.requests._",
+                        "org.apache.kafka.common.resource.Resource",
+                        "org.apache.kafka.common.resource.Resource.CLUSTER_NAME",
+                        "org.apache.kafka.common.resource.ResourceType._",
+                        "org.apache.kafka.common.security.auth.KafkaPrincipal",
+                        "org.apache.kafka.common.security.token.delegation.DelegationToken",
+                        "org.apache.kafka.common.utils.ProducerIdAndEpoch",
+                        "org.apache.kafka.coordinator.group.Group",
+                        "org.apache.kafka.coordinator.group.modern.share.ShareGroupConfigProvider",
+                        "org.apache.kafka.coordinator.share.ShareCoordinator",
+                        "org.apache.kafka.metadata.ConfigRepository",
+                        "org.apache.kafka.security.DelegationTokenManager",
+                        "org.apache.kafka.server.ApiVersionManager",
+                        "org.apache.kafka.server.authorizer._",
+                        "org.apache.kafka.server.common.GroupVersion",
+                        "org.apache.kafka.server.quota.ReplicaQuota",
+                        "org.apache.kafka.server.share.ErroneousAndValidPartitionData",
+                        "org.apache.kafka.server.share.acknowledge.ShareAcknowledgementBatch",
+                        "org.apache.kafka.server.share.context.ShareFetchContext",
+                        "org.apache.kafka.server.storage.log.FetchIsolation",
+                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager",
+                        "org.apache.kafka.storage.internals.log.AppendOrigin",
+                        "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
+                        "scala.annotation.nowarn",
+                        "scala.collection.Map",
+                        "scala.collection.mutable.ArrayBuffer",
+                        "scala.jdk.CollectionConverters._",
+                        "scala.jdk.javaapi.OptionConverters"
                     ]
                 },
-                "perl/bugzilla/CGI.pm": {
+                "scala/kafka/KafkaRaftManager.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "CGI.pm",
-                        "Path": "perl/bugzilla/CGI.pm",
-                        "Language": "Perl",
+                        "Filename": "KafkaRaftManager.scala",
+                        "Path": "scala/kafka/KafkaRaftManager.scala",
+                        "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Alert": "TYPOSQUATTING THREAT: 'parameter' mimics 'parameters'",
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "scala",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10145.68,
-                        "Y": -57.14,
-                        "Z": -3241.07
+                        "X": -5843.31,
+                        "Y": -117.52,
+                        "Z": 7898.62
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -429008,323 +432582,213 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 844,
-                        "Coding LOC": 492,
-                        "Documentation LOC": 164,
-                        "Structural Magnitude": 675.74,
-                        "Control Flow Ratio": "50.2%",
+                        "Total LOC": 264,
+                        "Coding LOC": 212,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 32.94,
+                        "Control Flow Ratio": "8.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.089
+                        "Raw Cognitive Density": 0.069
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "39.77%",
-                        "Error & Exception Exposure": "98.82%",
-                        "Tech Debt Exposure": "80.01%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.21%",
+                        "Cognitive Load Exposure": "5.86%",
+                        "Error & Exception Exposure": "55.67%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "1.05%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.25%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "17.08%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "clean_search_url",
-                            "Structural Impact": 52.9,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 33,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.5%",
-                            "Start Line": 145,
-                            "End Line": 240
-                        },
-                        {
-                            "Function Name": "_prevent_unsafe_response",
-                            "Structural Impact": 49.8,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 315,
-                            "End Line": 374
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 26.0,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "48.0%",
-                            "Start Line": 44,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "header",
-                            "Structural Impact": 24.8,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 377,
-                            "End Line": 448
-                        },
-                        {
-                            "Function Name": "redirect_search_url",
-                            "Structural Impact": 18.5,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 565,
-                            "End Line": 622
-                        },
-                        {
-                            "Function Name": "param",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 10,
+                            "Function Name": "lockDataDir",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 450,
-                            "End Line": 488
-                        },
-                        {
-                            "Function Name": "canonicalise_query",
-                            "Structural Impact": 17.0,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "47.1%",
-                            "Start Line": 115,
-                            "End Line": 143
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 59,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "send_cookie",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 519,
-                            "End Line": 547
+                            "Function Name": "buildNetworkClient",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 205,
+                            "End Line": 260
                         },
                         {
-                            "Function Name": "url_is_attachment_base",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 655,
-                            "End Line": 676
+                            "Function Name": "handleRequest",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 154,
+                            "End Line": 161
                         },
                         {
-                            "Function Name": "check_etag",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
+                            "Function Name": "createLogDirectory",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 242,
-                            "End Line": 261
-                        },
-                        {
-                            "Function Name": "multipart_start",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 264,
-                            "End Line": 294
-                        },
-                        {
-                            "Function Name": "_init_bz_cgi_globals",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 24,
-                            "End Line": 40
-                        },
-                        {
-                            "Function Name": "close_standby_message",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 296,
-                            "End Line": 307
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 52,
+                            "End Line": 57
                         },
                         {
-                            "Function Name": "FETCH",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 709,
-                            "End Line": 716
+                            "Function Name": "buildRaftClient",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 163,
+                            "End Line": 181
                         },
                         {
-                            "Function Name": "_fix_utf8",
-                            "Structural Impact": 6.0,
+                            "Function Name": "hasDifferentLogDir",
+                            "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 499,
-                            "End Line": 505
-                        },
-                        {
-                            "Function Name": "should_set",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 507,
-                            "End Line": 514
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 75,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "remove_cookie",
-                            "Structural Impact": 4.8,
+                            "Function Name": "buildMetadataLog",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 551,
-                            "End Line": 561
-                        },
-                        {
-                            "Function Name": "STORE",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 700,
-                            "End Line": 707
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 193,
+                            "End Line": 203
                         },
                         {
-                            "Function Name": "redirect_to_https",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 624,
-                            "End Line": 645
+                            "Function Name": "startup",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 133,
+                            "End Line": 142
                         },
                         {
-                            "Function Name": "url_param",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 490,
-                            "End Line": 497
+                            "Function Name": "shutdown",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 144,
+                            "End Line": 152
                         },
                         {
-                            "Function Name": "set_dated_content_disp",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "buildNetworkChannel",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 678,
-                            "End Line": 692
+                            "Start Line": 183,
+                            "End Line": 186
                         },
                         {
-                            "Function Name": "DELETE",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "createDataDir",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 720,
-                            "End Line": 725
+                            "Start Line": 188,
+                            "End Line": 191
                         },
                         {
-                            "Function Name": "redirect_to_urlbase",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "recordSerde",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 648,
-                            "End Line": 653
+                            "Start Line": 262,
+                            "End Line": 263
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 162,
-                        "Sequential Logic Declarations": 161,
-                        "Function Parameters": 26,
-                        "Function/Method Declarations": 23,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 4,
-                        "I/O and Network Boundaries": 0,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 57,
+                        "Function Parameters": 17,
+                        "Function/Method Declarations": 12,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 5,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 4,
                         "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 350,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 30,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
-                        "Decorators and Annotations": 50,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 5,
+                        "Closures and Anonymous Functions": 9,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 13,
+                        "Collection Iterators / Comprehensions": 1,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 13,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 1,
-                        "Pointer Arithmetic & Addressing": 24,
+                        "Preprocessor Macros": 4,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 12,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 27,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 85,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 6,
+                        "Immutable Data Declarations": 33,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 18,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 369,
+                        "Structural Space Indentations": 176,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 32,
-                        "Time Date Logic": 7,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -429333,28 +432797,28 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Core Var Decl": 39,
+                        "Design Camel Case": 25,
+                        "Design Snake Case": 4,
+                        "Design Pascal Case": 10,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Long Vars": 3,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
+                        "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
+                        "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -429365,52 +432829,83 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
+                        "Direct Upstream (Fragility)": 53,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 8,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Bugzilla::CGI",
-                        "Bugzilla::Constants",
-                        "Bugzilla::Error",
-                        "Bugzilla::Hook",
-                        "Bugzilla::Search::Recent",
-                        "Bugzilla::Util",
-                        "C",
-                        "File::Basename",
-                        "L",
-                        "a",
-                        "base",
-                        "in",
-                        "it",
-                        "list",
-                        "need",
-                        "parameter",
-                        "parameters",
-                        "strict",
-                        "templates",
-                        "use",
-                        "value",
-                        "warnings"
+                        "Collection => JCollection",
+                        "ExternalKRaftMetrics",
+                        "FileQuorumStateStore",
+                        "KafkaNetworkChannel",
+                        "KafkaRaftClient",
+                        "KafkaRaftClientDriver",
+                        "KafkaScheduler",
+                        "ListenerName",
+                        "ManualMetadataUpdater",
+                        "Map => JMap",
+                        "MetadataLogConfig",
+                        "MetadataRecoveryStrategy",
+                        "NetworkClient",
+                        "NetworkReceive",
+                        "QuorumConfig",
+                        "RaftLog",
+                        "RaftManager",
+                        "Selectable",
+                        "Selector",
+                        "Time",
+                        "TimingWheelExpirationService",
+                        "UnifiedLog",
+                        "Utils",
+                        "java.io.File",
+                        "java.net.InetSocketAddress",
+                        "java.nio.file.Files",
+                        "java.nio.file.Paths",
+                        "java.util.OptionalInt",
+                        "java.util.concurrent.CompletableFuture",
+                        "kafka.server.KafkaConfig",
+                        "kafka.utils.Logging",
+                        "org.apache.kafka.clients.ApiVersions",
+                        "org.apache.kafka.common.KafkaException",
+                        "org.apache.kafka.common.TopicPartition",
+                        "org.apache.kafka.common.Uuid",
+                        "org.apache.kafka.common.metrics.Metrics",
+                        "org.apache.kafka.common.network.ChannelBuilders",
+                        "org.apache.kafka.common.protocol.ApiMessage",
+                        "org.apache.kafka.common.requests.RequestContext",
+                        "org.apache.kafka.common.requests.RequestHeader",
+                        "org.apache.kafka.common.security.JaasContext",
+                        "org.apache.kafka.common.security.auth.SecurityProtocol",
+                        "org.apache.kafka.common.utils.LogContext",
+                        "org.apache.kafka.raft.Endpoints",
+                        "org.apache.kafka.raft.internals.KafkaRaftLog",
+                        "org.apache.kafka.server.ProcessRole",
+                        "org.apache.kafka.server.common.Feature",
+                        "org.apache.kafka.server.common.serialization.RecordSerde",
+                        "org.apache.kafka.server.fault.FaultHandler",
+                        "org.apache.kafka.server.util.FileLock",
+                        "org.apache.kafka.server.util.timer.SystemTimer",
+                        "org.apache.kafka.storage.internals.log.LogManager",
+                        "scala.jdk.CollectionConverters._"
                     ]
                 },
-                "perl/bugzilla/DB.pm": {
+                "scala/kafka/LogManager.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "DB.pm",
-                        "Path": "perl/bugzilla/DB.pm",
-                        "Language": "Perl",
+                        "Filename": "LogManager.scala",
+                        "Path": "scala/kafka/LogManager.scala",
+                        "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "scala",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10538.2,
-                        "Y": -133.63,
-                        "Z": -2688.49
+                        "X": -5372.56,
+                        "Y": -177.79,
+                        "Z": 7688.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -429419,1447 +432914,835 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3011,
-                        "Coding LOC": 1800,
-                        "Documentation LOC": 334,
-                        "Structural Magnitude": 1121.4,
-                        "Control Flow Ratio": "39.5%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 1590,
+                        "Coding LOC": 1117,
+                        "Documentation LOC": 309,
+                        "Structural Magnitude": 850.84,
+                        "Control Flow Ratio": "73.6%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.778
+                        "Raw Cognitive Density": 0.557
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "26.39%",
-                        "Error & Exception Exposure": "80.17%",
-                        "Tech Debt Exposure": "16.17%",
+                        "Cognitive Load Exposure": "20.88%",
+                        "Error & Exception Exposure": "66.2%",
+                        "Tech Debt Exposure": "29.61%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "4.95%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "5.02%",
+                        "State Flux Exposure": "8.59%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "19.21%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "bz_check_server_version",
-                            "Structural Impact": 37.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 16,
+                            "Function Name": "loadLogs",
+                            "Structural Impact": 90.8,
+                            "Lines of Code (LOC)": 137,
+                            "Control Flow Branches": 41,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "59.3%",
-                            "Start Line": 235,
-                            "End Line": 294
+                            "Control Flow Ratio": "89.1%",
+                            "Start Line": 424,
+                            "End Line": 560
                         },
                         {
-                            "Function Name": "bz_add_column",
-                            "Structural Impact": 29.3,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 10,
+                            "Function Name": "getOrCreateLog",
+                            "Structural Impact": 70.5,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 26,
                             "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 664,
-                            "End Line": 710
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 1028,
+                            "End Line": 1114
                         },
                         {
-                            "Function Name": "_check_references",
-                            "Structural Impact": 26.7,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "47.4%",
-                            "Start Line": 1578,
-                            "End Line": 1664
+                            "Function Name": "loadLog",
+                            "Structural Impact": 54.2,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "84.2%",
+                            "Start Line": 335,
+                            "End Line": 398
                         },
                         {
-                            "Function Name": "bz_add_fks",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 7,
+                            "Function Name": "asyncDelete",
+                            "Structural Impact": 46.7,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 19,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "38.9%",
-                            "Start Line": 717,
-                            "End Line": 747
+                            "Control Flow Ratio": "95.0%",
+                            "Start Line": 1299,
+                            "End Line": 1338
                         },
                         {
-                            "Function Name": "bz_alter_column_raw",
-                            "Structural Impact": 19.2,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 804,
-                            "End Line": 817
+                            "Function Name": "createAndValidateLogDirs",
+                            "Structural Impact": 29.7,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 185,
+                            "End Line": 223
                         },
                         {
-                            "Function Name": "bz_alter_column",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 749,
-                            "End Line": 780
+                            "Function Name": "truncateTo",
+                            "Structural Impact": 27.5,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 739,
+                            "End Line": 769
                         },
                         {
-                            "Function Name": "bz_setup_foreign_keys",
-                            "Structural Impact": 14.8,
-                            "Lines of Code (LOC)": 42,
+                            "Function Name": "truncateFullyAndStartAt",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 26,
                             "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.1%",
-                            "Start Line": 604,
-                            "End Line": 645
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 779,
+                            "End Line": 804
                         },
                         {
-                            "Function Name": "sql_fulltext_search",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 489,
-                            "End Line": 528
+                            "Function Name": "deleteLogs",
+                            "Structural Impact": 19.1,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1142,
+                            "End Line": 1183
                         },
                         {
-                            "Function Name": "bz_drop_fk",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 5,
+                            "Function Name": "replaceCurrentWithFutureLog",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 988,
-                            "End Line": 1016
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1238,
+                            "End Line": 1288
                         },
                         {
-                            "Function Name": "bz_rename_table",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 1153,
-                            "End Line": 1181
+                            "Function Name": "createLogDirectory",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 1116,
+                            "End Line": 1133
                         },
                         {
-                            "Function Name": "bz_drop_column",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 966,
-                            "End Line": 986
+                            "Function Name": "shutdown",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 659,
+                            "End Line": 731
                         },
                         {
-                            "Function Name": "bz_rename_column",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 1127,
-                            "End Line": 1151
+                            "Function Name": "checkpointRecoveryOffsetsInDir",
+                            "Structural Impact": 14.7,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 845,
+                            "End Line": 860
                         },
                         {
-                            "Function Name": "_bz_init_schema_storage",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 6,
+                            "Function Name": "handleLogDirFailure",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 1428,
-                            "End Line": 1477
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 235,
+                            "End Line": 271
                         },
                         {
-                            "Function Name": "bz_drop_index_raw",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 1085,
-                            "End Line": 1096
+                            "Function Name": "checkpointLogStartOffsetsInDir",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 868,
+                            "End Line": 881
                         },
                         {
-                            "Function Name": "bz_drop_table",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 1098,
-                            "End Line": 1117
+                            "Function Name": "replaceCurrentWithFutureLog",
+                            "Structural Impact": 13.5,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1222,
+                            "End Line": 1236
                         },
                         {
-                            "Function Name": "bz_add_table",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 865,
-                            "End Line": 888
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1458,
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-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 563,
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+                            "Function Name": "liveLogDirs",
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "25.0%",
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-                            "Control Flow Ratio": "10.0%",
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-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 456,
-                            "End Line": 463
+                            "Function Name": "logsByDir",
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+                            "Control Flow Ratio": "0.0%",
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-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1230,
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-                            "Start Line": 1239,
-                            "End Line": 1246
+                            "Function Name": "startup",
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+                            "Control Flow Ratio": "0.0%",
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-                            "Start Line": 1259,
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 958,
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+                            "Control Flow Ratio": "0.0%",
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-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "decNumRemainingLogs",
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-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 465,
-                            "End Line": 469
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-                            "Start Line": 1040,
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-                            "Start Line": 1197,
-                            "End Line": 1204
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-                            "Start Line": 1206,
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-                            "Control Flow Ratio": "20.0%",
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-                            "Structural Impact": 3.1,
+                            "Function Name": "addToDir",
+                            "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1313,
-                            "End Line": 1315
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-                        {
-                            "Function Name": "connect_shadow",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 138,
-                            "End Line": 152
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-                        {
-                            "Function Name": "_handle_error",
-                            "Structural Impact": 2.5,
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 174,
-                            "End Line": 182
-                        },
-                        {
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-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 471,
-                            "End Line": 479
+                            "Start Line": 1472,
+                            "End Line": 1474
                         },
                         {
-                            "Function Name": "sql_like",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "logsInDir",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 431,
-                            "End Line": 437
+                            "Start Line": 1484,
+                            "End Line": 1487
                         },
                         {
-                            "Function Name": "sql_ilike",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "offlineLogDirs",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 439,
-                            "End Line": 445
+                            "Start Line": 150,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "sql_not_ilike",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "fetchLogConfig",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 447,
-                            "End Line": 453
+                            "Start Line": 610,
+                            "End Line": 614
                         },
                         {
-                            "Function Name": "bz_add_fk",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "topicConfigUpdated",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 712,
-                            "End Line": 715
+                            "Start Line": 957,
+                            "End Line": 961
                         },
                         {
-                            "Function Name": "sql_iposition",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "reconfigureDefaultLogConfig",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 418,
-                            "End Line": 423
+                            "Start Line": 114,
+                            "End Line": 116
                         },
                         {
-                            "Function Name": "bz_last_key",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "updateCordonedLogDirs",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 540,
-                            "End Line": 545
+                            "Start Line": 132,
+                            "End Line": 134
                         },
                         {
-                            "Function Name": "sql_position",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "addLogToBeDeleted",
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 425,
-                            "End Line": 429
+                            "Start Line": 324,
+                            "End Line": 326
                         },
                         {
-                            "Function Name": "sql_istring",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "newThread",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 412,
-                            "End Line": 416
+                            "Start Line": 404,
+                            "End Line": 406
                         },
                         {
-                            "Function Name": "bz_table_columns_real",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "checkpointRecoveryOffsetsInDir",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1291,
-                            "End Line": 1295
+                            "Start Line": 835,
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                         },
                         {
-                            "Function Name": "bz_table_info",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "initializingLog",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1248,
-                            "End Line": 1251
+                            "Start Line": 949,
+                            "End Line": 951
                         },
                         {
-                            "Function Name": "bz_table_columns",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "logsInDir",
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1254,
-                            "End Line": 1257
+                            "Start Line": 1480,
+                            "End Line": 1482
                         },
                         {
-                            "Function Name": "_build_qi",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "onlineLogDirId",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 39,
-                            "End Line": 45
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                         },
                         {
-                            "Function Name": "bz_table_list_real",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "directoryId",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1303,
-                            "End Line": 1307
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+                            "End Line": 295
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                         {
-                            "Function Name": "bz_server_version",
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-                            "Lines of Code (LOC)": 4,
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                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 535,
-                            "End Line": 538
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                         {
-                            "Function Name": "_bz_get_initial_schema",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1225,
-                            "End Line": 1228
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                         },
                         {
-                            "Function Name": "bz_table_list",
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-                            "Lines of Code (LOC)": 4,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1271,
-                            "End Line": 1274
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                         },
                         {
-                            "Function Name": "connect_main",
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                             "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 157
+                            "Start Line": 993,
+                            "End Line": 997
                         },
                         {
-                            "Function Name": "bz_enum_initial_values",
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                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 585,
-                            "End Line": 587
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 519,
-                        "Function Parameters": 74,
-                        "Function/Method Declarations": 78,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 10,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 23,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 523,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 456,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 8,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 30,
-                        "Decorators and Annotations": 75,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 29,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 38,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 5,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 106,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 29,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 16,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 17,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 13,
-                        "Private / Encapsulated Scopes": 251,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 1,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 857,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 15,
-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 49,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 35,
-                        "Design Pascal Case": 7,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 1,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
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-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 8,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
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-                        "Bugzilla::DB",
-                        "Bugzilla::DB::QuoteIdentifier",
-                        "Bugzilla::DB::Schema",
-                        "Bugzilla::Error",
-                        "Bugzilla::Install::Localconfig",
-                        "Bugzilla::Install::Requirements",
-                        "Bugzilla::Install::Util",
-                        "Bugzilla::Mailer",
-                        "Bugzilla::Util",
-                        "Bugzilla::Version",
-                        "Carp",
-                        "DBI",
-                        "DBIx::Connector",
-                        "DEFAULT",
-                        "FK",
-                        "L",
-                        "List::Util",
-                        "Moo",
-                        "NAME",
-                        "Scalar::Util",
-                        "Storable",
-                        "_bz_schema",
-                        "bz_table_list",
-                        "constant",
-                        "default",
-                        "driver",
-                        "handles",
-                        "longer",
-                        "match",
-                        "now",
-                        "only",
-                        "parameters",
-                        "shadow",
-                        "table",
-                        "that",
-                        "the",
-                        "them",
-                        "these",
-                        "this",
-                        "value",
-                        "when"
-                    ]
-                },
-                "perl/bugzilla/Requirements.pm": {
-                    "1. Artifact Identity": {
-                        "Filename": "Requirements.pm",
-                        "Path": "perl/bugzilla/Requirements.pm",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -9875.96,
-                        "Y": -39.32,
-                        "Z": -2586.71
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1000,
-                        "Coding LOC": 707,
-                        "Documentation LOC": 117,
-                        "Structural Magnitude": 462.94,
-                        "Control Flow Ratio": "35.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.853
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "30.07%",
-                        "Error & Exception Exposure": "88.38%",
-                        "Tech Debt Exposure": "18.63%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.07%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Function Name": "print_module_instructions",
-                            "Structural Impact": 44.6,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "44.0%",
-                            "Start Line": 582,
-                            "End Line": 677
-                        },
-                        {
-                            "Function Name": "_checking_for",
-                            "Structural Impact": 28.8,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.1%",
-                            "Start Line": 777,
-                            "End Line": 814
-                        },
-                        {
-                            "Function Name": "have_vers",
-                            "Structural Impact": 26.9,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "43.3%",
-                            "Start Line": 722,
-                            "End Line": 775
+                            "Start Line": 118,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "OPTIONAL_MODULES",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 244,
-                            "Control Flow Branches": 4,
+                            "Function Name": "directoryIdsSet",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 197,
-                            "End Line": 440
-                        },
-                        {
-                            "Function Name": "check_graphviz",
-                            "Structural Impact": 17.1,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 688,
-                            "End Line": 718
-                        },
-                        {
-                            "Function Name": "check_requirements",
-                            "Structural Impact": 14.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 484,
-                            "End Line": 517
-                        },
-                        {
-                            "Function Name": "_missing_apache_modules",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "29.4%",
-                            "Start Line": 533,
-                            "End Line": 554
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 130,
+                            "End Line": 130
                         },
                         {
-                            "Function Name": "REQUIRED_MODULES",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 3,
+                            "Function Name": "cordonedLogDirs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "11.5%",
-                            "Start Line": 84,
-                            "End Line": 195
-                        },
-                        {
-                            "Function Name": "_check_apache_module",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 570,
-                            "End Line": 580
-                        },
-                        {
-                            "Function Name": "_check_missing",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 520,
-                            "End Line": 531
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 136,
+                            "End Line": 138
                         },
                         {
-                            "Function Name": "_get_apachectl",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
+                            "Function Name": "hasOfflineLogDirs",
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "30.8%",
-                            "Start Line": 556,
-                            "End Line": 568
-                        },
-                        {
-                            "Function Name": "install_command",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 816,
-                            "End Line": 832
-                        },
-                        {
-                            "Function Name": "_get_extension_requirements",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 470,
-                            "End Line": 482
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 147,
+                            "End Line": 147
                         },
                         {
-                            "Function Name": "map_files_to_features",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
+                            "Function Name": "hasLogsToBeDeleted",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 835,
-                            "End Line": 847
-                        },
-                        {
-                            "Function Name": "_translate_feature",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 679,
-                            "End Line": 686
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 123,
-                        "Sequential Logic Declarations": 228,
-                        "Function Parameters": 11,
-                        "Function/Method Declarations": 15,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 10,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 240,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 41,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 4,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 75,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 12,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 14,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 4,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 45,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 33,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 9,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 87,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 581,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 7,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 195,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 190,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 18,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 6,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Bugzilla::Constants",
-                        "Bugzilla::Install::Util",
-                        "DateTime::TimeZone",
-                        "Email::Address::XS",
-                        "List::Util",
-                        "Perl",
-                        "Term::ANSIColor",
-                        "XMLRPC::Lite",
-                        "an",
-                        "apache2ctl",
-                        "base",
-                        "constant",
-                        "longer",
-                        "module",
-                        "strict",
-                        "that",
-                        "this",
-                        "warnings"
-                    ]
-                }
-            }
-        },
-        "scala/kafka": {
-            "Directory Group Magnitude": 6307.04,
-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "14.4%",
-                "Error & Exception Exposure": "49.39%",
-                "Tech Debt Exposure": "35.85%",
-                "Testing Exposure": "57.85%",
-                "API Exposure": "4.85%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "8.73%",
-                "Commented Logic Exposure": "1.44%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "21.17%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "scala/kafka/Kafka.scala": {
-                    "1. Artifact Identity": {
-                        "Filename": "Kafka.scala",
-                        "Path": "scala/kafka/Kafka.scala",
-                        "Language": "Scala",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scala",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .scala)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5210.58,
-                        "Y": -302.43,
-                        "Z": 6993.8
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 115,
-                        "Coding LOC": 75,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 40.1,
-                        "Control Flow Ratio": "62.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.267
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "10.95%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "95.26%",
-                        "Testing Exposure": "2.57%",
-                        "API Exposure": "3.08%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "main",
-                            "Structural Impact": 24.7,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "93.8%",
-                            "Start Line": 72,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "getPropsFromArgs",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 30,
-                            "End Line": 62
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 333,
+                            "End Line": 333
                         },
                         {
-                            "Function Name": "buildServer",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "allLogs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 70
+                            "Start Line": 1456,
+                            "End Line": 1456
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 292,
+                        "Sequential Logic Declarations": 105,
+                        "Function Parameters": 165,
+                        "Function/Method Declarations": 75,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 38,
+                        "Type/Safety Bypasses": 46,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 46,
+                        "State Mutations / Variable Reassignments": 71,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 38,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 7,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 8,
+                        "Closures and Anonymous Functions": 147,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 3,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Decorators and Annotations": 6,
+                        "Generic Type Abstractions": 98,
+                        "Collection Iterators / Comprehensions": 34,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
+                        "Preprocessor Macros": 52,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 17,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 7,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Thread Synchronization Locks": 16,
+                        "Immutable Data Declarations": 140,
+                        "Resource Deallocation & Cleanup": 11,
+                        "Private / Encapsulated Scopes": 51,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 65,
+                        "Structural Space Indentations": 1086,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -430876,15 +433759,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 15,
-                        "Design Camel Case": 3,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 7,
+                        "Core Var Decl": 251,
+                        "Design Camel Case": 134,
+                        "Design Snake Case": 39,
+                        "Design Pascal Case": 75,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 1,
+                        "Design Short Vars": 3,
+                        "Design Long Vars": 14,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 18,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -430892,7 +433775,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -430908,32 +433791,73 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 14,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 6,
+                        "Direct Upstream (Fragility)": 55,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Java",
+                        "IOException",
+                        "KafkaException",
                         "KafkaRaftServer",
-                        "LoggingSignalHandler",
-                        "OperatingSystem",
-                        "Server",
+                        "KafkaStorageException",
+                        "KafkaThread",
+                        "LogCleaner",
+                        "LogConfig",
+                        "LogDirFailureChannel",
+                        "LogDirNotFoundException",
+                        "LogManager => JLogManager",
+                        "LogOffsetsListener",
+                        "MetaPropertiesEnsemble",
+                        "NoSuchFileException",
+                        "OffsetCheckpointFile",
+                        "Optional",
+                        "OptionalLong",
+                        "ProducerStateManagerConfig",
+                        "Properties",
+                        "PropertiesUtils",
+                        "RemoteIndexCache",
+                        "Scheduler",
+                        "Success",
                         "Time",
+                        "TopicPartition",
+                        "TransactionStateManagerConfig",
+                        "Try",
+                        "UnifiedLog",
                         "Utils",
-                        "java.util.Properties",
-                        "joptsimple.OptionParser",
+                        "Uuid",
+                        "java.io.File",
+                        "java.lang.Long => JLong",
+                        "java.nio.file.Files",
+                        "java.util",
+                        "java.util.Collections",
+                        "java.util.concurrent._",
+                        "java.util.concurrent.atomic.AtomicInteger",
+                        "java.util.stream.Collectors",
                         "kafka.server.KafkaConfig",
-                        "kafka.utils.Implicits._",
                         "kafka.utils.Logging",
+                        "org.apache.kafka.common.DirectoryId",
+                        "org.apache.kafka.common.errors.InconsistentTopicIdException",
                         "org.apache.kafka.common.utils.Exit",
-                        "org.apache.kafka.server.util.CommandLineUtils"
+                        "org.apache.kafka.coordinator.transaction.TransactionLogConfig",
+                        "org.apache.kafka.image.TopicsImage",
+                        "org.apache.kafka.metadata.ConfigRepository",
+                        "org.apache.kafka.metadata.properties.MetaProperties",
+                        "org.apache.kafka.server.metrics.KafkaMetricsGroup",
+                        "org.apache.kafka.server.util.FileLock",
+                        "org.apache.kafka.storage.internals.checkpoint.CleanShutdownFileHandler",
+                        "org.apache.kafka.storage.internals.log.CleanerConfig",
+                        "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
+                        "scala.collection._",
+                        "scala.collection.mutable.ArrayBuffer",
+                        "scala.jdk.CollectionConverters._",
+                        "scala.util.Failure"
                     ]
                 },
-                "scala/kafka/KafkaApis.scala": {
+                "scala/kafka/Partition.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "KafkaApis.scala",
-                        "Path": "scala/kafka/KafkaApis.scala",
+                        "Filename": "Partition.scala",
+                        "Path": "scala/kafka/Partition.scala",
                         "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -430943,9 +433867,9 @@
                         "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5692.54,
-                        "Y": -263.75,
-                        "Z": 7143.25
+                        "X": -5641.39,
+                        "Y": -322.11,
+                        "Z": 6746.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -430954,1445 +433878,1115 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4290,
-                        "Coding LOC": 3578,
-                        "Documentation LOC": 300,
-                        "Structural Magnitude": 2233.46,
-                        "Control Flow Ratio": "67.1%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 1854,
+                        "Coding LOC": 1255,
+                        "Documentation LOC": 417,
+                        "Structural Magnitude": 985.8,
+                        "Control Flow Ratio": "69.0%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.293
+                        "Raw Cognitive Density": 0.414
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.42%",
-                        "Error & Exception Exposure": "61.73%",
-                        "Tech Debt Exposure": "8.14%",
+                        "Cognitive Load Exposure": "16.38%",
+                        "Error & Exception Exposure": "44.12%",
+                        "Tech Debt Exposure": "69.35%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.31%",
+                        "API Exposure": "7.8%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "4.84%",
+                        "State Flux Exposure": "33.65%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "29.72%",
+                        "Documentation Exposure": "30.9%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "handle",
-                            "Structural Impact": 163.3,
-                            "Lines of Code (LOC)": 113,
-                            "Control Flow Branches": 90,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "95.7%",
-                            "Start Line": 153,
-                            "End Line": 265
-                        },
-                        {
-                            "Function Name": "handleShareFetchRequest",
-                            "Structural Impact": 81.0,
-                            "Lines of Code (LOC)": 235,
-                            "Control Flow Branches": 48,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 3175,
-                            "End Line": 3409
-                        },
-                        {
-                            "Function Name": "handleFetchRequest",
-                            "Structural Impact": 68.7,
-                            "Lines of Code (LOC)": 214,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 564,
-                            "End Line": 777
-                        },
-                        {
-                            "Function Name": "handleProduceRequest",
-                            "Structural Impact": 67.0,
-                            "Lines of Code (LOC)": 163,
-                            "Control Flow Branches": 33,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "68.8%",
-                            "Start Line": 397,
-                            "End Line": 559
+                            "Function Name": "readRecords",
+                            "Structural Impact": 37.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 1367,
+                            "End Line": 1431
                         },
                         {
-                            "Function Name": "handleTopicMetadataRequest",
-                            "Structural Impact": 57.1,
-                            "Lines of Code (LOC)": 123,
-                            "Control Flow Branches": 35,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.1%",
-                            "Start Line": 881,
-                            "End Line": 1003
+                            "Function Name": "fetchOffsetForTimestamp",
+                            "Structural Impact": 36.8,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 1433,
+                            "End Line": 1482
                         },
                         {
-                            "Function Name": "handleAddPartitionsToTxnRequest",
-                            "Structural Impact": 52.3,
-                            "Lines of Code (LOC)": 111,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "78.8%",
-                            "Start Line": 1857,
-                            "End Line": 1967
+                            "Function Name": "appendRecordsToLeader",
+                            "Structural Impact": 33.4,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 1219,
+                            "End Line": 1252
                         },
                         {
-                            "Function Name": "handleWriteTxnMarkersRequest",
-                            "Structural Impact": 52.2,
-                            "Lines of Code (LOC)": 144,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "67.6%",
-                            "Start Line": 1712,
-                            "End Line": 1855
+                            "Function Name": "makeLeader",
+                            "Structural Impact": 29.4,
+                            "Lines of Code (LOC)": 99,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 588,
+                            "End Line": 686
                         },
                         {
-                            "Function Name": "getCoordinator",
-                            "Structural Impact": 50.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 23,
+                            "Function Name": "appendRecordsToFollowerOrFutureReplica",
+                            "Structural Impact": 27.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "95.8%",
-                            "Start Line": 1245,
-                            "End Line": 1301
-                        },
-                        {
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                             "Control Flow Ratio": "100.0%",
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-                            "Control Flow Ratio": "68.4%",
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+                            "Control Flow Ratio": "100.0%",
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-                            "Start Line": 3492,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "79.2%",
-                            "Start Line": 3319,
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-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 18,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 274,
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-                            "Control Flow Branches": 17,
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-                            "Control Flow Ratio": "81.0%",
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-                            "End Line": 2118
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+                            "Control Flow Ratio": "76.5%",
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "70.8%",
-                            "Start Line": 1604,
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-                            "Lines of Code (LOC)": 91,
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                             "Input Parameters": 4,
-                            "Control Flow Ratio": "55.0%",
-                            "Start Line": 4127,
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                             "Control Flow Branches": 9,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 838,
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-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 1108,
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-                            "Start Line": 2870,
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-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 457,
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-                            "Lines of Code (LOC)": 96,
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-                            "Start Line": 636,
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-                            "Control Flow Branches": 8,
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-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 3412,
-                            "End Line": 3489
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+                            "Control Flow Ratio": "87.5%",
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                             "Lines of Code (LOC)": 50,
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-                            "Start Line": 3866,
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-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 2364,
-                            "End Line": 2428
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+                            "Control Flow Ratio": "50.0%",
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-                            "Control Flow Branches": 13,
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-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 2645,
-                            "End Line": 2729
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+                            "Control Flow Ratio": "55.6%",
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-                            "Control Flow Branches": 13,
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-                            "Control Flow Ratio": "59.1%",
-                            "Start Line": 3547,
-                            "End Line": 3630
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+                            "Control Flow Ratio": "100.0%",
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-                            "Control Flow Branches": 13,
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-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 3090,
-                            "End Line": 3170
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+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 343,
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-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 9,
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                             "Input Parameters": 3,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 1055,
-                            "End Line": 1106
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-                            "Control Flow Branches": 11,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 3047,
-                            "End Line": 3088
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+                            "Control Flow Branches": 7,
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+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 426,
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-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 10,
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-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1539,
-                            "End Line": 1602
+                            "Control Flow Ratio": "80.0%",
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-                            "Lines of Code (LOC)": 49,
+                            "Function Name": "lowWatermarkIfLeader",
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                             "Control Flow Branches": 8,
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-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 1969,
-                            "End Line": 2017
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-                            "Control Flow Branches": 10,
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-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2261,
-                            "End Line": 2289
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-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 9,
+                            "Function Name": "runCallbackIfFutureReplicaCaughtUp",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 3917,
-                            "End Line": 3971
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+                            "Start Line": 500,
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-                            "Structural Impact": 16.9,
+                            "Function Name": "maybeExpandIsr",
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                             "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 7,
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-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 4250,
-                            "End Line": 4268
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-                            "Control Flow Ratio": "47.4%",
-                            "Start Line": 2995,
-                            "End Line": 3045
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-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 1303,
-                            "End Line": 1349
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-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 2605,
-                            "End Line": 2643
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-                            "Control Flow Branches": 9,
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-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 2317,
-                            "End Line": 2351
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-                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 3752,
-                            "End Line": 3789
+                            "Control Flow Ratio": "100.0%",
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+                            "End Line": 894
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-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2486,
-                            "End Line": 2530
+                            "Function Name": "maybeStartTransactionVerification",
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+                            "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 481,
+                            "End Line": 486
                         },
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-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 27,
+                            "Function Name": "addBrokerEpochToIsr",
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                             "Control Flow Branches": 6,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "85.7%",
-                            "Start Line": 1401,
-                            "End Line": 1427
+                            "Start Line": 1661,
+                            "End Line": 1685
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-                            "Structural Impact": 12.8,
+                            "Function Name": "checkCurrentLeaderEpoch",
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                             "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 379,
-                            "End Line": 392
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 369,
+                            "End Line": 382
                         },
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-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1669,
-                            "End Line": 1710
+                            "Function Name": "maybeCreate",
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+                            "Control Flow Branches": 6,
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 323,
+                            "End Line": 333
                         },
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-                            "Structural Impact": 11.9,
+                            "Function Name": "followerReplicaOrThrow",
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                             "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 4047,
-                            "End Line": 4076
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                             "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 3817,
-                            "End Line": 3864
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1336,
+                            "End Line": 1365
                         },
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-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1377,
-                            "End Line": 1399
+                            "Function Name": "maybeShrinkIsr",
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+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1089,
+                            "End Line": 1127
                         },
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-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 5,
+                            "Function Name": "equals",
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 2183,
-                            "End Line": 2208
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+                            "Start Line": 1827,
+                            "End Line": 1830
                         },
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-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 34,
+                            "Function Name": "isBrokerEpochIsrEligible",
+                            "Structural Impact": 7.1,
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                             "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 934,
+                            "End Line": 937
+                        },
+                        {
+                            "Function Name": "doAppendRecordsToFollowerOrFutureReplica",
+                            "Structural Impact": 7.0,
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 3974,
-                            "End Line": 4007
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1167,
+                            "End Line": 1187
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-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 5,
+                            "Function Name": "isReplicaIsrEligible",
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+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 2159,
-                            "End Line": 2181
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 914,
+                            "End Line": 932
                         },
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-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 22,
+                            "Function Name": "toString",
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                             "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1674,
-                            "End Line": 1695
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+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 1835,
+                            "End Line": 1852
                         },
                         {
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-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 5,
+                            "Function Name": "activeProducerState",
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+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2353,
-                            "End Line": 2362
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 1484,
+                            "End Line": 1499
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                         {
-                            "Function Name": "handleOffsetFetchRequest",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 35,
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-                            "Lines of Code (LOC)": 8,
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+                            "Function Name": "hasLateTransaction",
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-                            "Start Line": 1197,
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                         {
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                             "Control Flow Branches": 0,
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                         {
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+                            "Function Name": "markOffline",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 1134,
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                         {
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-                            "Lines of Code (LOC)": 9,
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                             "Control Flow Branches": 0,
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-                            "Start Line": 2489,
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-                        {
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-                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
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-                            "Start Line": 2600,
-                            "End Line": 2603
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                         {
-                            "Function Name": "isStreamsGroupProtocolEnabled",
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-                            "Control Flow Branches": 1,
+                            "Function Name": "maybeReplaceCurrentWithFutureReplica",
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                             "Input Parameters": 0,
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                         {
-                            "Function Name": "getResponsePartitionData",
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-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "invokeOnBecomingFollowerListeners",
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                             "Control Flow Branches": 0,
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+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4219,
-                            "End Line": 4228
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                         {
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+                            "Function Name": "logStartOffset",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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+                            "Start Line": 1508,
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                         },
                         {
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-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "markIsrExpand",
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 806,
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+                            "Start Line": 102,
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                         },
                         {
-                            "Function Name": "authorizeClusterOperation",
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+                            "Function Name": "markIsrShrink",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
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-                            "Start Line": 4270,
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                         {
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+                            "Function Name": "topic",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2345,
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                         },
                         {
-                            "Function Name": "handleInvalidVersionsDuringForwarding",
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-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "unifiedLog",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 143,
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                         },
                         {
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-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "isAtMinIsr",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
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                         {
-                            "Function Name": "processingStatsCallback",
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-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "isReassigning",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 532,
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                         },
                         {
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+                            "Function Name": "isAddingLocalReplica",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 975,
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                         },
                         {
-                            "Function Name": "handleSaslAuthenticateRequest",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "producerIdCount",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1512,
-                            "End Line": 1517
+                            "Start Line": 262,
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                         },
                         {
-                            "Function Name": "handleDescribeConfigsRequest",
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+                            "Function Name": "inSyncReplicaIds",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2210,
-                            "End Line": 2214
+                            "Start Line": 267,
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                         },
                         {
-                            "Function Name": "handleSaslHandshakeRequest",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "isLeader",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1507,
-                            "End Line": 1510
+                            "Start Line": 420,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "handleDescribeAcls",
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+                            "Function Name": "leaderIdIfLocal",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2120,
-                            "End Line": 2122
+                            "Start Line": 422,
+                            "End Line": 424
                         },
                         {
-                            "Function Name": "authorizeToken",
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-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2343,
-                            "End Line": 2343
+                            "Start Line": 462,
+                            "End Line": 463
                         },
                         {
-                            "Function Name": "authorizeRequester",
-                            "Structural Impact": 1.5,
+                            "Function Name": "futureReplicaDirectoryId",
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                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2344,
-                            "End Line": 2344
+                            "Start Line": 527,
+                            "End Line": 527
                         },
                         {
-                            "Function Name": "close",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "logDirectoryId",
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 130
+                            "Start Line": 528,
+                            "End Line": 528
                         },
                         {
-                            "Function Name": "tryCompleteActions",
+                            "Function Name": "getLeaderEpoch",
                             "Structural Impact": 1.1,
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+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 267,
-                            "End Line": 269
+                            "Start Line": 579,
+                            "End Line": 579
                         },
                         {
-                            "Function Name": "groupVersion",
+                            "Function Name": "getPartitionEpoch",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2596,
-                            "End Line": 2598
+                            "Start Line": 581,
+                            "End Line": 581
                         },
                         {
-                            "Function Name": "streamsVersion",
+                            "Function Name": "tryCompleteDelayedRequests",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2731,
-                            "End Line": 2733
+                            "Start Line": 1085,
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                         },
                         {
-                            "Function Name": "shareVersion",
+                            "Function Name": "needsShrinkIsr",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4230,
-                            "End Line": 4232
+                            "Start Line": 1129,
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                         },
                         {
-                            "Function Name": "isShareGroupProtocolEnabled",
+                            "Function Name": "hashCode",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4234,
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                         }
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 397,
-                        "Function Parameters": 506,
-                        "Function/Method Declarations": 136,
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+                        "Function/Method Declarations": 103,
                         "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 50,
-                        "Type/Safety Bypasses": 89,
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+                        "Type/Safety Bypasses": 15,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 112,
-                        "State Mutations / Variable Reassignments": 120,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 11,
+                        "Exposed API / Public Exports": 79,
+                        "State Mutations / Variable Reassignments": 114,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 26,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 14,
-                        "Closures and Anonymous Functions": 456,
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+                        "UI / View Layer Components": 0,
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                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 307,
-                        "Collection Iterators / Comprehensions": 72,
-                        "Scientific & Mathematical Operations": 7,
+                        "Decorators and Annotations": 9,
+                        "Generic Type Abstractions": 71,
+                        "Collection Iterators / Comprehensions": 41,
+                        "Scientific & Mathematical Operations": 1,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 41,
+                        "Preprocessor Macros": 35,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 11,
-                        "Fatal Aborts & Exceptions": 7,
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+                        "Fatal Aborts & Exceptions": 18,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 470,
-                        "Resource Deallocation & Cleanup": 5,
-                        "Private / Encapsulated Scopes": 24,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 11,
+                        "Immutable Data Declarations": 120,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 39,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3506,
+                        "Structural Space Indentations": 1208,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -432409,22 +435003,22 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 686,
-                        "Design Camel Case": 452,
-                        "Design Snake Case": 126,
-                        "Design Pascal Case": 98,
+                        "Core Var Decl": 306,
+                        "Design Camel Case": 163,
+                        "Design Snake Case": 33,
+                        "Design Pascal Case": 99,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 14,
-                        "Design Long Vars": 67,
+                        "Design Short Vars": 9,
+                        "Design Long Vars": 5,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 27,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 1,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -432441,127 +435035,102 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 109,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 84,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "AddPartitionsToTxnResultCollection",
-                        "ApiMessage",
-                        "ClientMetricsManager",
+                        "AssignmentState",
+                        "AsyncOffsetReader",
+                        "CommittedPartitionState",
                         "ConcurrentHashMap",
-                        "DeleteRecordsTopicResult",
-                        "Errors",
-                        "FetchManager",
+                        "CopyOnWriteArrayList",
+                        "DelayedOperationPurgatory",
+                        "DelayedProduce",
+                        "FetchDataInfo",
                         "FetchParams",
-                        "FetchPartitionData",
-                        "GroupConfig",
-                        "GroupConfigManager",
-                        "GroupCoordinator",
-                        "ListOffsetsTopicResponse",
+                        "FetchResponseData",
+                        "IsolationLevel",
+                        "LeaderHwChange",
+                        "LeaderRecoveryState",
+                        "LogAppendInfo",
+                        "LogOffsetMetadata",
+                        "LogOffsetSnapshot",
+                        "LogOffsetsListener",
+                        "LogReadInfo",
+                        "LogStartOffsetIncrementReason",
+                        "MemoryRecords",
                         "MetadataCache",
-                        "MetadataResponseTopic",
-                        "OffsetForLeaderTopicResult",
-                        "OffsetForLeaderTopicResultCollection",
-                        "Optional",
-                        "Plugin",
-                        "ProcessRole",
-                        "RecordValidationStats",
-                        "ReplicationQuotaManager",
-                        "RequestLocal",
-                        "ResourceType",
-                        "SHARE_GROUP_STATE_TOPIC_NAME",
-                        "SecurityProtocol",
-                        "Seq",
-                        "Set",
-                        "SharePartitionKey",
-                        "ShareVersion",
-                        "StreamsVersion",
-                        "TRANSACTION_STATE_TOPIC_NAME",
-                        "Time",
-                        "TokenInformation",
-                        "Topic",
+                        "OffsetResultHolder",
+                        "OngoingReassignmentState",
+                        "Partition.metricsGroup",
+                        "PartitionListener",
+                        "PartitionRegistration",
+                        "PartitionState",
+                        "PendingExpandIsr",
+                        "PendingPartitionChange",
+                        "PendingShrinkIsr",
+                        "RecordBatch",
+                        "RichOptional",
+                        "SimpleAssignmentState",
                         "TopicIdPartition",
                         "TopicPartition",
-                        "TransactionCoordinator",
+                        "TopicPartitionOperationKey",
                         "TransactionVersion",
-                        "UNBOUNDED_QUOTA",
+                        "UNDEFINED_EPOCH_OFFSET",
+                        "UnexpectedAppendOffsetException",
+                        "UnifiedLog",
+                        "Utils",
                         "Uuid",
-                        "isInternal",
+                        "VerificationGuard",
+                        "inWriteLock",
+                        "java.lang.Long => JLong",
                         "java.util",
-                        "java.util.Collections",
+                        "java.util.Optional",
                         "java.util.concurrent.CompletableFuture",
-                        "java.util.concurrent.atomic.AtomicInteger",
-                        "java.util.stream.Collectors",
-                        "kafka.coordinator.transaction.InitProducerIdResult",
-                        "kafka.network.RequestChannel",
-                        "kafka.server.QuotaFactory.QuotaManagers",
-                        "kafka.server.handlers.DescribeTopicPartitionsRequestHandler",
-                        "kafka.server.share.SharePartitionManager",
-                        "kafka.utils.Logging",
-                        "mutable",
-                        "org.apache.kafka.clients.CommonClientConfigs",
-                        "org.apache.kafka.clients.admin.EndpointType",
-                        "org.apache.kafka.common.Node",
-                        "org.apache.kafka.common.acl.AclOperation",
-                        "org.apache.kafka.common.acl.AclOperation._",
-                        "org.apache.kafka.common.config.ConfigResource",
+                        "java.util.concurrent.locks.ReentrantReadWriteLock",
+                        "kafka.log._",
+                        "kafka.server._",
+                        "kafka.server.share.DelayedShareFetch",
+                        "kafka.utils._",
+                        "org.apache.kafka.common.DirectoryId",
                         "org.apache.kafka.common.errors._",
-                        "org.apache.kafka.common.internals.FatalExitError",
-                        "org.apache.kafka.common.internals.Topic.GROUP_METADATA_TOPIC_NAME",
-                        "org.apache.kafka.common.message.AddPartitionsToTxnResponseData.AddPartitionsToTxnResult",
-                        "org.apache.kafka.common.message.DeleteRecordsResponseData.DeleteRecordsPartitionResult",
-                        "org.apache.kafka.common.message.DeleteShareGroupOffsetsRequestData.DeleteShareGroupOffsetsRequestTopic",
-                        "org.apache.kafka.common.message.DeleteShareGroupOffsetsResponseData.DeleteShareGroupOffsetsResponseTopic",
-                        "org.apache.kafka.common.message.ListOffsetsRequestData.ListOffsetsPartition",
-                        "org.apache.kafka.common.message.ListOffsetsResponseData.ListOffsetsPartitionResponse",
-                        "org.apache.kafka.common.message.MetadataResponseData.MetadataResponsePartition",
-                        "org.apache.kafka.common.message.OffsetForLeaderEpochRequestData.OffsetForLeaderTopic",
+                        "org.apache.kafka.common.message.AlterPartitionRequestData.BrokerState",
+                        "org.apache.kafka.common.message.DescribeProducersResponseData",
                         "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
-                        "org.apache.kafka.common.message._",
-                        "org.apache.kafka.common.metrics.Metrics",
-                        "org.apache.kafka.common.network.ListenerName",
-                        "org.apache.kafka.common.protocol.ApiKeys",
-                        "org.apache.kafka.common.record.internal._",
-                        "org.apache.kafka.common.replica.ClientMetadata",
-                        "org.apache.kafka.common.replica.ClientMetadata.DefaultClientMetadata",
-                        "org.apache.kafka.common.requests.FindCoordinatorRequest.CoordinatorType",
-                        "org.apache.kafka.common.requests.ProduceResponse.PartitionResponse",
+                        "org.apache.kafka.common.protocol.Errors",
+                        "org.apache.kafka.common.record.internal.FileRecords",
+                        "org.apache.kafka.common.record.internal.FileRecords.TimestampAndOffset",
+                        "org.apache.kafka.common.requests.OffsetsForLeaderEpochResponse.UNDEFINED_EPOCH",
                         "org.apache.kafka.common.requests._",
-                        "org.apache.kafka.common.resource.Resource",
-                        "org.apache.kafka.common.resource.Resource.CLUSTER_NAME",
-                        "org.apache.kafka.common.resource.ResourceType._",
-                        "org.apache.kafka.common.security.auth.KafkaPrincipal",
-                        "org.apache.kafka.common.security.token.delegation.DelegationToken",
-                        "org.apache.kafka.common.utils.ProducerIdAndEpoch",
-                        "org.apache.kafka.coordinator.group.Group",
-                        "org.apache.kafka.coordinator.group.modern.share.ShareGroupConfigProvider",
-                        "org.apache.kafka.coordinator.share.ShareCoordinator",
-                        "org.apache.kafka.metadata.ConfigRepository",
-                        "org.apache.kafka.security.DelegationTokenManager",
-                        "org.apache.kafka.server.ApiVersionManager",
-                        "org.apache.kafka.server.authorizer._",
-                        "org.apache.kafka.server.common.GroupVersion",
-                        "org.apache.kafka.server.quota.ReplicaQuota",
-                        "org.apache.kafka.server.share.ErroneousAndValidPartitionData",
-                        "org.apache.kafka.server.share.acknowledge.ShareAcknowledgementBatch",
-                        "org.apache.kafka.server.share.context.ShareFetchContext",
+                        "org.apache.kafka.common.utils.Time",
+                        "org.apache.kafka.logger.StateChangeLogger",
+                        "org.apache.kafka.metadata.LeaderAndIsr",
+                        "org.apache.kafka.server.LogDeleteRecordsResult",
+                        "org.apache.kafka.server.common.RequestLocal",
+                        "org.apache.kafka.server.log.remote.TopicPartitionLog",
+                        "org.apache.kafka.server.log.remote.storage.RemoteLogManager",
+                        "org.apache.kafka.server.metrics.KafkaMetricsGroup",
+                        "org.apache.kafka.server.partition.AlterPartitionListener",
+                        "org.apache.kafka.server.purgatory.DelayedDeleteRecords",
+                        "org.apache.kafka.server.replica.Replica",
+                        "org.apache.kafka.server.share.fetch.DelayedShareFetchPartitionKey",
                         "org.apache.kafka.server.storage.log.FetchIsolation",
-                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager",
+                        "org.apache.kafka.server.util.LockUtils.inReadLock",
+                        "org.apache.kafka.storage.internals.checkpoint.OffsetCheckpoints",
                         "org.apache.kafka.storage.internals.log.AppendOrigin",
-                        "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
-                        "scala.annotation.nowarn",
-                        "scala.collection.Map",
-                        "scala.collection.mutable.ArrayBuffer",
+                        "org.slf4j.event.Level",
+                        "scala.collection.Seq",
                         "scala.jdk.CollectionConverters._",
+                        "scala.jdk.OptionConverters.RichOption",
                         "scala.jdk.javaapi.OptionConverters"
                     ]
                 },
-                "scala/kafka/KafkaRaftManager.scala": {
+                "scala/kafka/ReplicaManager.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "KafkaRaftManager.scala",
-                        "Path": "scala/kafka/KafkaRaftManager.scala",
+                        "Filename": "ReplicaManager.scala",
+                        "Path": "scala/kafka/ReplicaManager.scala",
                         "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -432571,9 +435140,9 @@
                         "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5843.31,
-                        "Y": -117.52,
-                        "Z": 7898.62
+                        "X": -6002.16,
+                        "Y": -147.87,
+                        "Z": 7282.27
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -432582,1167 +435151,1145 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 264,
-                        "Coding LOC": 212,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 32.94,
-                        "Control Flow Ratio": "8.1%",
+                        "Total LOC": 2569,
+                        "Coding LOC": 1864,
+                        "Documentation LOC": 456,
+                        "Structural Magnitude": 1449.98,
+                        "Control Flow Ratio": "62.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.069
+                        "Raw Cognitive Density": 0.474
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.86%",
-                        "Error & Exception Exposure": "55.67%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "1.05%",
+                        "Cognitive Load Exposure": "21.28%",
+                        "Error & Exception Exposure": "51.56%",
+                        "Tech Debt Exposure": "33.87%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.67%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "8.4%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.08%",
+                        "Documentation Exposure": "20.95%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "lockDataDir",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 59,
-                            "End Line": 70
+                            "Function Name": "fetchOffset",
+                            "Structural Impact": 132.1,
+                            "Lines of Code (LOC)": 121,
+                            "Control Flow Branches": 37,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "82.2%",
+                            "Start Line": 1459,
+                            "End Line": 1579
                         },
                         {
-                            "Function Name": "buildNetworkClient",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 205,
-                            "End Line": 260
+                            "Function Name": "handleProduceAppend",
+                            "Structural Impact": 82.7,
+                            "Lines of Code (LOC)": 137,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "79.3%",
+                            "Start Line": 697,
+                            "End Line": 833
                         },
                         {
-                            "Function Name": "handleRequest",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
+                            "Function Name": "readFromLog",
+                            "Structural Impact": 78.6,
+                            "Lines of Code (LOC)": 141,
+                            "Control Flow Branches": 31,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 161
+                            "Control Flow Ratio": "73.8%",
+                            "Start Line": 1753,
+                            "End Line": 1893
                         },
                         {
-                            "Function Name": "createLogDirectory",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 52,
-                            "End Line": 57
+                            "Function Name": "applyLocalFollowersDelta",
+                            "Structural Impact": 60.9,
+                            "Lines of Code (LOC)": 106,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "69.0%",
+                            "Start Line": 2449,
+                            "End Line": 2554
                         },
                         {
-                            "Function Name": "buildRaftClient",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 163,
-                            "End Line": 181
+                            "Function Name": "read",
+                            "Structural Impact": 54.3,
+                            "Lines of Code (LOC)": 102,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "72.4%",
+                            "Start Line": 1773,
+                            "End Line": 1874
                         },
                         {
-                            "Function Name": "hasDifferentLogDir",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 75,
-                            "End Line": 81
+                            "Function Name": "fetchMessages",
+                            "Structural Impact": 48.9,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "76.0%",
+                            "Start Line": 1665,
+                            "End Line": 1748
                         },
                         {
-                            "Function Name": "buildMetadataLog",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 193,
-                            "End Line": 203
+                            "Function Name": "appendToLocalLog",
+                            "Structural Impact": 46.5,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1376,
+                            "End Line": 1457
                         },
                         {
-                            "Function Name": "startup",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 142
+                            "Function Name": "handleOffsetOutOfRangeError",
+                            "Structural Impact": 45.1,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "65.0%",
+                            "Start Line": 1895,
+                            "End Line": 1957
                         },
                         {
-                            "Function Name": "shutdown",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 144,
-                            "End Line": 152
+                            "Function Name": "alterReplicaLogDirs",
+                            "Structural Impact": 39.5,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 24,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1126,
+                            "End Line": 1207
                         },
                         {
-                            "Function Name": "buildNetworkChannel",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 183,
-                            "End Line": 186
+                            "Function Name": "deleteRecords",
+                            "Structural Impact": 34.3,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 1296,
+                            "End Line": 1354
                         },
                         {
-                            "Function Name": "createDataDir",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 188,
-                            "End Line": 191
+                            "Function Name": "postVerificationCallback",
+                            "Structural Impact": 25.5,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 720,
+                            "End Line": 778
                         },
                         {
-                            "Function Name": "recordSerde",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 262,
-                            "End Line": 263
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 57,
-                        "Function Parameters": 17,
-                        "Function/Method Declarations": 12,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 5,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 9,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 13,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 4,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 6,
-                        "Immutable Data Declarations": 33,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 18,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 176,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 39,
-                        "Design Camel Case": 25,
-                        "Design Snake Case": 4,
-                        "Design Pascal Case": 10,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 3,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 53,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Collection => JCollection",
-                        "ExternalKRaftMetrics",
-                        "FileQuorumStateStore",
-                        "KafkaNetworkChannel",
-                        "KafkaRaftClient",
-                        "KafkaRaftClientDriver",
-                        "KafkaScheduler",
-                        "ListenerName",
-                        "ManualMetadataUpdater",
-                        "Map => JMap",
-                        "MetadataLogConfig",
-                        "MetadataRecoveryStrategy",
-                        "NetworkClient",
-                        "NetworkReceive",
-                        "QuorumConfig",
-                        "RaftLog",
-                        "RaftManager",
-                        "Selectable",
-                        "Selector",
-                        "Time",
-                        "TimingWheelExpirationService",
-                        "UnifiedLog",
-                        "Utils",
-                        "java.io.File",
-                        "java.net.InetSocketAddress",
-                        "java.nio.file.Files",
-                        "java.nio.file.Paths",
-                        "java.util.OptionalInt",
-                        "java.util.concurrent.CompletableFuture",
-                        "kafka.server.KafkaConfig",
-                        "kafka.utils.Logging",
-                        "org.apache.kafka.clients.ApiVersions",
-                        "org.apache.kafka.common.KafkaException",
-                        "org.apache.kafka.common.TopicPartition",
-                        "org.apache.kafka.common.Uuid",
-                        "org.apache.kafka.common.metrics.Metrics",
-                        "org.apache.kafka.common.network.ChannelBuilders",
-                        "org.apache.kafka.common.protocol.ApiMessage",
-                        "org.apache.kafka.common.requests.RequestContext",
-                        "org.apache.kafka.common.requests.RequestHeader",
-                        "org.apache.kafka.common.security.JaasContext",
-                        "org.apache.kafka.common.security.auth.SecurityProtocol",
-                        "org.apache.kafka.common.utils.LogContext",
-                        "org.apache.kafka.raft.Endpoints",
-                        "org.apache.kafka.raft.internals.KafkaRaftLog",
-                        "org.apache.kafka.server.ProcessRole",
-                        "org.apache.kafka.server.common.Feature",
-                        "org.apache.kafka.server.common.serialization.RecordSerde",
-                        "org.apache.kafka.server.fault.FaultHandler",
-                        "org.apache.kafka.server.util.FileLock",
-                        "org.apache.kafka.server.util.timer.SystemTimer",
-                        "org.apache.kafka.storage.internals.log.LogManager",
-                        "scala.jdk.CollectionConverters._"
-                    ]
-                },
-                "scala/kafka/LogManager.scala": {
-                    "1. Artifact Identity": {
-                        "Filename": "LogManager.scala",
-                        "Path": "scala/kafka/LogManager.scala",
-                        "Language": "Scala",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scala",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .scala)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5372.56,
-                        "Y": -177.79,
-                        "Z": 7688.82
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1590,
-                        "Coding LOC": 1117,
-                        "Documentation LOC": 309,
-                        "Structural Magnitude": 850.84,
-                        "Control Flow Ratio": "73.6%",
-                        "Popularity Rank": 2,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.557
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "20.88%",
-                        "Error & Exception Exposure": "66.2%",
-                        "Tech Debt Exposure": "29.61%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "4.95%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "8.59%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.21%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "Structural Impact": 24.5,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1964,
+                            "End Line": 2013
+                        },
                         {
-                            "Function Name": "loadLogs",
-                            "Structural Impact": 90.8,
-                            "Lines of Code (LOC)": 137,
-                            "Control Flow Branches": 41,
+                            "Function Name": "getOrCreatePartition",
+                            "Structural Impact": 24.2,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "89.1%",
-                            "Start Line": 424,
-                            "End Line": 560
+                            "Control Flow Ratio": "43.5%",
+                            "Start Line": 2309,
+                            "End Line": 2352
                         },
                         {
-                            "Function Name": "getOrCreateLog",
-                            "Structural Impact": 70.5,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 1028,
-                            "End Line": 1114
+                            "Function Name": "describeLogDirs",
+                            "Structural Impact": 24.1,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1217,
+                            "End Line": 1274
                         },
                         {
-                            "Function Name": "loadLog",
-                            "Structural Impact": 54.2,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 335,
-                            "End Line": 398
+                            "Function Name": "applyDelta",
+                            "Structural Impact": 21.9,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2360,
+                            "End Line": 2416
                         },
                         {
-                            "Function Name": "asyncDelete",
-                            "Structural Impact": 46.7,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "95.0%",
-                            "Start Line": 1299,
-                            "End Line": 1338
+                            "Function Name": "getPartitionOrException",
+                            "Structural Impact": 20.8,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 499,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "createAndValidateLogDirs",
-                            "Structural Impact": 29.7,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 15,
+                            "Function Name": "handleLogDirFailure",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 185,
-                            "End Line": 223
+                            "Start Line": 2157,
+                            "End Line": 2202
                         },
                         {
-                            "Function Name": "truncateTo",
-                            "Structural Impact": 27.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 14,
+                            "Function Name": "deleteRecordsOnLocalLog",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 739,
-                            "End Line": 769
-                        },
-                        {
-                            "Function Name": "truncateFullyAndStartAt",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 779,
-                            "End Line": 804
+                            "Control Flow Ratio": "64.3%",
+                            "Start Line": 1082,
+                            "End Line": 1108
                         },
                         {
-                            "Function Name": "deleteLogs",
-                            "Structural Impact": 19.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1142,
-                            "End Line": 1183
+                            "Function Name": "maybeSendPartitionsToTransactionCoordinator",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 1000,
+                            "End Line": 1059
                         },
                         {
-                            "Function Name": "replaceCurrentWithFutureLog",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
+                            "Function Name": "onAcks",
+                            "Structural Impact": 18.5,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1238,
-                            "End Line": 1288
+                            "Start Line": 1315,
+                            "End Line": 1338
                         },
                         {
-                            "Function Name": "createLogDirectory",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 1116,
-                            "End Line": 1133
+                            "Function Name": "applyLocalLeadersDelta",
+                            "Structural Impact": 16.2,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 2418,
+                            "End Line": 2447
                         },
                         {
-                            "Function Name": "shutdown",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 73,
+                            "Function Name": "lastOffsetForLeaderEpoch",
+                            "Structural Impact": 14.8,
+                            "Lines of Code (LOC)": 41,
                             "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 659,
-                            "End Line": 731
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 2258,
+                            "End Line": 2298
                         },
                         {
-                            "Function Name": "checkpointRecoveryOffsetsInDir",
-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 16,
+                            "Function Name": "stopPartitions",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 54,
                             "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 845,
-                            "End Line": 860
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 384,
+                            "End Line": 437
                         },
                         {
-                            "Function Name": "handleLogDirFailure",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 37,
+                            "Function Name": "getPartitionOrException",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 8,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "88.9%",
-                            "Start Line": 235,
-                            "End Line": 271
+                            "Start Line": 487,
+                            "End Line": 497
                         },
                         {
-                            "Function Name": "checkpointLogStartOffsetsInDir",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 7,
+                            "Function Name": "addCompletePurgatoryAction",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 853,
+                            "End Line": 876
+                        },
+                        {
+                            "Function Name": "maybeAddDelayedProduce",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 878,
+                            "End Line": 918
+                        },
+                        {
+                            "Function Name": "getLogEndOffsetLag",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 868,
-                            "End Line": 881
+                            "Start Line": 1283,
+                            "End Line": 1294
                         },
                         {
-                            "Function Name": "replaceCurrentWithFutureLog",
-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
+                            "Function Name": "appendRecords",
+                            "Structural Impact": 12.0,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 10,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 1222,
-                            "End Line": 1236
+                            "Start Line": 638,
+                            "End Line": 678
                         },
                         {
-                            "Function Name": "recoverAbandonedFutureLogs",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
+                            "Function Name": "checkFetchDataInfo",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1185,
-                            "End Line": 1200
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1760,
+                            "End Line": 1771
                         },
                         {
-                            "Function Name": "asyncDelete",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
+                            "Function Name": "getPartitionOrError",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1348,
-                            "End Line": 1375
+                            "Start Line": 520,
+                            "End Line": 538
                         },
                         {
-                            "Function Name": "lockLogDirs",
+                            "Function Name": "maybeStartTransactionVerificationForPartition",
                             "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 276,
-                            "End Line": 290
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1061,
+                            "End Line": 1076
                         },
                         {
-                            "Function Name": "updateTopicConfig",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "maybeAddLogDirFetchers",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 29,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2058,
+                            "End Line": 2086
+                        },
+                        {
+                            "Function Name": "hasConsistentTopicId",
+                            "Structural Impact": 9.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 966,
-                            "End Line": 988
+                            "Start Line": 2039,
+                            "End Line": 2044
                         },
                         {
-                            "Function Name": "cleanupLogs",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
+                            "Function Name": "maybeRetryOnConcurrentTransactions",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1410,
-                            "End Line": 1451
+                            "Start Line": 799,
+                            "End Line": 819
                         },
                         {
-                            "Function Name": "startupWithConfigOverrides",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 38,
+                            "Function Name": "processRemoteFetch",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1605,
+                            "End Line": 1623
+                        },
+                        {
+                            "Function Name": "processFailedRecord",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 617,
-                            "End Line": 654
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1385,
+                            "End Line": 1397
                         },
                         {
-                            "Function Name": "loadDirectoryIds",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 5,
+                            "Function Name": "maybeRemoveTopicMetrics",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 304,
-                            "End Line": 322
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 294,
+                            "End Line": 302
                         },
                         {
-                            "Function Name": "flushDirtyLogs",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
+                            "Function Name": "maybeAddListener",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1501,
-                            "End Line": 1516
+                            "Start Line": 355,
+                            "End Line": 362
                         },
                         {
-                            "Function Name": "nextLogDirs",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1385,
-                            "End Line": 1404
+                            "Function Name": "removeListener",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 367,
+                            "End Line": 373
                         },
                         {
-                            "Function Name": "readBrokerEpochFromCleanShutdownFiles",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 1528,
-                            "End Line": 1549
+                            "Function Name": "isAddingReplica",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 448,
+                            "End Line": 453
                         },
                         {
-                            "Function Name": "cleaner",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "checkpointHighWatermarks",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 23,
                             "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 163,
-                            "End Line": 175
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2116,
+                            "End Line": 2138
                         },
                         {
-                            "Function Name": "addLogRecoveryMetrics",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "processRemoteFetches",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1628,
+                            "End Line": 1658
+                        },
+                        {
+                            "Function Name": "delayedProduceRequestRequired",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 562,
-                            "End Line": 574
+                            "Start Line": 1361,
+                            "End Line": 1367
                         },
                         {
-                            "Function Name": "removeLogAndMetrics",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "shouldLeaderThrottle",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1518,
-                            "End Line": 1526
+                            "Start Line": 2019,
+                            "End Line": 2022
                         },
                         {
-                            "Function Name": "maybeUpdatePreferredLogDir",
-                            "Structural Impact": 5.5,
+                            "Function Name": "markPartitionOffline",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2140,
+                            "End Line": 2149
+                        },
+                        {
+                            "Function Name": "activeProducerState",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2300,
+                            "End Line": 2307
+                        },
+                        {
+                            "Function Name": "onlinePartition",
+                            "Structural Impact": 6.0,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
+                            "Control Flow Branches": 3,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 884,
-                            "End Line": 889
+                            "Start Line": 467,
+                            "End Line": 472
                         },
                         {
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-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "maybeUpdateTopicAssignment",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 937,
-                            "End Line": 942
+                            "Control Flow Ratio": "66.7%",
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+                            "End Line": 2567
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                         {
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-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "isListOffsetsTimestampUnsupported",
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                             "Control Flow Branches": 2,
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                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 250,
-                            "End Line": 262
+                            "Start Line": 148,
+                            "End Line": 151
                         },
                         {
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-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "shutdown",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1490,
-                            "End Line": 1496
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1554,
-                            "End Line": 1588
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+                            "Start Line": 2213,
+                            "End Line": 2232
                         },
                         {
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+                            "Function Name": "onlinePartitionsIterator",
                             "Structural Impact": 4.5,
                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 894,
-                            "End Line": 899
+                            "Start Line": 476,
+                            "End Line": 481
                         },
                         {
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+                            "Function Name": "delayedDeleteRecordsRequired",
                             "Structural Impact": 4.5,
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 904,
-                            "End Line": 909
+                            "Start Line": 1115,
+                            "End Line": 1119
                         },
                         {
-                            "Function Name": "resumeCleaning",
+                            "Function Name": "initialFetchOffset",
                             "Structural Impact": 4.5,
                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 914,
-                            "End Line": 919
+                            "Start Line": 2093,
+                            "End Line": 2098
                         },
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-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "isValidRequiredAcks",
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                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1458,
-                            "End Line": 1462
+                            "Start Line": 1369,
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                         },
                         {
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-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 596,
-                            "End Line": 608
+                            "Function Name": "appendRecordsToLeader",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 586,
+                            "End Line": 611
                         },
                         {
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-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "sendInvalidRequiredAcksResponse",
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1006,
-                            "End Line": 1011
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 920,
+                            "End Line": 935
                         },
                         {
-                            "Function Name": "handleIOException",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "completeDelayedOperationsWhenNotPartitionLeader",
+                            "Structural Impact": 3.9,
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                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 436,
-                            "End Line": 439
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 304,
+                            "End Line": 312
                         },
                         {
-                            "Function Name": "maybeTruncateCleanerCheckpointToActiveSegmentBaseOffset",
+                            "Function Name": "buildProducePartitionStatus",
                             "Structural Impact": 3.7,
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+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 925,
-                            "End Line": 929
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 576,
-                            "End Line": 584
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 835,
+                            "End Line": 851
                         },
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-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1146,
-                            "End Line": 1155
+                            "Function Name": "adjustForLargeFileSystems",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1277,
+                            "End Line": 1281
                         },
                         {
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-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 120,
-                            "End Line": 125
+                            "Function Name": "createLogReadResult",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 133,
+                            "End Line": 146
                         },
                         {
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-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 225,
-                            "End Line": 228
+                            "Function Name": "fetchOffsetForTimestamp",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1585,
+                            "End Line": 1592
                         },
                         {
-                            "Function Name": "findAbandonedFutureLogs",
+                            "Function Name": "maybeSendPartitionToTransactionCoordinator",
                             "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 13,
+                            "Lines of Code (LOC)": 26,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1202,
-                            "End Line": 1214
+                            "Start Line": 955,
+                            "End Line": 980
                         },
                         {
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+                            "Function Name": "removeAllTopicMetrics",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2234,
+                            "End Line": 2240
+                        },
+                        {
+                            "Function Name": "delegate",
                             "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1467,
-                            "End Line": 1478
+                            "Start Line": 891,
+                            "End Line": 901
                         },
                         {
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-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "startHighWatermarkCheckPointThread",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 263,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "createReplicaFetcherManager",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 410,
-                            "End Line": 410
+                            "Start Line": 2242,
+                            "End Line": 2244
                         },
                         {
-                            "Function Name": "startup",
+                            "Function Name": "putHw",
                             "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 589,
-                            "End Line": 593
+                            "Start Line": 2117,
+                            "End Line": 2122
                         },
                         {
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+                            "Function Name": "addDelayedShareFetchRequest",
                             "Structural Impact": 1.9,
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+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 328,
-                            "End Line": 330
+                            "Start Line": 339,
+                            "End Line": 342
                         },
                         {
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+                            "Function Name": "addOnlinePartition",
                             "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 416,
-                            "End Line": 419
+                            "Start Line": 463,
+                            "End Line": 465
                         },
                         {
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+                            "Function Name": "createReplicaAlterLogDirsManager",
                             "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1472,
-                            "End Line": 1474
+                            "Start Line": 2246,
+                            "End Line": 2248
                         },
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-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "generalizedCallback",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1484,
-                            "End Line": 1487
+                            "Start Line": 964,
+                            "End Line": 970
                         },
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+                            "Function Name": "createReplicaSelector",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2250,
+                            "End Line": 2256
+                        },
+                        {
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                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 150,
-                            "End Line": 154
+                            "Start Line": 456,
+                            "End Line": 460
                         },
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+                            "Function Name": "invokeCallback",
                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 610,
-                            "End Line": 614
+                            "Start Line": 1044,
+                            "End Line": 1048
                         },
                         {
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+                            "Function Name": "updateLeaderAndFollowerMetrics",
                             "Structural Impact": 1.7,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 957,
-                            "End Line": 961
+                            "Start Line": 2052,
+                            "End Line": 2056
                         },
                         {
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+                            "Function Name": "resizeFetcherThreadPool",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 116
+                            "Start Line": 276,
+                            "End Line": 278
                         },
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+                            "Function Name": "startup",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 282,
+                            "End Line": 292
+                        },
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 132,
-                            "End Line": 134
+                            "Start Line": 319,
+                            "End Line": 321
                         },
                         {
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+                            "Function Name": "completeDelayedShareFetchRequest",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 324,
-                            "End Line": 326
+                            "Start Line": 329,
+                            "End Line": 331
                         },
                         {
-                            "Function Name": "newThread",
+                            "Function Name": "addShareFetchTimerRequest",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 404,
-                            "End Line": 406
+                            "Start Line": 348,
+                            "End Line": 350
                         },
                         {
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+                            "Function Name": "topicIdPartition",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 439,
+                            "End Line": 442
+                        },
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                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 835,
-                            "End Line": 837
+                            "Start Line": 444,
+                            "End Line": 446
                         },
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+                            "Function Name": "localLogOrException",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 949,
-                            "End Line": 951
+                            "Start Line": 540,
+                            "End Line": 542
                         },
                         {
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+                            "Function Name": "futureLocalLogOrException",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1480,
-                            "End Line": 1482
+                            "Start Line": 544,
+                            "End Line": 546
                         },
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+                            "Function Name": "futureLogExists",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 548,
+                            "End Line": 550
+                        },
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+                            "Structural Impact": 1.6,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 552,
+                            "End Line": 554
+                        },
+                        {
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+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 556,
+                            "End Line": 558
+                        },
+                        {
+                            "Function Name": "newResponseCallback",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 763,
+                            "End Line": 765
+                        },
+                        {
+                            "Function Name": "delayedRemoteListOffsetsRequired",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1581,
+                            "End Line": 1583
+                        },
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                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 148,
-                            "End Line": 148
+                            "Start Line": 280,
+                            "End Line": 280
                         },
                         {
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+                            "Function Name": "addToActionQueue",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 295,
-                            "End Line": 295
+                            "Start Line": 562,
+                            "End Line": 562
                         },
                         {
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+                            "Function Name": "getLogConfig",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 297
+                            "Start Line": 2024,
+                            "End Line": 2024
                         },
                         {
-                            "Function Name": "checkpointLogRecoveryOffsets",
+                            "Function Name": "getLogEndOffset",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2112,
+                            "End Line": 2113
+                        },
+                        {
+                            "Function Name": "maybeShrinkIsr",
                             "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 810,
-                            "End Line": 816
+                            "Start Line": 2100,
+                            "End Line": 2107
                         },
                         {
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-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "doWork",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 822,
-                            "End Line": 827
+                            "Start Line": 228,
+                            "End Line": 231
                         },
                         {
-                            "Function Name": "brokerConfigUpdated",
+                            "Function Name": "lateTransactionsCount",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 250,
+                            "End Line": 253
+                        },
+                        {
+                            "Function Name": "producerIdCount",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 993,
-                            "End Line": 997
+                            "Start Line": 255,
+                            "End Line": 259
                         },
                         {
-                            "Function Name": "currentDefaultConfig",
+                            "Function Name": "reassigningPartitionsCount",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 118,
-                            "End Line": 118
+                            "Start Line": 248,
+                            "End Line": 248
                         },
                         {
-                            "Function Name": "directoryIdsSet",
+                            "Function Name": "underReplicatedPartitionCount",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 130,
-                            "End Line": 130
+                            "Start Line": 261,
+                            "End Line": 261
                         },
                         {
-                            "Function Name": "cordonedLogDirs",
+                            "Function Name": "shutdownIdleReplicaAlterLogDirsThread",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 136,
-                            "End Line": 138
+                            "Start Line": 272,
+                            "End Line": 274
                         },
                         {
-                            "Function Name": "hasOfflineLogDirs",
+                            "Function Name": "offlinePartitionCount",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 147,
-                            "End Line": 147
+                            "Start Line": 483,
+                            "End Line": 485
                         },
                         {
-                            "Function Name": "hasLogsToBeDeleted",
+                            "Function Name": "tryCompleteActions",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 333,
-                            "End Line": 333
+                            "Start Line": 560,
+                            "End Line": 560
                         },
                         {
-                            "Function Name": "allLogs",
+                            "Function Name": "transactionPartitionVerificationEnable",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1456,
-                            "End Line": 1456
+                            "Start Line": 1008,
+                            "End Line": 1010
+                        },
+                        {
+                            "Function Name": "leaderPartitionsIterator",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2109,
+                            "End Line": 2110
+                        },
+                        {
+                            "Function Name": "removeMetrics",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2204,
+                            "End Line": 2206
+                        },
+                        {
+                            "Function Name": "beginControlledShutdown",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2208,
+                            "End Line": 2210
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 292,
-                        "Sequential Logic Declarations": 105,
-                        "Function Parameters": 165,
-                        "Function/Method Declarations": 75,
+                        "Control Flow Branches": 393,
+                        "Sequential Logic Declarations": 239,
+                        "Function Parameters": 268,
+                        "Function/Method Declarations": 106,
                         "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 38,
-                        "Type/Safety Bypasses": 46,
+                        "Defensive Programming Constructs": 94,
+                        "Type/Safety Bypasses": 32,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 46,
-                        "State Mutations / Variable Reassignments": 71,
+                        "Exposed API / Public Exports": 62,
+                        "State Mutations / Variable Reassignments": 115,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 38,
+                        "Structured Documentation Blocks": 27,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 7,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 147,
+                        "Asynchronous/Concurrent Execution": 9,
+                        "UI / View Layer Components": 3,
+                        "Closures and Anonymous Functions": 323,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 6,
-                        "Generic Type Abstractions": 98,
-                        "Collection Iterators / Comprehensions": 34,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 176,
+                        "Collection Iterators / Comprehensions": 61,
                         "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 52,
+                        "Preprocessor Macros": 32,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 17,
+                        "Explicit Type Casts": 7,
+                        "Fatal Aborts & Exceptions": 16,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 16,
-                        "Immutable Data Declarations": 140,
-                        "Resource Deallocation & Cleanup": 11,
-                        "Private / Encapsulated Scopes": 51,
+                        "Bitwise Operations": 27,
+                        "Thread Synchronization Locks": 6,
+                        "Immutable Data Declarations": 229,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 78,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1086,
+                        "Structural Space Indentations": 1792,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -433759,15 +436306,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 251,
-                        "Design Camel Case": 134,
-                        "Design Snake Case": 39,
-                        "Design Pascal Case": 75,
+                        "Core Var Decl": 382,
+                        "Design Camel Case": 204,
+                        "Design Snake Case": 51,
+                        "Design Pascal Case": 117,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 14,
+                        "Design Short Vars": 14,
+                        "Design Long Vars": 43,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 18,
+                        "Orphaned Logic": 22,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -433775,7 +436322,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -433791,73 +436338,162 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 55,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Direct Upstream (Fragility)": 144,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "IOException",
-                        "KafkaException",
-                        "KafkaRaftServer",
-                        "KafkaStorageException",
-                        "KafkaThread",
-                        "LogCleaner",
+                        "ConcurrentHashMap",
+                        "DelayedActionQueue",
+                        "DelayedOperationPurgatory",
+                        "DelayedProduce",
+                        "DelayedRemoteFetch",
+                        "DelayedRemoteListOffsets",
+                        "DelayedShareFetchPartitionKey",
+                        "DeleteRecordsPartitionStatus",
+                        "DescribeProducersResponseData",
+                        "FailedIsrUpdatesPerSecMetricName",
+                        "FetchDataInfo",
+                        "FetchPartitionData",
+                        "FetchPartitionStatus",
+                        "Future",
+                        "HostedPartition",
+                        "IsrExpandsPerSecMetricName",
+                        "IsrShrinksPerSecMetricName",
+                        "LeaderCountMetricName",
+                        "LeaderHwChange",
+                        "ListOffsetsPartitionStatus",
+                        "ListOffsetsTopic",
+                        "ListOffsetsTopicResponse",
+                        "LogAppendInfo",
+                        "LogAppendResult",
                         "LogConfig",
+                        "LogDeleteRecordsResult",
                         "LogDirFailureChannel",
-                        "LogDirNotFoundException",
-                        "LogManager => JLogManager",
-                        "LogOffsetsListener",
-                        "MetaPropertiesEnsemble",
-                        "NoSuchFileException",
+                        "LogOffsetMetadata",
+                        "LogReadInfo",
+                        "LogReadResult",
+                        "MetadataImage",
+                        "Node",
+                        "OfflineReplicaCountMetricName",
                         "OffsetCheckpointFile",
+                        "OffsetCheckpoints",
+                        "OffsetForLeaderTopicResult",
+                        "OffsetResultHolder",
                         "Optional",
+                        "OptionalInt",
                         "OptionalLong",
-                        "ProducerStateManagerConfig",
-                        "Properties",
-                        "PropertiesUtils",
-                        "RemoteIndexCache",
-                        "Scheduler",
-                        "Success",
+                        "PartitionCountMetricName",
+                        "PartitionsWithLateTransactionsCountMetricName",
+                        "Paths",
+                        "ProducerIdCountMetricName",
+                        "ReassigningPartitionsMetricName",
+                        "RecordValidationException",
+                        "RecordValidationStats",
+                        "RejectedExecutionException",
+                        "RemoteLogReadResult",
+                        "RemoteStorageFetchInfo",
+                        "ReplicationQuotaManager",
+                        "RequestLocal",
+                        "Seq",
+                        "Set",
+                        "ShutdownableThread",
+                        "StopPartition",
                         "Time",
+                        "TimeUnit",
+                        "TimerTask",
+                        "Topic",
+                        "TopicIdPartition",
                         "TopicPartition",
-                        "TransactionStateManagerConfig",
-                        "Try",
+                        "TopicPartitionOperationKey",
+                        "TopicsDelta",
+                        "TransactionLogConfig",
+                        "TransactionVersion",
+                        "UnderMinIsrPartitionCountMetricName",
+                        "UnderReplicatedPartitionsMetricName",
                         "UnifiedLog",
                         "Utils",
                         "Uuid",
+                        "VerificationGuard",
+                        "com.yammer.metrics.core.Meter",
+                        "common",
+                        "createLogReadResult",
+                        "immutable",
+                        "isListOffsetsTimestampUnsupported",
                         "java.io.File",
                         "java.lang.Long => JLong",
                         "java.nio.file.Files",
                         "java.util",
                         "java.util.Collections",
-                        "java.util.concurrent._",
-                        "java.util.concurrent.atomic.AtomicInteger",
-                        "java.util.stream.Collectors",
-                        "kafka.server.KafkaConfig",
-                        "kafka.utils.Logging",
-                        "org.apache.kafka.common.DirectoryId",
-                        "org.apache.kafka.common.errors.InconsistentTopicIdException",
+                        "java.util.concurrent.CompletableFuture",
+                        "java.util.concurrent.atomic.AtomicBoolean",
+                        "java.util.function.Consumer",
+                        "kafka.cluster.Partition",
+                        "kafka.log.LogManager",
+                        "kafka.server.QuotaFactory.QuotaManagers",
+                        "kafka.server.ReplicaManager.AtMinIsrPartitionCountMetricName",
+                        "kafka.server.share.DelayedShareFetch",
+                        "kafka.utils._",
+                        "mutable",
+                        "org.apache.kafka.common.IsolationLevel",
+                        "org.apache.kafka.common.errors._",
+                        "org.apache.kafka.common.internals.Plugin",
+                        "org.apache.kafka.common.message.DeleteRecordsResponseData.DeleteRecordsPartitionResult",
+                        "org.apache.kafka.common.message.DescribeLogDirsResponseData",
+                        "org.apache.kafka.common.message.DescribeLogDirsResponseData.DescribeLogDirsTopic",
+                        "org.apache.kafka.common.message.ListOffsetsRequestData.ListOffsetsPartition",
+                        "org.apache.kafka.common.message.ListOffsetsResponseData.ListOffsetsPartitionResponse",
+                        "org.apache.kafka.common.message.OffsetForLeaderEpochRequestData.OffsetForLeaderTopic",
+                        "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
+                        "org.apache.kafka.common.metrics.Metrics",
+                        "org.apache.kafka.common.network.ListenerName",
+                        "org.apache.kafka.common.protocol.Errors",
+                        "org.apache.kafka.common.record.internal._",
+                        "org.apache.kafka.common.replica.PartitionView.DefaultPartitionView",
+                        "org.apache.kafka.common.replica.ReplicaView.DefaultReplicaView",
+                        "org.apache.kafka.common.replica._",
+                        "org.apache.kafka.common.requests.FetchRequest.PartitionData",
+                        "org.apache.kafka.common.requests.ProduceResponse.PartitionResponse",
+                        "org.apache.kafka.common.requests._",
                         "org.apache.kafka.common.utils.Exit",
-                        "org.apache.kafka.coordinator.transaction.TransactionLogConfig",
-                        "org.apache.kafka.image.TopicsImage",
-                        "org.apache.kafka.metadata.ConfigRepository",
-                        "org.apache.kafka.metadata.properties.MetaProperties",
+                        "org.apache.kafka.coordinator.transaction.AddPartitionsToTxnConfig",
+                        "org.apache.kafka.image.LocalReplicaChanges",
+                        "org.apache.kafka.logger.StateChangeLogger",
+                        "org.apache.kafka.metadata.LeaderConstants.NO_LEADER",
+                        "org.apache.kafka.metadata.MetadataCache",
+                        "org.apache.kafka.server.ActionQueue",
+                        "org.apache.kafka.server.LogAppendResult.LogAppendSummary",
+                        "org.apache.kafka.server.common.DirectoryEventHandler",
+                        "org.apache.kafka.server.config.ReplicationConfigs",
+                        "org.apache.kafka.server.log.remote.TopicPartitionLog",
+                        "org.apache.kafka.server.log.remote.storage.RemoteLogManager",
                         "org.apache.kafka.server.metrics.KafkaMetricsGroup",
-                        "org.apache.kafka.server.util.FileLock",
-                        "org.apache.kafka.storage.internals.checkpoint.CleanShutdownFileHandler",
-                        "org.apache.kafka.storage.internals.log.CleanerConfig",
+                        "org.apache.kafka.server.network.BrokerEndPoint",
+                        "org.apache.kafka.server.partition.PartitionListener",
+                        "org.apache.kafka.server.purgatory.DelayedDeleteRecords",
+                        "org.apache.kafka.server.purgatory.DelayedProduce.PartitionStatusValidator.Result",
+                        "org.apache.kafka.server.purgatory.DelayedProduce.ProducePartitionStatus",
+                        "org.apache.kafka.server.quota.ReplicaQuota",
+                        "org.apache.kafka.server.share.fetch.DelayedShareFetchKey",
+                        "org.apache.kafka.server.storage.log.FetchParams",
+                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager",
+                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager.TransactionSupportedOperation",
+                        "org.apache.kafka.server.util.Scheduler",
+                        "org.apache.kafka.server.util.timer.SystemTimer",
+                        "org.apache.kafka.storage.internals.checkpoint.LazyOffsetCheckpoints",
+                        "org.apache.kafka.storage.internals.log.AppendOrigin",
                         "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
-                        "scala.collection._",
-                        "scala.collection.mutable.ArrayBuffer",
+                        "scala.collection.Map",
                         "scala.jdk.CollectionConverters._",
-                        "scala.util.Failure"
+                        "scala.jdk.FunctionConverters.enrichAsJavaConsumer",
+                        "scala.jdk.OptionConverters.RichOptional"
                     ]
                 },
-                "scala/kafka/Partition.scala": {
+                "scala/kafka/SocketServer.scala": {
                     "1. Artifact Identity": {
-                        "Filename": "Partition.scala",
-                        "Path": "scala/kafka/Partition.scala",
+                        "Filename": "SocketServer.scala",
+                        "Path": "scala/kafka/SocketServer.scala",
                         "Language": "Scala",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -433867,9 +436503,9 @@
                         "Identity Proof": "Single Indicator (Ext: .scala)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5641.39,
-                        "Y": -322.11,
-                        "Z": 6746.81
+                        "X": -6221.97,
+                        "Y": -246.69,
+                        "Z": 7231.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -433878,1115 +436514,1145 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1854,
-                        "Coding LOC": 1255,
-                        "Documentation LOC": 417,
-                        "Structural Magnitude": 985.8,
-                        "Control Flow Ratio": "69.0%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 1707,
+                        "Coding LOC": 1246,
+                        "Documentation LOC": 297,
+                        "Structural Magnitude": 713.92,
+                        "Control Flow Ratio": "66.4%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.414
+                        "Raw Cognitive Density": 0.348
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "16.38%",
-                        "Error & Exception Exposure": "44.12%",
-                        "Tech Debt Exposure": "69.35%",
+                        "Cognitive Load Exposure": "12.01%",
+                        "Error & Exception Exposure": "66.43%",
+                        "Tech Debt Exposure": "14.71%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.8%",
+                        "API Exposure": "3.08%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "33.65%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "10.5%",
+                        "Commented Logic Exposure": "5.24%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "30.9%",
+                        "Documentation Exposure": "18.44%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "readRecords",
-                            "Structural Impact": 37.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 1367,
-                            "End Line": 1431
-                        },
-                        {
-                            "Function Name": "fetchOffsetForTimestamp",
-                            "Structural Impact": 36.8,
-                            "Lines of Code (LOC)": 50,
+                            "Function Name": "updateIpConnectionRateQuota",
+                            "Structural Impact": 26.3,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 13,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 1433,
-                            "End Line": 1482
-                        },
-                        {
-                            "Function Name": "appendRecordsToLeader",
-                            "Structural Impact": 33.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 1219,
-                            "End Line": 1252
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1340,
+                            "End Line": 1381
                         },
                         {
-                            "Function Name": "makeLeader",
-                            "Structural Impact": 29.4,
-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 588,
-                            "End Line": 686
+                            "Function Name": "processCompletedReceives",
+                            "Structural Impact": 20.9,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "81.0%",
+                            "Start Line": 1002,
+                            "End Line": 1060
                         },
                         {
-                            "Function Name": "appendRecordsToFollowerOrFutureReplica",
-                            "Structural Impact": 27.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1189,
-                            "End Line": 1217
+                            "Function Name": "dec",
+                            "Structural Impact": 20.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1414,
+                            "End Line": 1436
                         },
                         {
-                            "Function Name": "updateFollowerFetchState",
-                            "Structural Impact": 26.4,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 767,
-                            "End Line": 817
+                            "Function Name": "processNewResponses",
+                            "Structural Impact": 17.9,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 933,
+                            "End Line": 971
                         },
                         {
-                            "Function Name": "createLogIfNotExists",
-                            "Structural Impact": 23.0,
-                            "Lines of Code (LOC)": 20,
+                            "Function Name": "parseRequestHeader",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 321,
-                            "End Line": 340
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 775,
+                            "End Line": 784
                         },
                         {
-                            "Function Name": "handleAlterPartitionError",
-                            "Structural Impact": 21.7,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 1733,
-                            "End Line": 1785
+                            "Function Name": "acceptNewConnections",
+                            "Structural Impact": 15.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 623,
+                            "End Line": 658
                         },
                         {
-                            "Function Name": "maybeIncrementLeaderHW",
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-                            "Control Flow Ratio": "66.7%",
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                             "Control Flow Ratio": "100.0%",
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-                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1401,
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                             "Control Flow Ratio": "100.0%",
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+                            "Start Line": 1255,
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                         },
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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-                            "Start Line": 1501,
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+                            "Function Name": "shouldUpdateQuota",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1347,
+                            "End Line": 1349
+                        },
+                        {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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+                            "Function Name": "connectionRateMetricName",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1608,
+                            "End Line": 1614
+                        },
+                        {
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 1663
+                        },
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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+                            "Start Line": 1087,
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+                            "Function Name": "updateBrokerMaxConnections",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 465,
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+                            "Start Line": 1319,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 246,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 283,
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+                            "Start Line": 252,
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                         },
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 413,
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                         },
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 230,
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                         },
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 260,
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+                            "Start Line": 1208,
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                         {
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-                            "Lines of Code (LOC)": 1,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 265,
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+                            "Start Line": 1236,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 367,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 533,
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+                            "Start Line": 1384,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 548,
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+                            "Start Line": 1438,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 568,
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+                            "Start Line": 1638,
+                            "End Line": 1641
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-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "maxConnections",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 491,
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+                            "Start Line": 1671,
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                         },
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-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "maxConnectionCreationRate",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 562,
-                            "End Line": 566
+                            "Start Line": 1675,
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                         },
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-                            "Structural Impact": 1.2,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1508,
-                            "End Line": 1512
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                         },
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-                            "Structural Impact": 1.1,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 102,
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+                            "Start Line": 343,
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                         },
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+                            "Function Name": "compare",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 106,
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+                            "Start Line": 536,
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                         },
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-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "openOrClosingChannel",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 177,
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+                            "Start Line": 1227,
+                            "End Line": 1228
                         },
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-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "channel",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 228,
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+                            "Start Line": 1241,
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-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "maxListenerConnections",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
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+                            "Start Line": 1479,
+                            "End Line": 1480
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                         {
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-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "closeAll",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 256,
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+                            "End Line": 600
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-                            "Function Name": "isAddingLocalReplica",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "close",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 258,
-                            "End Line": 258
+                            "Start Line": 1623,
+                            "End Line": 1626
                         },
                         {
-                            "Function Name": "producerIdCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "close",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 262,
-                            "End Line": 262
+                            "Start Line": 1665,
+                            "End Line": 1669
                         },
                         {
-                            "Function Name": "inSyncReplicaIds",
+                            "Function Name": "nextProcessorId",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 267,
-                            "End Line": 267
+                            "Start Line": 154,
+                            "End Line": 156
                         },
                         {
-                            "Function Name": "isLeader",
+                            "Function Name": "reconfigurableConfigs",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 420,
-                            "End Line": 420
+                            "Start Line": 313,
+                            "End Line": 313
                         },
                         {
-                            "Function Name": "leaderIdIfLocal",
+                            "Function Name": "listenerName",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 422,
-                            "End Line": 424
+                            "Start Line": 391,
+                            "End Line": 391
                         },
                         {
-                            "Function Name": "remoteReplicas",
+                            "Function Name": "reconfigurableConfigs",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 462,
-                            "End Line": 463
+                            "Start Line": 396,
+                            "End Line": 396
                         },
                         {
-                            "Function Name": "futureReplicaDirectoryId",
+                            "Function Name": "wakeup",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 527,
-                            "End Line": 527
+                            "Start Line": 723,
+                            "End Line": 723
                         },
                         {
-                            "Function Name": "logDirectoryId",
+                            "Function Name": "responseQueueSize",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 528,
-                            "End Line": 528
+                            "Start Line": 1220,
+                            "End Line": 1220
                         },
                         {
-                            "Function Name": "getLeaderEpoch",
+                            "Function Name": "inflightResponseCount",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 579,
-                            "End Line": 579
+                            "Start Line": 1223,
+                            "End Line": 1223
                         },
                         {
-                            "Function Name": "getPartitionEpoch",
+                            "Function Name": "wakeup",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 581,
-                            "End Line": 581
+                            "Start Line": 1253,
+                            "End Line": 1253
                         },
                         {
-                            "Function Name": "tryCompleteDelayedRequests",
+                            "Function Name": "maxConnections",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1085,
-                            "End Line": 1087
+                            "Start Line": 1634,
+                            "End Line": 1634
                         },
                         {
-                            "Function Name": "needsShrinkIsr",
+                            "Function Name": "listenerName",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1129,
-                            "End Line": 1131
+                            "Start Line": 1636,
+                            "End Line": 1636
                         },
                         {
-                            "Function Name": "hashCode",
+                            "Function Name": "reconfigurableConfigs",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1832,
-                            "End Line": 1833
+                            "Start Line": 1643,
+                            "End Line": 1645
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 285,
-                        "Sequential Logic Declarations": 128,
-                        "Function Parameters": 209,
-                        "Function/Method Declarations": 103,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 103,
-                        "Type/Safety Bypasses": 15,
+                        "Control Flow Branches": 261,
+                        "Sequential Logic Declarations": 132,
+                        "Function Parameters": 192,
+                        "Function/Method Declarations": 106,
+                        "Class/Entity Declarations": 9,
+                        "Defensive Programming Constructs": 32,
+                        "Type/Safety Bypasses": 43,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 79,
-                        "State Mutations / Variable Reassignments": 114,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 26,
+                        "I/O and Network Boundaries": 6,
+                        "Exposed API / Public Exports": 49,
+                        "State Mutations / Variable Reassignments": 84,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 35,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 2,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 183,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 9,
-                        "Generic Type Abstractions": 71,
-                        "Collection Iterators / Comprehensions": 41,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Closures and Anonymous Functions": 136,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 6,
+                        "Generic Type Abstractions": 50,
+                        "Collection Iterators / Comprehensions": 16,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 35,
+                        "Preprocessor Macros": 50,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
+                        "Structured Telemetry & Logging": 1,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 7,
-                        "Fatal Aborts & Exceptions": 18,
+                        "Explicit Type Casts": 14,
+                        "Fatal Aborts & Exceptions": 23,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 11,
-                        "Immutable Data Declarations": 120,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 39,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 35,
+                        "Immutable Data Declarations": 152,
+                        "Resource Deallocation & Cleanup": 25,
+                        "Private / Encapsulated Scopes": 118,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1208,
+                        "Structural Space Indentations": 1191,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -435003,22 +437669,22 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 306,
-                        "Design Camel Case": 163,
-                        "Design Snake Case": 33,
-                        "Design Pascal Case": 99,
+                        "Core Var Decl": 293,
+                        "Design Camel Case": 125,
+                        "Design Snake Case": 46,
+                        "Design Pascal Case": 117,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 9,
-                        "Design Long Vars": 5,
+                        "Design Short Vars": 4,
+                        "Design Long Vars": 21,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 27,
+                        "Orphaned Logic": 9,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
+                        "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -435027,7 +437693,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
+                        "Sec Entropy": 1,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -435035,114 +437701,126 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 84,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 72,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "AssignmentState",
-                        "AsyncOffsetReader",
-                        "CommittedPartitionState",
-                        "ConcurrentHashMap",
-                        "CopyOnWriteArrayList",
-                        "DelayedOperationPurgatory",
-                        "DelayedProduce",
-                        "FetchDataInfo",
-                        "FetchParams",
-                        "FetchResponseData",
-                        "IsolationLevel",
-                        "LeaderHwChange",
-                        "LeaderRecoveryState",
-                        "LogAppendInfo",
-                        "LogOffsetMetadata",
-                        "LogOffsetSnapshot",
-                        "LogOffsetsListener",
-                        "LogReadInfo",
-                        "LogStartOffsetIncrementReason",
-                        "MemoryRecords",
-                        "MetadataCache",
-                        "OffsetResultHolder",
-                        "OngoingReassignmentState",
-                        "Partition.metricsGroup",
-                        "PartitionListener",
-                        "PartitionRegistration",
-                        "PartitionState",
-                        "PendingExpandIsr",
-                        "PendingPartitionChange",
-                        "PendingShrinkIsr",
-                        "RecordBatch",
-                        "RichOptional",
-                        "SimpleAssignmentState",
-                        "TopicIdPartition",
-                        "TopicPartition",
-                        "TopicPartitionOperationKey",
-                        "TransactionVersion",
-                        "UNDEFINED_EPOCH_OFFSET",
-                        "UnexpectedAppendOffsetException",
-                        "UnifiedLog",
+                        "ChannelBuilders",
+                        "ClientInformation",
+                        "ConnectionThrottledException",
+                        "CumulativeSum",
+                        "EndThrottlingResponse",
+                        "KafkaChannel",
+                        "KafkaConfig",
+                        "KafkaException",
+                        "ListenerName",
+                        "ListenerReconfigurable",
+                        "LogContext",
+                        "Meter",
+                        "MetricName",
+                        "NetworkSend",
+                        "NoOpResponse",
+                        "Rate",
+                        "Reconfigurable",
+                        "RequestContext",
+                        "RequestHeader",
+                        "Selectable",
+                        "Selector => KSelector",
+                        "Send",
+                        "SendResponse",
+                        "ServerConnectionId",
+                        "ServerSocketFactory",
+                        "SimpleMemoryPool",
+                        "SocketServer => JSocketServer",
+                        "SocketServerConfigs",
+                        "StartThrottlingResponse",
+                        "Time",
+                        "TooManyConnectionsException",
+                        "UnsupportedVersionException",
                         "Utils",
-                        "Uuid",
-                        "VerificationGuard",
-                        "inWriteLock",
-                        "java.lang.Long => JLong",
+                        "_",
+                        "java.io.IOException",
+                        "java.net._",
+                        "java.nio.ByteBuffer",
+                        "java.nio.channels.Selector => NSelector",
                         "java.util",
                         "java.util.Optional",
-                        "java.util.concurrent.CompletableFuture",
-                        "java.util.concurrent.locks.ReentrantReadWriteLock",
-                        "kafka.log._",
-                        "kafka.server._",
-                        "kafka.server.share.DelayedShareFetch",
+                        "java.util.concurrent._",
+                        "java.util.concurrent.atomic._",
+                        "kafka.network.Processor._",
+                        "kafka.network.RequestChannel.CloseConnectionResponse",
+                        "kafka.server.BrokerReconfigurable",
                         "kafka.utils._",
-                        "org.apache.kafka.common.DirectoryId",
-                        "org.apache.kafka.common.errors._",
-                        "org.apache.kafka.common.message.AlterPartitionRequestData.BrokerState",
-                        "org.apache.kafka.common.message.DescribeProducersResponseData",
-                        "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
-                        "org.apache.kafka.common.protocol.Errors",
-                        "org.apache.kafka.common.record.internal.FileRecords",
-                        "org.apache.kafka.common.record.internal.FileRecords.TimestampAndOffset",
-                        "org.apache.kafka.common.requests.OffsetsForLeaderEpochResponse.UNDEFINED_EPOCH",
-                        "org.apache.kafka.common.requests._",
-                        "org.apache.kafka.common.utils.Time",
-                        "org.apache.kafka.logger.StateChangeLogger",
-                        "org.apache.kafka.metadata.LeaderAndIsr",
-                        "org.apache.kafka.server.LogDeleteRecordsResult",
-                        "org.apache.kafka.server.common.RequestLocal",
-                        "org.apache.kafka.server.log.remote.TopicPartitionLog",
-                        "org.apache.kafka.server.log.remote.storage.RemoteLogManager",
+                        "org.apache.kafka.common.Endpoint",
+                        "org.apache.kafka.common.config.ConfigException",
+                        "org.apache.kafka.common.errors.InvalidRequestException",
+                        "org.apache.kafka.common.memory.MemoryPool",
+                        "org.apache.kafka.common.message.ApiMessageType.ListenerType",
+                        "org.apache.kafka.common.metrics._",
+                        "org.apache.kafka.common.metrics.stats.Avg",
+                        "org.apache.kafka.common.network.ChannelBuilder",
+                        "org.apache.kafka.common.network.KafkaChannel.ChannelMuteEvent",
+                        "org.apache.kafka.common.protocol.ApiKeys",
+                        "org.apache.kafka.common.requests.ApiVersionsRequest",
+                        "org.apache.kafka.common.security.auth.SecurityProtocol",
+                        "org.apache.kafka.common.utils.KafkaThread",
+                        "org.apache.kafka.network.ConnectionQuotaEntity",
+                        "org.apache.kafka.security.CredentialProvider",
+                        "org.apache.kafka.server.ApiVersionManager",
+                        "org.apache.kafka.server.config.QuotaConfig",
                         "org.apache.kafka.server.metrics.KafkaMetricsGroup",
-                        "org.apache.kafka.server.partition.AlterPartitionListener",
-                        "org.apache.kafka.server.purgatory.DelayedDeleteRecords",
-                        "org.apache.kafka.server.replica.Replica",
-                        "org.apache.kafka.server.share.fetch.DelayedShareFetchPartitionKey",
-                        "org.apache.kafka.server.storage.log.FetchIsolation",
-                        "org.apache.kafka.server.util.LockUtils.inReadLock",
-                        "org.apache.kafka.storage.internals.checkpoint.OffsetCheckpoints",
-                        "org.apache.kafka.storage.internals.log.AppendOrigin",
+                        "org.apache.kafka.server.network.ConnectionDisconnectListener",
+                        "org.apache.kafka.server.quota.QuotaUtils",
+                        "org.apache.kafka.server.util.FutureUtils",
                         "org.slf4j.event.Level",
-                        "scala.collection.Seq",
+                        "scala.collection._",
+                        "scala.collection.mutable.ArrayBuffer",
                         "scala.jdk.CollectionConverters._",
-                        "scala.jdk.OptionConverters.RichOption",
-                        "scala.jdk.javaapi.OptionConverters"
+                        "scala.util.control.ControlThrowable"
                     ]
-                },
-                "scala/kafka/ReplicaManager.scala": {
+                }
+            }
+        },
+        "shell/kubernetes": {
+            "Directory Group Magnitude": 6013.0,
+            "File Count": 23,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "37.23%",
+                "Error & Exception Exposure": "51.31%",
+                "Tech Debt Exposure": "53.45%",
+                "Testing Exposure": "9.23%",
+                "API Exposure": "1.5%",
+                "Concurrency Exposure": "15.0%",
+                "State Flux Exposure": "75.63%",
+                "Commented Logic Exposure": "2.53%",
+                "Specification Exposure": "52.17%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "10.26%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "shell/kubernetes/benchmark-dockerized.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ReplicaManager.scala",
-                        "Path": "scala/kafka/ReplicaManager.scala",
-                        "Language": "Scala",
-                        "Architect": "Unknown Architect",
+                        "Filename": "benchmark-dockerized.sh",
+                        "Path": "shell/kubernetes/benchmark-dockerized.sh",
+                        "Language": "Shell",
+                        "Architect": "2018 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scala",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .scala)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6002.16,
-                        "Y": -147.87,
-                        "Z": 7282.27
+                        "X": 3825.92,
+                        "Y": 273.63,
+                        "Z": -3113.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -435151,865 +437829,383 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2569,
-                        "Coding LOC": 1864,
-                        "Documentation LOC": 456,
-                        "Structural Magnitude": 1449.98,
-                        "Control Flow Ratio": "62.2%",
+                        "Total LOC": 72,
+                        "Coding LOC": 36,
+                        "Documentation LOC": 24,
+                        "Structural Magnitude": 44.52,
+                        "Control Flow Ratio": "52.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.474
+                        "Raw Cognitive Density": 0.86
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "21.28%",
-                        "Error & Exception Exposure": "51.56%",
-                        "Tech Debt Exposure": "33.87%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "4.67%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "8.4%",
+                        "Cognitive Load Exposure": "60.83%",
+                        "Error & Exception Exposure": "31.62%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.55%",
+                        "API Exposure": "7.78%",
+                        "Concurrency Exposure": "18.75%",
+                        "State Flux Exposure": "99.93%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.95%",
+                        "Documentation Exposure": "55.62%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "fetchOffset",
-                            "Structural Impact": 132.1,
-                            "Lines of Code (LOC)": 121,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "82.2%",
-                            "Start Line": 1459,
-                            "End Line": 1579
-                        },
-                        {
-                            "Function Name": "handleProduceAppend",
-                            "Structural Impact": 82.7,
-                            "Lines of Code (LOC)": 137,
-                            "Control Flow Branches": 23,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "79.3%",
-                            "Start Line": 697,
-                            "End Line": 833
-                        },
-                        {
-                            "Function Name": "readFromLog",
-                            "Structural Impact": 78.6,
-                            "Lines of Code (LOC)": 141,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "73.8%",
-                            "Start Line": 1753,
-                            "End Line": 1893
-                        },
-                        {
-                            "Function Name": "applyLocalFollowersDelta",
-                            "Structural Impact": 60.9,
-                            "Lines of Code (LOC)": 106,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "69.0%",
-                            "Start Line": 2449,
-                            "End Line": 2554
-                        },
-                        {
-                            "Function Name": "read",
-                            "Structural Impact": 54.3,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "72.4%",
-                            "Start Line": 1773,
-                            "End Line": 1874
-                        },
-                        {
-                            "Function Name": "fetchMessages",
-                            "Structural Impact": 48.9,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "76.0%",
-                            "Start Line": 1665,
-                            "End Line": 1748
-                        },
-                        {
-                            "Function Name": "appendToLocalLog",
-                            "Structural Impact": 46.5,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1376,
-                            "End Line": 1457
-                        },
-                        {
-                            "Function Name": "handleOffsetOutOfRangeError",
-                            "Structural Impact": 45.1,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "65.0%",
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-                            "Control Flow Ratio": "42.9%",
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-                            "Start Line": 1283,
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-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1760,
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-                            "Start Line": 520,
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+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 13,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 1,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 14,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 9,
+                        "Exposed API / Public Exports": 6,
+                        "State Mutations / Variable Reassignments": 12,
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+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 3,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
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+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 14,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 2,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 10,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 1,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
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+                    "1. Artifact Identity": {
+                        "Filename": "cluster__common.sh",
+                        "Path": "shell/kubernetes/cluster__common.sh",
+                        "Language": "Shell",
+                        "Architect": "2017 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 3259.55,
+                        "Y": 143.3,
+                        "Z": -3517.61
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 554,
+                        "Coding LOC": 331,
+                        "Documentation LOC": 168,
+                        "Structural Magnitude": 445.92,
+                        "Control Flow Ratio": "72.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.265
+                    },
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+                        "Cognitive Load Exposure": "77.98%",
+                        "Error & Exception Exposure": "46.67%",
+                        "Tech Debt Exposure": "99.92%",
+                        "Testing Exposure": "2.71%",
+                        "API Exposure": "2.98%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "11.66%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
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-                            "Control Flow Branches": 3,
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-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2039,
-                            "End Line": 2044
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 799,
-                            "End Line": 819
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+                            "Start Line": 332,
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                         {
-                            "Function Name": "processRemoteFetch",
-                            "Structural Impact": 8.0,
+                            "Function Name": "load-or-gen-kube-basicauth",
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                             "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
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-                            "Start Line": 1605,
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-                            "Start Line": 355,
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 367,
-                            "End Line": 373
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+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 527,
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                         {
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 448,
-                            "End Line": 453
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                         {
-                            "Function Name": "checkpointHighWatermarks",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 5,
+                            "Function Name": "get-kubeconfig-basicauth",
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                             "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2116,
-                            "End Line": 2138
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                         },
                         {
-                            "Function Name": "processRemoteFetches",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 31,
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-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1628,
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-                            "Start Line": 1361,
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2019,
-                            "End Line": 2022
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+                            "Control Flow Ratio": "3.8%",
+                            "Start Line": 1,
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                         {
-                            "Function Name": "markPartitionOffline",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
+                            "Function Name": "find-tar",
+                            "Structural Impact": 10.7,
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+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 2140,
-                            "End Line": 2149
+                            "Start Line": 306,
+                            "End Line": 322
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                         {
-                            "Function Name": "activeProducerState",
-                            "Structural Impact": 6.1,
+                            "Function Name": "set_binary_version",
+                            "Structural Impact": 10.3,
                             "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2300,
-                            "End Line": 2307
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-                        {
-                            "Function Name": "onlinePartition",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 467,
-                            "End Line": 472
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 289,
+                            "End Line": 296
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                         {
-                            "Function Name": "maybeUpdateTopicAssignment",
-                            "Structural Impact": 5.8,
+                            "Function Name": "get-kubeconfig-bearertoken",
+                            "Structural Impact": 6.6,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2556,
-                            "End Line": 2567
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-                        {
-                            "Function Name": "isListOffsetsTimestampUnsupported",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 148,
-                            "End Line": 151
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-                        {
-                            "Function Name": "shutdown",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2213,
-                            "End Line": 2232
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-                        {
-                            "Function Name": "onlinePartitionsIterator",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 476,
-                            "End Line": 481
-                        },
-                        {
-                            "Function Name": "delayedDeleteRecordsRequired",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1115,
-                            "End Line": 1119
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 237,
+                            "End Line": 248
                         },
                         {
-                            "Function Name": "initialFetchOffset",
-                            "Structural Impact": 4.5,
+                            "Function Name": "verify-kube-binaries",
+                            "Structural Impact": 4.3,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2093,
-                            "End Line": 2098
-                        },
-                        {
-                            "Function Name": "isValidRequiredAcks",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 1369,
-                            "End Line": 1371
-                        },
-                        {
-                            "Function Name": "appendRecordsToLeader",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 586,
-                            "End Line": 611
-                        },
-                        {
-                            "Function Name": "sendInvalidRequiredAcksResponse",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 920,
-                            "End Line": 935
-                        },
-                        {
-                            "Function Name": "completeDelayedOperationsWhenNotPartitionLeader",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 304,
-                            "End Line": 312
-                        },
-                        {
-                            "Function Name": "buildProducePartitionStatus",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 835,
-                            "End Line": 851
+                            "Start Line": 509,
+                            "End Line": 514
                         },
                         {
-                            "Function Name": "adjustForLargeFileSystems",
-                            "Structural Impact": 3.1,
+                            "Function Name": "verify-release-tars",
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1277,
-                            "End Line": 1281
-                        },
-                        {
-                            "Function Name": "createLogReadResult",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 146
-                        },
-                        {
-                            "Function Name": "fetchOffsetForTimestamp",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1585,
-                            "End Line": 1592
-                        },
-                        {
-                            "Function Name": "maybeSendPartitionToTransactionCoordinator",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 955,
-                            "End Line": 980
-                        },
-                        {
-                            "Function Name": "removeAllTopicMetrics",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2234,
-                            "End Line": 2240
-                        },
-                        {
-                            "Function Name": "delegate",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 891,
-                            "End Line": 901
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 520,
+                            "End Line": 524
                         },
                         {
-                            "Function Name": "startHighWatermarkCheckPointThread",
+                            "Function Name": "gen-kube-basicauth",
                             "Structural Impact": 2.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 263,
-                            "End Line": 266
+                            "Start Line": 222,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "createReplicaFetcherManager",
+                            "Function Name": "gen-kube-bearertoken",
                             "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2242,
-                            "End Line": 2244
-                        },
-                        {
-                            "Function Name": "putHw",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2117,
-                            "End Line": 2122
-                        },
-                        {
-                            "Function Name": "addDelayedShareFetchRequest",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 339,
-                            "End Line": 342
-                        },
-                        {
-                            "Function Name": "addOnlinePartition",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 463,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "createReplicaAlterLogDirsManager",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2246,
-                            "End Line": 2248
-                        },
-                        {
-                            "Function Name": "generalizedCallback",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 964,
-                            "End Line": 970
-                        },
-                        {
-                            "Function Name": "createReplicaSelector",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2250,
-                            "End Line": 2256
-                        },
-                        {
-                            "Function Name": "createPartition",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 456,
-                            "End Line": 460
-                        },
-                        {
-                            "Function Name": "invokeCallback",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1044,
-                            "End Line": 1048
-                        },
-                        {
-                            "Function Name": "updateLeaderAndFollowerMetrics",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2052,
-                            "End Line": 2056
-                        },
-                        {
-                            "Function Name": "resizeFetcherThreadPool",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 276,
-                            "End Line": 278
-                        },
-                        {
-                            "Function Name": "startup",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 282,
-                            "End Line": 292
-                        },
-                        {
-                            "Function Name": "completeDelayedFetchRequests",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 319,
-                            "End Line": 321
-                        },
-                        {
-                            "Function Name": "completeDelayedShareFetchRequest",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 329,
-                            "End Line": 331
-                        },
-                        {
-                            "Function Name": "addShareFetchTimerRequest",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 348,
-                            "End Line": 350
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 254,
+                            "End Line": 256
                         },
                         {
-                            "Function Name": "topicIdPartition",
+                            "Function Name": "get-kubeconfig-user-basicauth",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 439,
-                            "End Line": 442
-                        },
-                        {
-                            "Function Name": "getPartition",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 444,
-                            "End Line": 446
-                        },
-                        {
-                            "Function Name": "localLogOrException",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 540,
-                            "End Line": 542
+                            "Start Line": 212,
+                            "End Line": 215
                         },
                         {
-                            "Function Name": "futureLocalLogOrException",
+                            "Function Name": "pushd",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
@@ -436019,284 +438215,434 @@
                             "End Line": 546
                         },
                         {
-                            "Function Name": "futureLogExists",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 548,
-                            "End Line": 550
-                        },
-                        {
-                            "Function Name": "futureLogOrException",
+                            "Function Name": "popd",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 552,
-                            "End Line": 554
-                        },
+                            "Start Line": 551,
+                            "End Line": 553
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 204,
+                        "Sequential Logic Declarations": 77,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 17,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 104,
+                        "Type/Safety Bypasses": 16,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 88,
+                        "Exposed API / Public Exports": 11,
+                        "State Mutations / Variable Reassignments": 131,
+                        "Commented-out Code (Dead Logic)": 6,
+                        "Structured Documentation Blocks": 4,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 23,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 7,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 2,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 11,
+                        "Private / Encapsulated Scopes": 18,
+                        "Event Listeners & Subscribers": 1,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 279,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 5,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 65,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 24,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 41,
+                        "Design Short Vars": 6,
+                        "Design Long Vars": 3,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 15,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 3,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 2,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/hack/lib/util.sh"
+                    ]
+                },
+                "shell/kubernetes/common.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "common.sh",
+                        "Path": "shell/kubernetes/common.sh",
+                        "Language": "Shell",
+                        "Architect": "2014 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 3583.32,
+                        "Y": 305.09,
+                        "Z": -2670.48
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 473,
+                        "Coding LOC": 285,
+                        "Documentation LOC": 122,
+                        "Structural Magnitude": 424.1,
+                        "Control Flow Ratio": "72.4%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.279
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "82.98%",
+                        "Error & Exception Exposure": "79.12%",
+                        "Tech Debt Exposure": "26.72%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.14%",
+                        "Concurrency Exposure": "74.97%",
+                        "State Flux Exposure": "99.96%",
+                        "Commented Logic Exposure": "5.68%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "28.7%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "localLog",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::run_build_command_ex",
+                            "Structural Impact": 100.1,
+                            "Lines of Code (LOC)": 106,
+                            "Control Flow Branches": 66,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 556,
-                            "End Line": 558
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 367,
+                            "End Line": 472
                         },
                         {
-                            "Function Name": "newResponseCallback",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 763,
-                            "End Line": 765
+                            "Function Name": "kube::build::docker_delete_old_containers",
+                            "Structural Impact": 30.2,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 273,
+                            "End Line": 288
                         },
                         {
-                            "Function Name": "delayedRemoteListOffsetsRequired",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1581,
-                            "End Line": 1583
+                            "Function Name": "kube::build::docker_available_on_osx",
+                            "Structural Impact": 28.4,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 197,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "getLog",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 280,
-                            "End Line": 280
+                            "Function Name": "kube::build::clean",
+                            "Structural Impact": 21.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "86.4%",
+                            "Start Line": 330,
+                            "End Line": 353
                         },
                         {
-                            "Function Name": "addToActionQueue",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::verify_prereqs",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 562,
-                            "End Line": 562
+                            "Control Flow Ratio": "68.4%",
+                            "Start Line": 168,
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "getLogConfig",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2024,
-                            "End Line": 2024
+                            "Function Name": "kube::build::ensure_tar",
+                            "Structural Impact": 17.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 227,
+                            "End Line": 246
                         },
                         {
-                            "Function Name": "getLogEndOffset",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::destroy_container",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2112,
-                            "End Line": 2113
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 310,
+                            "End Line": 320
                         },
                         {
-                            "Function Name": "maybeShrinkIsr",
-                            "Structural Impact": 1.4,
+                            "Function Name": "kube::build::docker_image_exists",
+                            "Structural Impact": 12.5,
                             "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2100,
-                            "End Line": 2107
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 260,
+                            "End Line": 267
                         },
                         {
-                            "Function Name": "doWork",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 228,
-                            "End Line": 231
+                            "Function Name": "kube::build::short_hash",
+                            "Structural Impact": 12.0,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 291,
+                            "End Line": 304
                         },
                         {
-                            "Function Name": "lateTransactionsCount",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 180,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 250,
-                            "End Line": 253
+                            "Control Flow Ratio": "2.9%",
+                            "Start Line": 1,
+                            "End Line": 472
                         },
                         {
-                            "Function Name": "producerIdCount",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 255,
-                            "End Line": 259
+                            "Function Name": "__default_base_image",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 98,
+                            "End Line": 104
                         },
                         {
-                            "Function Name": "reassigningPartitionsCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::ensure_docker_in_path",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 248,
-                            "End Line": 248
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 219,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "underReplicatedPartitionCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::is_osx",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 261,
-                            "End Line": 261
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 211,
+                            "End Line": 213
                         },
                         {
-                            "Function Name": "shutdownIdleReplicaAlterLogDirsThread",
-                            "Structural Impact": 1.1,
+                            "Function Name": "kube::build::is_gnu_sed",
+                            "Structural Impact": 3.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 272,
-                            "End Line": 274
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 215,
+                            "End Line": 217
                         },
                         {
-                            "Function Name": "offlinePartitionCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::setup_vars",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 483,
-                            "End Line": 485
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 148,
+                            "End Line": 156
                         },
                         {
-                            "Function Name": "tryCompleteActions",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "kube::build::has_ip",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 560,
-                            "End Line": 560
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 252,
+                            "End Line": 254
                         },
                         {
-                            "Function Name": "transactionPartitionVerificationEnable",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "kube::build::get_docker_wrapped_binaries",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1008,
-                            "End Line": 1010
+                            "Start Line": 124,
+                            "End Line": 136
                         },
                         {
-                            "Function Name": "leaderPartitionsIterator",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "kube::build::run_build_command",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2109,
-                            "End Line": 2110
+                            "Start Line": 357,
+                            "End Line": 360
                         },
                         {
-                            "Function Name": "removeMetrics",
+                            "Function Name": "kube::build::has_docker",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2204,
-                            "End Line": 2206
+                            "Start Line": 248,
+                            "End Line": 250
                         },
                         {
-                            "Function Name": "beginControlledShutdown",
+                            "Function Name": "kube::build::is_docker_rootless",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2208,
-                            "End Line": 2210
+                            "Start Line": 322,
+                            "End Line": 324
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 393,
-                        "Sequential Logic Declarations": 239,
-                        "Function Parameters": 268,
-                        "Function/Method Declarations": 106,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 94,
-                        "Type/Safety Bypasses": 32,
+                        "Control Flow Branches": 184,
+                        "Sequential Logic Declarations": 70,
+                        "Function Parameters": 29,
+                        "Function/Method Declarations": 19,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 75,
+                        "Type/Safety Bypasses": 28,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 62,
-                        "State Mutations / Variable Reassignments": 115,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 27,
+                        "I/O and Network Boundaries": 78,
+                        "Exposed API / Public Exports": 18,
+                        "State Mutations / Variable Reassignments": 88,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 9,
-                        "UI / View Layer Components": 3,
-                        "Closures and Anonymous Functions": 323,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 176,
-                        "Collection Iterators / Comprehensions": 61,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
+                        "Asynchronous/Concurrent Execution": 12,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 32,
+                        "Dependency Injection Constructs": 1,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 7,
-                        "Fatal Aborts & Exceptions": 16,
+                        "Ad-hoc Print / Debug Statements": 13,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 13,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 27,
-                        "Thread Synchronization Locks": 6,
-                        "Immutable Data Declarations": 229,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 78,
-                        "Event Listeners & Subscribers": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 30,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 10,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1792,
+                        "Structural Space Indentations": 201,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 3,
+                        "Regex Execution": 6,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -436306,15 +438652,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 382,
-                        "Design Camel Case": 204,
-                        "Design Snake Case": 51,
-                        "Design Pascal Case": 117,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 14,
-                        "Design Long Vars": 43,
+                        "Core Var Decl": 56,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 14,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 42,
+                        "Design Short Vars": 4,
+                        "Design Long Vars": 11,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 22,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -436324,188 +438670,46 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Entropy": 6,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 144,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "ConcurrentHashMap",
-                        "DelayedActionQueue",
-                        "DelayedOperationPurgatory",
-                        "DelayedProduce",
-                        "DelayedRemoteFetch",
-                        "DelayedRemoteListOffsets",
-                        "DelayedShareFetchPartitionKey",
-                        "DeleteRecordsPartitionStatus",
-                        "DescribeProducersResponseData",
-                        "FailedIsrUpdatesPerSecMetricName",
-                        "FetchDataInfo",
-                        "FetchPartitionData",
-                        "FetchPartitionStatus",
-                        "Future",
-                        "HostedPartition",
-                        "IsrExpandsPerSecMetricName",
-                        "IsrShrinksPerSecMetricName",
-                        "LeaderCountMetricName",
-                        "LeaderHwChange",
-                        "ListOffsetsPartitionStatus",
-                        "ListOffsetsTopic",
-                        "ListOffsetsTopicResponse",
-                        "LogAppendInfo",
-                        "LogAppendResult",
-                        "LogConfig",
-                        "LogDeleteRecordsResult",
-                        "LogDirFailureChannel",
-                        "LogOffsetMetadata",
-                        "LogReadInfo",
-                        "LogReadResult",
-                        "MetadataImage",
-                        "Node",
-                        "OfflineReplicaCountMetricName",
-                        "OffsetCheckpointFile",
-                        "OffsetCheckpoints",
-                        "OffsetForLeaderTopicResult",
-                        "OffsetResultHolder",
-                        "Optional",
-                        "OptionalInt",
-                        "OptionalLong",
-                        "PartitionCountMetricName",
-                        "PartitionsWithLateTransactionsCountMetricName",
-                        "Paths",
-                        "ProducerIdCountMetricName",
-                        "ReassigningPartitionsMetricName",
-                        "RecordValidationException",
-                        "RecordValidationStats",
-                        "RejectedExecutionException",
-                        "RemoteLogReadResult",
-                        "RemoteStorageFetchInfo",
-                        "ReplicationQuotaManager",
-                        "RequestLocal",
-                        "Seq",
-                        "Set",
-                        "ShutdownableThread",
-                        "StopPartition",
-                        "Time",
-                        "TimeUnit",
-                        "TimerTask",
-                        "Topic",
-                        "TopicIdPartition",
-                        "TopicPartition",
-                        "TopicPartitionOperationKey",
-                        "TopicsDelta",
-                        "TransactionLogConfig",
-                        "TransactionVersion",
-                        "UnderMinIsrPartitionCountMetricName",
-                        "UnderReplicatedPartitionsMetricName",
-                        "UnifiedLog",
-                        "Utils",
-                        "Uuid",
-                        "VerificationGuard",
-                        "com.yammer.metrics.core.Meter",
-                        "common",
-                        "createLogReadResult",
-                        "immutable",
-                        "isListOffsetsTimestampUnsupported",
-                        "java.io.File",
-                        "java.lang.Long => JLong",
-                        "java.nio.file.Files",
-                        "java.util",
-                        "java.util.Collections",
-                        "java.util.concurrent.CompletableFuture",
-                        "java.util.concurrent.atomic.AtomicBoolean",
-                        "java.util.function.Consumer",
-                        "kafka.cluster.Partition",
-                        "kafka.log.LogManager",
-                        "kafka.server.QuotaFactory.QuotaManagers",
-                        "kafka.server.ReplicaManager.AtMinIsrPartitionCountMetricName",
-                        "kafka.server.share.DelayedShareFetch",
-                        "kafka.utils._",
-                        "mutable",
-                        "org.apache.kafka.common.IsolationLevel",
-                        "org.apache.kafka.common.errors._",
-                        "org.apache.kafka.common.internals.Plugin",
-                        "org.apache.kafka.common.message.DeleteRecordsResponseData.DeleteRecordsPartitionResult",
-                        "org.apache.kafka.common.message.DescribeLogDirsResponseData",
-                        "org.apache.kafka.common.message.DescribeLogDirsResponseData.DescribeLogDirsTopic",
-                        "org.apache.kafka.common.message.ListOffsetsRequestData.ListOffsetsPartition",
-                        "org.apache.kafka.common.message.ListOffsetsResponseData.ListOffsetsPartitionResponse",
-                        "org.apache.kafka.common.message.OffsetForLeaderEpochRequestData.OffsetForLeaderTopic",
-                        "org.apache.kafka.common.message.OffsetForLeaderEpochResponseData.EpochEndOffset",
-                        "org.apache.kafka.common.metrics.Metrics",
-                        "org.apache.kafka.common.network.ListenerName",
-                        "org.apache.kafka.common.protocol.Errors",
-                        "org.apache.kafka.common.record.internal._",
-                        "org.apache.kafka.common.replica.PartitionView.DefaultPartitionView",
-                        "org.apache.kafka.common.replica.ReplicaView.DefaultReplicaView",
-                        "org.apache.kafka.common.replica._",
-                        "org.apache.kafka.common.requests.FetchRequest.PartitionData",
-                        "org.apache.kafka.common.requests.ProduceResponse.PartitionResponse",
-                        "org.apache.kafka.common.requests._",
-                        "org.apache.kafka.common.utils.Exit",
-                        "org.apache.kafka.coordinator.transaction.AddPartitionsToTxnConfig",
-                        "org.apache.kafka.image.LocalReplicaChanges",
-                        "org.apache.kafka.logger.StateChangeLogger",
-                        "org.apache.kafka.metadata.LeaderConstants.NO_LEADER",
-                        "org.apache.kafka.metadata.MetadataCache",
-                        "org.apache.kafka.server.ActionQueue",
-                        "org.apache.kafka.server.LogAppendResult.LogAppendSummary",
-                        "org.apache.kafka.server.common.DirectoryEventHandler",
-                        "org.apache.kafka.server.config.ReplicationConfigs",
-                        "org.apache.kafka.server.log.remote.TopicPartitionLog",
-                        "org.apache.kafka.server.log.remote.storage.RemoteLogManager",
-                        "org.apache.kafka.server.metrics.KafkaMetricsGroup",
-                        "org.apache.kafka.server.network.BrokerEndPoint",
-                        "org.apache.kafka.server.partition.PartitionListener",
-                        "org.apache.kafka.server.purgatory.DelayedDeleteRecords",
-                        "org.apache.kafka.server.purgatory.DelayedProduce.PartitionStatusValidator.Result",
-                        "org.apache.kafka.server.purgatory.DelayedProduce.ProducePartitionStatus",
-                        "org.apache.kafka.server.quota.ReplicaQuota",
-                        "org.apache.kafka.server.share.fetch.DelayedShareFetchKey",
-                        "org.apache.kafka.server.storage.log.FetchParams",
-                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager",
-                        "org.apache.kafka.server.transaction.AddPartitionsToTxnManager.TransactionSupportedOperation",
-                        "org.apache.kafka.server.util.Scheduler",
-                        "org.apache.kafka.server.util.timer.SystemTimer",
-                        "org.apache.kafka.storage.internals.checkpoint.LazyOffsetCheckpoints",
-                        "org.apache.kafka.storage.internals.log.AppendOrigin",
-                        "org.apache.kafka.storage.log.metrics.BrokerTopicStats",
-                        "scala.collection.Map",
-                        "scala.jdk.CollectionConverters._",
-                        "scala.jdk.FunctionConverters.enrichAsJavaConsumer",
-                        "scala.jdk.OptionConverters.RichOptional"
+                        "$KUBE_ROOT/hack/lib/init.sh",
+                        "code"
                     ]
                 },
-                "scala/kafka/SocketServer.scala": {
+                "shell/kubernetes/config-common.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "SocketServer.scala",
-                        "Path": "scala/kafka/SocketServer.scala",
-                        "Language": "Scala",
-                        "Architect": "Unknown Architect",
+                        "Filename": "config-common.sh",
+                        "Path": "shell/kubernetes/config-common.sh",
+                        "Language": "Shell",
+                        "Architect": "2016 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "scala",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .scala)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6221.97,
-                        "Y": -246.69,
-                        "Z": 7231.31
+                        "X": 3084.36,
+                        "Y": 355.32,
+                        "Z": -2430.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -436514,1153 +438718,1541 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1707,
-                        "Coding LOC": 1246,
-                        "Documentation LOC": 297,
-                        "Structural Magnitude": 713.92,
-                        "Control Flow Ratio": "66.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 178,
+                        "Coding LOC": 105,
+                        "Documentation LOC": 62,
+                        "Structural Magnitude": 175.8,
+                        "Control Flow Ratio": "71.7%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.348
+                        "Raw Cognitive Density": 1.25
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.01%",
-                        "Error & Exception Exposure": "66.43%",
-                        "Tech Debt Exposure": "14.71%",
+                        "Cognitive Load Exposure": "61.66%",
+                        "Error & Exception Exposure": "75.1%",
+                        "Tech Debt Exposure": "99.25%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "3.08%",
+                        "API Exposure": "10.47%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "10.5%",
-                        "Commented Logic Exposure": "5.24%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "18.44%",
+                        "Documentation Exposure": "98.69%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "updateIpConnectionRateQuota",
-                            "Structural Impact": 26.3,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1340,
-                            "End Line": 1381
-                        },
-                        {
-                            "Function Name": "processCompletedReceives",
-                            "Structural Impact": 20.9,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 17,
+                            "Function Name": "get-node-ip-range",
+                            "Structural Impact": 21.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 20,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "81.0%",
-                            "Start Line": 1002,
-                            "End Line": 1060
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 74,
+                            "End Line": 90
                         },
                         {
-                            "Function Name": "dec",
-                            "Structural Impact": 20.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1414,
-                            "End Line": 1436
+                            "Function Name": "get-master-size",
+                            "Structural Impact": 21.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "95.2%",
+                            "Start Line": 29,
+                            "End Line": 44
                         },
                         {
-                            "Function Name": "processNewResponses",
-                            "Structural Impact": 17.9,
-                            "Lines of Code (LOC)": 39,
+                            "Function Name": "get-cluster-ip-range",
+                            "Structural Impact": 16.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 15,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 933,
-                            "End Line": 971
+                            "Control Flow Ratio": "93.8%",
+                            "Start Line": 92,
+                            "End Line": 104
                         },
                         {
-                            "Function Name": "parseRequestHeader",
-                            "Structural Impact": 16.1,
+                            "Function Name": "get-master-root-disk-size",
+                            "Structural Impact": 11.5,
                             "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 775,
-                            "End Line": 784
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 49,
+                            "End Line": 58
                         },
                         {
-                            "Function Name": "acceptNewConnections",
-                            "Structural Impact": 15.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 13,
+                            "Function Name": "get-master-disk-size",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 623,
-                            "End Line": 658
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 63,
+                            "End Line": 72
                         },
                         {
-                            "Function Name": "validateReconfiguration",
-                            "Structural Impact": 15.0,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 9,
+                            "Function Name": "get-alias-range-size",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 409,
-                            "End Line": 425
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 111,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "enableRequestProcessing",
-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 173,
-                            "End Line": 211
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 100,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "start",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 12,
+                            "Function Name": "get-num-nodes",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 510,
-                            "End Line": 533
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 22,
+                            "End Line": 24
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 81,
+                        "Sequential Logic Declarations": 32,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 17,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 25,
+                        "State Mutations / Variable Reassignments": 48,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 8,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 5,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 63,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 46,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 19,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 27,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 17,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 7,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 3,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "shell/kubernetes/config-default.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "config-default.sh",
+                        "Path": "shell/kubernetes/config-default.sh",
+                        "Language": "Shell",
+                        "Architect": "2017 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 3501.13,
+                        "Y": 118.58,
+                        "Z": -3880.09
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 62,
+                        "Coding LOC": 21,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 38.22,
+                        "Control Flow Ratio": "83.3%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.05
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "43.04%",
+                        "Error & Exception Exposure": "69.85%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.47%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 50,
+                            "End Line": 55
                         },
                         {
-                            "Function Name": "boundPort",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 264,
-                            "End Line": 276
+                            "Function Name": "__global_context__",
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+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 61
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 13,
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+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 24,
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+                        "UI / View Layer Components": 0,
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+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
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+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
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+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 4,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 14,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
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+                        "Design Short Vars": 0,
+                        "Design Long Vars": 3,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/cluster/gce/config-common.sh"
+                    ]
+                },
+                "shell/kubernetes/configure-helper.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "configure-helper.sh",
+                        "Path": "shell/kubernetes/configure-helper.sh",
+                        "Language": "Shell",
+                        "Architect": "2016 The Kubernetes Authors",
+                        "Indentation Style": "Mixed (99.5% Spaces / 0.5% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 3254.82,
+                        "Y": 220.25,
+                        "Z": -3128.42
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 3702,
+                        "Coding LOC": 2823,
+                        "Documentation LOC": 521,
+                        "Structural Magnitude": 3206.06,
+                        "Control Flow Ratio": "77.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.172
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "81.12%",
+                        "Error & Exception Exposure": "16.39%",
+                        "Tech Debt Exposure": "95.31%",
+                        "Testing Exposure": "2.63%",
+                        "API Exposure": "0.02%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "4.97%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "create-master-auth",
+                            "Structural Impact": 213.4,
+                            "Lines of Code (LOC)": 309,
+                            "Control Flow Branches": 197,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "94.3%",
+                            "Start Line": 820,
+                            "End Line": 1128
                         },
                         {
-                            "Function Name": "reconfigure",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 319,
-                            "End Line": 340
+                            "Function Name": "prepare-etcd-manifest",
+                            "Structural Impact": 197.3,
+                            "Lines of Code (LOC)": 125,
+                            "Control Flow Branches": 77,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 1865,
+                            "End Line": 1989
                         },
                         {
-                            "Function Name": "accept",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1144,
-                            "End Line": 1161
+                            "Function Name": "start-kube-addons",
+                            "Structural Impact": 148.9,
+                            "Lines of Code (LOC)": 158,
+                            "Control Flow Branches": 140,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.1%",
+                            "Start Line": 2875,
+                            "End Line": 3032
                         },
                         {
-                            "Function Name": "accept",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 663,
-                            "End Line": 687
+                            "Function Name": "main",
+                            "Structural Impact": 119.0,
+                            "Lines of Code (LOC)": 161,
+                            "Control Flow Branches": 110,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.7%",
+                            "Start Line": 3531,
+                            "End Line": 3691
                         },
                         {
-                            "Function Name": "waitForConnectionSlot",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1442,
-                            "End Line": 1459
+                            "Function Name": "start-kube-controller-manager",
+                            "Structural Impact": 111.3,
+                            "Lines of Code (LOC)": 106,
+                            "Control Flow Branches": 105,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.9%",
+                            "Start Line": 2204,
+                            "End Line": 2309
                         },
                         {
-                            "Function Name": "chainAcceptorFuture",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 6,
+                            "Function Name": "start-cloud-controller-manager",
+                            "Structural Impact": 89.4,
+                            "Lines of Code (LOC)": 108,
+                            "Control Flow Branches": 83,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "82.2%",
+                            "Start Line": 2320,
+                            "End Line": 2427
+                        },
+                        {
+                            "Function Name": "mount-ext",
+                            "Structural Impact": 87.4,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 37,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "71.2%",
+                            "Start Line": 362,
+                            "End Line": 410
+                        },
+                        {
+                            "Function Name": "prepare-kube-proxy-manifest-variables",
+                            "Structural Impact": 76.4,
+                            "Lines of Code (LOC)": 86,
+                            "Control Flow Branches": 50,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 180,
-                            "End Line": 199
+                            "Control Flow Ratio": "73.5%",
+                            "Start Line": 1761,
+                            "End Line": 1846
                         },
                         {
-                            "Function Name": "run",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 8,
+                            "Function Name": "prepare-konnectivity-server-manifest",
+                            "Structural Impact": 68.0,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "86.1%",
+                            "Start Line": 2023,
+                            "End Line": 2102
+                        },
+                        {
+                            "Function Name": "create-master-pki",
+                            "Structural Impact": 55.5,
+                            "Lines of Code (LOC)": 111,
+                            "Control Flow Branches": 49,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 572,
-                            "End Line": 591
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                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1227,
-                            "End Line": 1228
+                            "Start Line": 2755,
+                            "End Line": 2759
                         },
                         {
-                            "Function Name": "channel",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "log-error",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1241,
-                            "End Line": 1242
+                            "Start Line": 3440,
+                            "End Line": 3444
                         },
                         {
-                            "Function Name": "maxListenerConnections",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "log-start",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1479,
-                            "End Line": 1480
-                        },
-                        {
-                            "Function Name": "closeAll",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 593,
-                            "End Line": 600
-                        },
-                        {
-                            "Function Name": "close",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1623,
-                            "End Line": 1626
+                            "Start Line": 3470,
+                            "End Line": 3475
                         },
                         {
-                            "Function Name": "close",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "log-end",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1665,
-                            "End Line": 1669
+                            "Start Line": 3483,
+                            "End Line": 3488
                         },
                         {
-                            "Function Name": "nextProcessorId",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "prepare-mounter-rootfs",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 156
+                            "Start Line": 2154,
+                            "End Line": 2164
                         },
                         {
-                            "Function Name": "reconfigurableConfigs",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 382,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 313,
-                            "End Line": 313
+                            "Start Line": 1,
+                            "End Line": 3701
                         },
                         {
-                            "Function Name": "listenerName",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "create-kube-scheduler-config",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 391,
-                            "End Line": 391
+                            "Start Line": 1424,
+                            "End Line": 1430
                         },
                         {
-                            "Function Name": "reconfigurableConfigs",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "create-kubescheduler-policy-config",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 396,
-                            "End Line": 396
+                            "Start Line": 1433,
+                            "End Line": 1439
                         },
                         {
-                            "Function Name": "wakeup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "start-kube-proxy",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 723,
-                            "End Line": 723
+                            "Start Line": 1849,
+                            "End Line": 1856
                         },
                         {
-                            "Function Name": "responseQueueSize",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "setup-nodelocaldns-manifest",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1220,
-                            "End Line": 1220
+                            "Start Line": 2832,
+                            "End Line": 2840
                         },
                         {
-                            "Function Name": "inflightResponseCount",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "log-trap-push",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1223,
-                            "End Line": 1223
+                            "Start Line": 3408,
+                            "End Line": 3413
                         },
                         {
-                            "Function Name": "wakeup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "create-node-problem-detector-kubeconfig-from-kubelet",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1253,
-                            "End Line": 1253
+                            "Start Line": 1470,
+                            "End Line": 1474
                         },
                         {
-                            "Function Name": "maxConnections",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "start-konnectivity-server",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1634,
-                            "End Line": 1634
+                            "Start Line": 2107,
+                            "End Line": 2111
                         },
                         {
-                            "Function Name": "listenerName",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "setup-cloud-pvl-admission-manifest",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1636,
-                            "End Line": 1636
+                            "Start Line": 3048,
+                            "End Line": 3051
                         },
                         {
-                            "Function Name": "reconfigurableConfigs",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "detect-cgroup-config",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1643,
-                            "End Line": 1645
+                            "Start Line": 3169,
+                            "End Line": 3172
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 261,
-                        "Sequential Logic Declarations": 132,
-                        "Function Parameters": 192,
-                        "Function/Method Declarations": 106,
-                        "Class/Entity Declarations": 9,
-                        "Defensive Programming Constructs": 32,
-                        "Type/Safety Bypasses": 43,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 49,
-                        "State Mutations / Variable Reassignments": 84,
+                        "Control Flow Branches": 1620,
+                        "Sequential Logic Declarations": 462,
+                        "Function Parameters": 95,
+                        "Function/Method Declarations": 101,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 907,
+                        "Type/Safety Bypasses": 50,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 451,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 880,
                         "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 35,
+                        "Structured Documentation Blocks": 11,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 21,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 136,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 6,
-                        "Generic Type Abstractions": 50,
-                        "Collection Iterators / Comprehensions": 16,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 8,
+                        "Metaprogramming & Reflection": 15,
+                        "Module Dependencies (Imports)": 7,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 9,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 50,
+                        "Dependency Injection Constructs": 2,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 14,
-                        "Fatal Aborts & Exceptions": 23,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 178,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 26,
+                        "Thread Sleeps & Blocking Waits": 11,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 35,
-                        "Immutable Data Declarations": 152,
-                        "Resource Deallocation & Cleanup": 25,
-                        "Private / Encapsulated Scopes": 118,
-                        "Event Listeners & Subscribers": 0,
+                        "Immutable Data Declarations": 4,
+                        "Resource Deallocation & Cleanup": 34,
+                        "Private / Encapsulated Scopes": 241,
+                        "Event Listeners & Subscribers": 7,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1191,
+                        "Structural Tab Indentations": 11,
+                        "Structural Space Indentations": 2374,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 176,
+                        "Regex Execution": 193,
+                        "Time Date Logic": 14,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -437669,158 +440261,73 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 293,
-                        "Design Camel Case": 125,
-                        "Design Snake Case": 46,
-                        "Design Pascal Case": 117,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 4,
-                        "Design Long Vars": 21,
+                        "Core Var Decl": 452,
+                        "Design Camel Case": 2,
+                        "Design Snake Case": 315,
+                        "Design Pascal Case": 22,
+                        "Design Upper Case": 113,
+                        "Design Short Vars": 7,
+                        "Design Long Vars": 70,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
+                        "Orphaned Logic": 94,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 2,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 9,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 0,
+                        "Sec Entropy": 13,
+                        "Sec Tainted Injection": 4,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 72,
+                        "Direct Upstream (Fragility)": 11,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "ChannelBuilders",
-                        "ClientInformation",
-                        "ConnectionThrottledException",
-                        "CumulativeSum",
-                        "EndThrottlingResponse",
-                        "KafkaChannel",
-                        "KafkaConfig",
-                        "KafkaException",
-                        "ListenerName",
-                        "ListenerReconfigurable",
-                        "LogContext",
-                        "Meter",
-                        "MetricName",
-                        "NetworkSend",
-                        "NoOpResponse",
-                        "Rate",
-                        "Reconfigurable",
-                        "RequestContext",
-                        "RequestHeader",
-                        "Selectable",
-                        "Selector => KSelector",
-                        "Send",
-                        "SendResponse",
-                        "ServerConnectionId",
-                        "ServerSocketFactory",
-                        "SimpleMemoryPool",
-                        "SocketServer => JSocketServer",
-                        "SocketServerConfigs",
-                        "StartThrottlingResponse",
-                        "Time",
-                        "TooManyConnectionsException",
-                        "UnsupportedVersionException",
-                        "Utils",
-                        "_",
-                        "java.io.IOException",
-                        "java.net._",
-                        "java.nio.ByteBuffer",
-                        "java.nio.channels.Selector => NSelector",
-                        "java.util",
-                        "java.util.Optional",
-                        "java.util.concurrent._",
-                        "java.util.concurrent.atomic._",
-                        "kafka.network.Processor._",
-                        "kafka.network.RequestChannel.CloseConnectionResponse",
-                        "kafka.server.BrokerReconfigurable",
-                        "kafka.utils._",
-                        "org.apache.kafka.common.Endpoint",
-                        "org.apache.kafka.common.config.ConfigException",
-                        "org.apache.kafka.common.errors.InvalidRequestException",
-                        "org.apache.kafka.common.memory.MemoryPool",
-                        "org.apache.kafka.common.message.ApiMessageType.ListenerType",
-                        "org.apache.kafka.common.metrics._",
-                        "org.apache.kafka.common.metrics.stats.Avg",
-                        "org.apache.kafka.common.network.ChannelBuilder",
-                        "org.apache.kafka.common.network.KafkaChannel.ChannelMuteEvent",
-                        "org.apache.kafka.common.protocol.ApiKeys",
-                        "org.apache.kafka.common.requests.ApiVersionsRequest",
-                        "org.apache.kafka.common.security.auth.SecurityProtocol",
-                        "org.apache.kafka.common.utils.KafkaThread",
-                        "org.apache.kafka.network.ConnectionQuotaEntity",
-                        "org.apache.kafka.security.CredentialProvider",
-                        "org.apache.kafka.server.ApiVersionManager",
-                        "org.apache.kafka.server.config.QuotaConfig",
-                        "org.apache.kafka.server.metrics.KafkaMetricsGroup",
-                        "org.apache.kafka.server.network.ConnectionDisconnectListener",
-                        "org.apache.kafka.server.quota.QuotaUtils",
-                        "org.apache.kafka.server.util.FutureUtils",
-                        "org.slf4j.event.Level",
-                        "scala.collection._",
-                        "scala.collection.mutable.ArrayBuffer",
-                        "scala.jdk.CollectionConverters._",
-                        "scala.util.control.ControlThrowable"
+                        "$KUBE_BIN/configure-kubeapiserver.sh",
+                        "$KUBE_HOME/bin/gke-internal-configure-helper.sh",
+                        "$KUBE_HOME/kube-env",
+                        "$KUBE_HOME/kube-master-certs",
+                        "/etc/profile.d/kube_env.sh",
+                        "at:",
+                        "dir",
+                        "for",
+                        "or",
+                        "path",
+                        "the"
                     ]
-                }
-            }
-        },
-        "shell/kubernetes": {
-            "Directory Group Magnitude": 6013.0,
-            "File Count": 23,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "37.23%",
-                "Error & Exception Exposure": "51.31%",
-                "Tech Debt Exposure": "53.45%",
-                "Testing Exposure": "9.23%",
-                "API Exposure": "1.5%",
-                "Concurrency Exposure": "15.0%",
-                "State Flux Exposure": "75.63%",
-                "Commented Logic Exposure": "2.53%",
-                "Specification Exposure": "52.17%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "10.26%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "shell/kubernetes/benchmark-dockerized.sh": {
+                },
+                "shell/kubernetes/e2e-cluster-size.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "benchmark-dockerized.sh",
-                        "Path": "shell/kubernetes/benchmark-dockerized.sh",
+                        "Filename": "e2e-cluster-size.sh",
+                        "Path": "shell/kubernetes/e2e-cluster-size.sh",
                         "Language": "Shell",
-                        "Architect": "2018 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Architect": "2015 The Kubernetes Authors",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3825.92,
-                        "Y": 273.63,
-                        "Z": -3113.61
+                        "X": 3228.22,
+                        "Y": 398.27,
+                        "Z": -2162.01
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -437829,93 +440336,73 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 72,
-                        "Coding LOC": 36,
-                        "Documentation LOC": 24,
-                        "Structural Magnitude": 44.52,
-                        "Control Flow Ratio": "52.0%",
+                        "Total LOC": 34,
+                        "Coding LOC": 11,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 4.92,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.86
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "60.83%",
-                        "Error & Exception Exposure": "31.62%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.55%",
-                        "API Exposure": "7.78%",
-                        "Concurrency Exposure": "18.75%",
-                        "State Flux Exposure": "99.93%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "47.86%",
+                        "Tech Debt Exposure": "73.11%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "3.53%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "55.62%",
+                        "Documentation Exposure": "13.3%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "retry",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 22,
-                            "End Line": 32
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 47,
-                            "End Line": 49
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "8.3%",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 71
+                            "End Line": 33
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 13,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 14,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 9,
-                        "Exposed API / Public Exports": 6,
-                        "State Mutations / Variable Reassignments": 12,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 2,
-                        "Asynchronous/Concurrent Execution": 2,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -437928,16 +440415,16 @@
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 14,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -437945,7 +440432,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -437954,15 +440441,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 10,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -437978,7 +440465,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
+                        "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -437986,19 +440473,21 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/cluster/kube-util.sh"
+                    ]
                 },
-                "shell/kubernetes/cluster__common.sh": {
+                "shell/kubernetes/etcd.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "cluster__common.sh",
-                        "Path": "shell/kubernetes/cluster__common.sh",
+                        "Filename": "etcd.sh",
+                        "Path": "shell/kubernetes/etcd.sh",
                         "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
+                        "Architect": "2014 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -438006,9 +440495,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3259.55,
-                        "Y": 143.3,
-                        "Z": -3517.61
+                        "X": 3683.49,
+                        "Y": 157.35,
+                        "Z": -3411.74
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -438017,273 +440506,193 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 554,
-                        "Coding LOC": 331,
-                        "Documentation LOC": 168,
-                        "Structural Magnitude": 445.92,
-                        "Control Flow Ratio": "72.6%",
+                        "Total LOC": 193,
+                        "Coding LOC": 143,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 197.56,
+                        "Control Flow Ratio": "70.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.265
+                        "Raw Cognitive Density": 1.544
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "77.98%",
-                        "Error & Exception Exposure": "46.67%",
-                        "Tech Debt Exposure": "99.92%",
-                        "Testing Exposure": "2.71%",
-                        "API Exposure": "2.98%",
-                        "Concurrency Exposure": "0.0%",
+                        "Cognitive Load Exposure": "89.28%",
+                        "Error & Exception Exposure": "80.0%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.61%",
+                        "API Exposure": "3.49%",
+                        "Concurrency Exposure": "98.12%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "11.66%",
+                        "Commented Logic Exposure": "7.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "15.75%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "generate-etcd-cert",
-                            "Structural Impact": 79.5,
-                            "Lines of Code (LOC)": 115,
-                            "Control Flow Branches": 32,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "64.0%",
-                            "Start Line": 389,
-                            "End Line": 503
-                        },
-                        {
-                            "Function Name": "create-kubeconfig",
-                            "Structural Impact": 57.5,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 53,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "91.4%",
-                            "Start Line": 68,
-                            "End Line": 138
-                        },
-                        {
-                            "Function Name": "find-release-tars",
-                            "Structural Impact": 40.0,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 37,
+                            "Function Name": "kube::etcd::validate",
+                            "Structural Impact": 30.1,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 27,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "84.1%",
-                            "Start Line": 332,
-                            "End Line": 372
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 28,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "load-or-gen-kube-basicauth",
+                            "Function Name": "kube::etcd::stop",
                             "Structural Impact": 22.9,
-                            "Lines of Code (LOC)": 19,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 21,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "91.3%",
-                            "Start Line": 258,
-                            "End Line": 276
-                        },
-                        {
-                            "Function Name": "download-release-binaries",
-                            "Structural Impact": 14.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 527,
-                            "End Line": 541
+                            "Start Line": 117,
+                            "End Line": 133
                         },
                         {
-                            "Function Name": "clear-kubeconfig",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 11,
+                            "Function Name": "kube::etcd::install",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 16,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "78.6%",
+                            "Control Flow Ratio": "61.5%",
                             "Start Line": 146,
-                            "End Line": 167
-                        },
-                        {
-                            "Function Name": "get-kubeconfig-basicauth",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 180,
-                            "End Line": 200
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 184,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "3.8%",
-                            "Start Line": 1,
-                            "End Line": 553
-                        },
-                        {
-                            "Function Name": "find-tar",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 306,
-                            "End Line": 322
-                        },
-                        {
-                            "Function Name": "set_binary_version",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 289,
-                            "End Line": 296
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "get-kubeconfig-bearertoken",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
+                            "Function Name": "kube::etcd::start_scraping",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 237,
-                            "End Line": 248
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 96,
+                            "End Line": 110
                         },
                         {
-                            "Function Name": "verify-kube-binaries",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
+                            "Function Name": "kube::etcd::start",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 509,
-                            "End Line": 514
+                            "Start Line": 76,
+                            "End Line": 94
                         },
                         {
-                            "Function Name": "verify-release-tars",
-                            "Structural Impact": 4.2,
+                            "Function Name": "kube::etcd::clean_etcd_dir",
+                            "Structural Impact": 6.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 520,
-                            "End Line": 524
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 135,
+                            "End Line": 139
                         },
                         {
-                            "Function Name": "gen-kube-basicauth",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 222,
-                            "End Line": 225
+                            "Function Name": "kube::etcd::version",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 72,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "gen-kube-bearertoken",
+                            "Function Name": "kube::etcd::scrape",
                             "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 254,
-                            "End Line": 256
-                        },
-                        {
-                            "Function Name": "get-kubeconfig-user-basicauth",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 212,
-                            "End Line": 215
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 112,
+                            "End Line": 114
                         },
                         {
-                            "Function Name": "pushd",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 36,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 544,
-                            "End Line": 546
+                            "Start Line": 1,
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "popd",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "kube::etcd::cleanup",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 551,
-                            "End Line": 553
+                            "Start Line": 141,
+                            "End Line": 144
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 204,
-                        "Sequential Logic Declarations": 77,
-                        "Function Parameters": 12,
-                        "Function/Method Declarations": 17,
+                        "Control Flow Branches": 87,
+                        "Sequential Logic Declarations": 36,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 9,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 104,
+                        "Defensive Programming Constructs": 44,
                         "Type/Safety Bypasses": 16,
-                        "High-Risk Execution Commands": 2,
-                        "I/O and Network Boundaries": 88,
-                        "Exposed API / Public Exports": 11,
-                        "State Mutations / Variable Reassignments": 131,
-                        "Commented-out Code (Dead Logic)": 6,
-                        "Structured Documentation Blocks": 4,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 56,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 70,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 14,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 8,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 3,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 23,
+                        "Ad-hoc Print / Debug Statements": 4,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 7,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Fatal Aborts & Exceptions": 8,
+                        "Thread Sleeps & Blocking Waits": 1,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 2,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 11,
-                        "Private / Encapsulated Scopes": 18,
-                        "Event Listeners & Subscribers": 1,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 279,
+                        "Structural Space Indentations": 118,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 5,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 9,
+                        "Time Date Logic": 3,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -438292,15 +440701,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 65,
+                        "Core Var Decl": 29,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 24,
+                        "Design Snake Case": 11,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 41,
-                        "Design Short Vars": 6,
-                        "Design Long Vars": 3,
+                        "Design Upper Case": 18,
+                        "Design Short Vars": 4,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 15,
+                        "Orphaned Logic": 9,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -438310,45 +440719,43 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
+                        "Sec Entropy": 2,
+                        "Sec Tainted Injection": 3,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/hack/lib/util.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/common.sh": {
+                "shell/kubernetes/gencerts.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "common.sh",
-                        "Path": "shell/kubernetes/common.sh",
+                        "Filename": "gencerts.sh",
+                        "Path": "shell/kubernetes/gencerts.sh",
                         "Language": "Shell",
-                        "Architect": "2014 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Architect": "2016 The Kubernetes Authors",
+                        "Indentation Style": "Mixed (25.0% Spaces / 75.0% Tabs)",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3583.32,
-                        "Y": 305.09,
-                        "Z": -2670.48
+                        "X": 2779.23,
+                        "Y": 314.56,
+                        "Z": -2609.07
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -438357,292 +440764,102 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 473,
-                        "Coding LOC": 285,
-                        "Documentation LOC": 122,
-                        "Structural Magnitude": 424.1,
-                        "Control Flow Ratio": "72.4%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 105,
+                        "Coding LOC": 64,
+                        "Documentation LOC": 21,
+                        "Structural Magnitude": 21.48,
+                        "Control Flow Ratio": "71.4%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.279
+                        "Raw Cognitive Density": 0.281
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "82.98%",
-                        "Error & Exception Exposure": "79.12%",
-                        "Tech Debt Exposure": "26.72%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.14%",
-                        "Concurrency Exposure": "74.97%",
-                        "State Flux Exposure": "99.96%",
-                        "Commented Logic Exposure": "5.68%",
-                        "Specification Exposure": "100.0%",
+                        "Cognitive Load Exposure": "13.3%",
+                        "Error & Exception Exposure": "83.79%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.46%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "52.5%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.7%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "kube::build::run_build_command_ex",
-                            "Structural Impact": 100.1,
-                            "Lines of Code (LOC)": 106,
-                            "Control Flow Branches": 66,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 367,
-                            "End Line": 472
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-                        {
-                            "Function Name": "kube::build::docker_delete_old_containers",
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-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 273,
-                            "End Line": 288
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-                        {
-                            "Function Name": "kube::build::docker_available_on_osx",
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-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 197,
-                            "End Line": 209
-                        },
-                        {
-                            "Function Name": "kube::build::clean",
-                            "Structural Impact": 21.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "86.4%",
-                            "Start Line": 330,
-                            "End Line": 353
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-                        {
-                            "Function Name": "kube::build::verify_prereqs",
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-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 168,
-                            "End Line": 192
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-                        {
-                            "Function Name": "kube::build::ensure_tar",
-                            "Structural Impact": 17.0,
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-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 227,
-                            "End Line": 246
-                        },
-                        {
-                            "Function Name": "kube::build::destroy_container",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 310,
-                            "End Line": 320
-                        },
-                        {
-                            "Function Name": "kube::build::docker_image_exists",
-                            "Structural Impact": 12.5,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 260,
-                            "End Line": 267
-                        },
-                        {
-                            "Function Name": "kube::build::short_hash",
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-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 291,
-                            "End Line": 304
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                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 180,
-                            "Control Flow Branches": 1,
+                            "Structural Impact": 16.2,
+                            "Lines of Code (LOC)": 104,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "2.9%",
+                            "Control Flow Ratio": "71.4%",
                             "Start Line": 1,
-                            "End Line": 472
-                        },
-                        {
-                            "Function Name": "__default_base_image",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 98,
                             "End Line": 104
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-                        {
-                            "Function Name": "kube::build::ensure_docker_in_path",
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-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 219,
-                            "End Line": 225
-                        },
-                        {
-                            "Function Name": "kube::build::is_osx",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 211,
-                            "End Line": 213
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-                        {
-                            "Function Name": "kube::build::is_gnu_sed",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 215,
-                            "End Line": 217
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-                        {
-                            "Function Name": "kube::build::setup_vars",
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-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 148,
-                            "End Line": 156
-                        },
-                        {
-                            "Function Name": "kube::build::has_ip",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 252,
-                            "End Line": 254
-                        },
-                        {
-                            "Function Name": "kube::build::get_docker_wrapped_binaries",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 124,
-                            "End Line": 136
-                        },
-                        {
-                            "Function Name": "kube::build::run_build_command",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 360
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-                        {
-                            "Function Name": "kube::build::has_docker",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 248,
-                            "End Line": 250
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-                        {
-                            "Function Name": "kube::build::is_docker_rootless",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 322,
-                            "End Line": 324
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 184,
-                        "Sequential Logic Declarations": 70,
-                        "Function Parameters": 29,
-                        "Function/Method Declarations": 19,
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 75,
-                        "Type/Safety Bypasses": 28,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 78,
-                        "Exposed API / Public Exports": 18,
-                        "State Mutations / Variable Reassignments": 88,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 2,
+                        "I/O and Network Boundaries": 17,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 4,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 12,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 13,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 13,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 30,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 10,
-                        "Event Listeners & Subscribers": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 201,
+                        "Structural Tab Indentations": 3,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 3,
-                        "Regex Execution": 6,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -438652,13 +440869,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 56,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 14,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 7,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 42,
-                        "Design Short Vars": 4,
-                        "Design Long Vars": 11,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -438676,40 +440893,37 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 6,
-                        "Sec Tainted Injection": 1,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/hack/lib/init.sh",
-                        "code"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/config-common.sh": {
+                "shell/kubernetes/generate.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "config-common.sh",
-                        "Path": "shell/kubernetes/config-common.sh",
+                        "Filename": "generate.sh",
+                        "Path": "shell/kubernetes/generate.sh",
                         "Language": "Shell",
                         "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
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                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3084.36,
-                        "Y": 355.32,
-                        "Z": -2430.41
+                        "X": 4081.85,
+                        "Y": 236.41,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -438718,127 +440932,57 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 105,
-                        "Documentation LOC": 62,
-                        "Structural Magnitude": 175.8,
-                        "Control Flow Ratio": "71.7%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 25,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 13,
+                        "Structural Magnitude": 2.32,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.25
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "61.66%",
-                        "Error & Exception Exposure": "75.1%",
-                        "Tech Debt Exposure": "99.25%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "10.47%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "98.69%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "get-node-ip-range",
-                            "Structural Impact": 21.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 74,
-                            "End Line": 90
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-                        {
-                            "Function Name": "get-master-size",
-                            "Structural Impact": 21.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "95.2%",
-                            "Start Line": 29,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "get-cluster-ip-range",
-                            "Structural Impact": 16.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "93.8%",
-                            "Start Line": 92,
-                            "End Line": 104
-                        },
-                        {
-                            "Function Name": "get-master-root-disk-size",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 49,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "get-master-disk-size",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 63,
-                            "End Line": 72
-                        },
-                        {
-                            "Function Name": "get-alias-range-size",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 111,
-                            "End Line": 118
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 100,
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 24,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 177
-                        },
-                        {
-                            "Function Name": "get-num-nodes",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 22,
                             "End Line": 24
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 81,
-                        "Sequential Logic Declarations": 32,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 7,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 17,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 25,
-                        "State Mutations / Variable Reassignments": 48,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -438848,8 +440992,8 @@
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 2,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
@@ -438864,7 +441008,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -438872,11 +441016,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 5,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 63,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -438893,15 +441037,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 46,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 19,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 27,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 17,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -438917,7 +441061,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 3,
+                        "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -438926,28 +441070,28 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/config-default.sh": {
+                "shell/kubernetes/iks__config-default.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "config-default.sh",
-                        "Path": "shell/kubernetes/config-default.sh",
+                        "Filename": "iks__config-default.sh",
+                        "Path": "shell/kubernetes/iks__config-default.sh",
                         "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Architect": "2018 The Kubernetes Authors",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3501.13,
-                        "Y": 118.58,
-                        "Z": -3880.09
+                        "X": 3440.67,
+                        "Y": 344.61,
+                        "Z": -2389.46
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -438956,22 +441100,22 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 62,
-                        "Coding LOC": 21,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 38.22,
-                        "Control Flow Ratio": "83.3%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 45,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 26.58,
+                        "Control Flow Ratio": "20.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.05
+                        "Raw Cognitive Density": 0.87
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "43.04%",
-                        "Error & Exception Exposure": "69.85%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.47%",
+                        "Cognitive Load Exposure": "49.42%",
+                        "Error & Exception Exposure": "53.85%",
+                        "Tech Debt Exposure": "50.0%",
+                        "Testing Exposure": "2.35%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
@@ -438983,40 +441127,30 @@
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 50,
-                            "End Line": 55
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 0,
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
+                            "Control Flow Ratio": "20.0%",
                             "Start Line": 1,
-                            "End Line": 61
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 2,
+                        "Control Flow Branches": 1,
+                        "Sequential Logic Declarations": 4,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 13,
+                        "Defensive Programming Constructs": 16,
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
+                        "I/O and Network Boundaries": 6,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 24,
+                        "State Mutations / Variable Reassignments": 22,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
@@ -439029,9 +441163,9 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -439042,7 +441176,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -439050,18 +441184,18 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 4,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -439071,13 +441205,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
+                        "Core Var Decl": 18,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 14,
+                        "Design Upper Case": 18,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 3,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -439095,39 +441229,37 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 2,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/cluster/gce/config-common.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/configure-helper.sh": {
+                "shell/kubernetes/kube-addons-main.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "configure-helper.sh",
-                        "Path": "shell/kubernetes/configure-helper.sh",
+                        "Filename": "kube-addons-main.sh",
+                        "Path": "shell/kubernetes/kube-addons-main.sh",
                         "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Mixed (99.5% Spaces / 0.5% Tabs)",
+                        "Architect": "2020 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3254.82,
-                        "Y": 220.25,
-                        "Z": -3128.42
+                        "X": 2969.81,
+                        "Y": 120.87,
+                        "Z": -3663.05
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -439136,1123 +441268,697 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3702,
-                        "Coding LOC": 2823,
-                        "Documentation LOC": 521,
-                        "Structural Magnitude": 3206.06,
-                        "Control Flow Ratio": "77.8%",
+                        "Total LOC": 75,
+                        "Coding LOC": 35,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 50.0,
+                        "Control Flow Ratio": "87.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.172
+                        "Raw Cognitive Density": 1.1
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "81.12%",
-                        "Error & Exception Exposure": "16.39%",
-                        "Tech Debt Exposure": "95.31%",
-                        "Testing Exposure": "2.63%",
-                        "API Exposure": "0.02%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "4.97%",
-                        "Specification Exposure": "100.0%",
+                        "Cognitive Load Exposure": "40.11%",
+                        "Error & Exception Exposure": "75.92%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.76%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "53.33%",
+                        "State Flux Exposure": "99.93%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "create-master-auth",
-                            "Structural Impact": 213.4,
-                            "Lines of Code (LOC)": 309,
-                            "Control Flow Branches": 197,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 13.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "94.3%",
-                            "Start Line": 820,
-                            "End Line": 1128
-                        },
-                        {
-                            "Function Name": "prepare-etcd-manifest",
-                            "Structural Impact": 197.3,
-                            "Lines of Code (LOC)": 125,
-                            "Control Flow Branches": 77,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 1865,
-                            "End Line": 1989
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 59,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "start-kube-addons",
-                            "Structural Impact": 148.9,
-                            "Lines of Code (LOC)": 158,
-                            "Control Flow Branches": 140,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "92.1%",
-                            "Start Line": 2875,
-                            "End Line": 3032
+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 20,
+                            "End Line": 30
                         },
                         {
-                            "Function Name": "main",
-                            "Structural Impact": 119.0,
-                            "Lines of Code (LOC)": 161,
-                            "Control Flow Branches": 110,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "88.7%",
-                            "Start Line": 3531,
-                            "End Line": 3691
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 40,
+                            "End Line": 43
                         },
                         {
-                            "Function Name": "start-kube-controller-manager",
-                            "Structural Impact": 111.3,
-                            "Lines of Code (LOC)": 106,
-                            "Control Flow Branches": 105,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "92.9%",
-                            "Start Line": 2204,
-                            "End Line": 2309
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 50,
+                            "End Line": 53
                         },
                         {
-                            "Function Name": "start-cloud-controller-manager",
-                            "Structural Impact": 89.4,
-                            "Lines of Code (LOC)": 108,
-                            "Control Flow Branches": 83,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "82.2%",
-                            "Start Line": 2320,
-                            "End Line": 2427
-                        },
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 74
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 28,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 12,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 3,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 2,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 3,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 1,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 21,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 8,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 5,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 4,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 1,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "/opt/kube-addons.sh",
+                        "is",
+                        "kube-addons.sh"
+                    ]
+                },
+                "shell/kubernetes/log-dump.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "log-dump.sh",
+                        "Path": "shell/kubernetes/log-dump.sh",
+                        "Language": "Shell",
+                        "Architect": "2017 The Kubernetes Authors",
+                        "Indentation Style": "Mixed (99.8% Spaces / 0.2% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 2948.83,
+                        "Y": 260.77,
+                        "Z": -2860.73
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 717,
+                        "Coding LOC": 525,
+                        "Documentation LOC": 116,
+                        "Structural Magnitude": 918.5,
+                        "Control Flow Ratio": "77.1%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.567
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "96.33%",
+                        "Error & Exception Exposure": "15.36%",
+                        "Tech Debt Exposure": "86.5%",
+                        "Testing Exposure": "2.9%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "99.81%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.34%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "mount-ext",
-                            "Structural Impact": 87.4,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.2%",
-                            "Start Line": 362,
-                            "End Line": 410
+                            "Function Name": "save-logs",
+                            "Structural Impact": 158.4,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 62,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 163,
+                            "End Line": 244
                         },
                         {
-                            "Function Name": "prepare-kube-proxy-manifest-variables",
-                            "Structural Impact": 76.4,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 50,
+                            "Function Name": "dump_nodes",
+                            "Structural Impact": 114.5,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 77,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "73.5%",
-                            "Start Line": 1761,
-                            "End Line": 1846
-                        },
-                        {
-                            "Function Name": "prepare-konnectivity-server-manifest",
-                            "Structural Impact": 68.0,
-                            "Lines of Code (LOC)": 80,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "86.1%",
-                            "Start Line": 2023,
-                            "End Line": 2102
-                        },
-                        {
-                            "Function Name": "create-master-pki",
-                            "Structural Impact": 55.5,
-                            "Lines of Code (LOC)": 111,
-                            "Control Flow Branches": 49,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 704,
-                            "End Line": 814
+                            "Control Flow Ratio": "92.8%",
+                            "Start Line": 418,
+                            "End Line": 501
                         },
                         {
-                            "Function Name": "ensure-local-ssds",
-                            "Structural Impact": 51.8,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 48,
+                            "Function Name": "dump_nodes_with_logexporter",
+                            "Structural Impact": 95.3,
+                            "Lines of Code (LOC)": 126,
+                            "Control Flow Branches": 88,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "67.6%",
-                            "Start Line": 414,
-                            "End Line": 468
+                            "Control Flow Ratio": "83.8%",
+                            "Start Line": 528,
+                            "End Line": 653
                         },
                         {
-                            "Function Name": "setup-containerd",
-                            "Structural Impact": 46.9,
-                            "Lines of Code (LOC)": 118,
+                            "Function Name": "dump_masters",
+                            "Structural Impact": 43.1,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 40,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3228,
-                            "End Line": 3345
-                        },
-                        {
-                            "Function Name": "ensure-local-ssds-ephemeral-storage",
-                            "Structural Impact": 37.6,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 34,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "73.9%",
-                            "Start Line": 473,
-                            "End Line": 524
+                            "Control Flow Ratio": "87.0%",
+                            "Start Line": 371,
+                            "End Line": 412
                         },
                         {
-                            "Function Name": "copy-manifests",
-                            "Structural Impact": 37.3,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 20,
+                            "Function Name": "copy-logs-from-node",
+                            "Structural Impact": 41.5,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 22,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "69.0%",
-                            "Start Line": 2598,
-                            "End Line": 2616
-                        },
-                        {
-                            "Function Name": "start-kube-scheduler",
-                            "Structural Impact": 32.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 29,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "82.9%",
-                            "Start Line": 2435,
-                            "End Line": 2488
-                        },
-                        {
-                            "Function Name": "get-or-generate-uuid",
-                            "Structural Impact": 28.5,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.0%",
-                            "Start Line": 266,
-                            "End Line": 297
-                        },
-                        {
-                            "Function Name": "config-ip-firewall",
-                            "Structural Impact": 28.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 24,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 150,
-                            "End Line": 214
-                        },
-                        {
-                            "Function Name": "start-etcd-servers",
-                            "Structural Impact": 28.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 1994,
-                            "End Line": 2016
-                        },
-                        {
-                            "Function Name": "assemble-docker-flags",
-                            "Structural Impact": 27.5,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 23,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "92.0%",
-                            "Start Line": 1565,
-                            "End Line": 1634
+                            "Control Flow Ratio": "81.5%",
+                            "Start Line": 124,
+                            "End Line": 156
                         },
                         {
-                            "Function Name": "get-local-disk-num",
-                            "Structural Impact": 26.9,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "save-windows-logs-via-ssh",
+                            "Structural Impact": 27.4,
+                            "Lines of Code (LOC)": 29,
                             "Control Flow Branches": 14,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 227,
-                            "End Line": 245
+                            "Control Flow Ratio": "73.7%",
+                            "Start Line": 309,
+                            "End Line": 337
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                         {
-                            "Function Name": "wait-for-apiserver-and-update-fluentd",
-                            "Structural Impact": 25.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.0%",
-                            "Start Line": 2620,
-                            "End Line": 2663
+                            "Function Name": "save-windows-logs-via-diagnostics-tool",
+                            "Structural Impact": 25.3,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "61.9%",
+                            "Start Line": 285,
+                            "End Line": 306
                         },
                         {
-                            "Function Name": "create-kubelet-kubeconfig",
-                            "Structural Impact": 24.4,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "78.9%",
-                            "Start Line": 1352,
-                            "End Line": 1387
+                            "Function Name": "save-logs-windows",
+                            "Structural Impact": 25.2,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 342,
+                            "End Line": 360
                         },
                         {
-                            "Function Name": "start-kubelet",
+                            "Function Name": "detect_node_failures",
                             "Structural Impact": 23.6,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "69.0%",
-                            "Start Line": 1638,
-                            "End Line": 1689
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-                        {
-                            "Function Name": "addockeropt",
-                            "Structural Impact": 23.4,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 1522,
-                            "End Line": 1537
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-                        {
-                            "Function Name": "compute-master-manifest-variables",
-                            "Structural Impact": 22.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 20,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 2122,
-                            "End Line": 2151
-                        },
-                        {
-                            "Function Name": "wait-for-volumesnapshot-crd-and-controller",
-                            "Structural Impact": 21.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.5%",
-                            "Start Line": 2673,
-                            "End Line": 2702
-                        },
-                        {
-                            "Function Name": "start-cluster-autoscaler",
-                            "Structural Impact": 18.9,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 16,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 21,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "76.2%",
-                            "Start Line": 2495,
-                            "End Line": 2533
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 655,
+                            "End Line": 687
                         },
                         {
-                            "Function Name": "create-node-pki",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 16,
+                            "Function Name": "setup",
+                            "Structural Impact": 20.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "84.2%",
-                            "Start Line": 672,
-                            "End Line": 702
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 84,
+                            "End Line": 107
                         },
                         {
-                            "Function Name": "start-lb-controller",
-                            "Structural Impact": 18.3,
+                            "Function Name": "main",
+                            "Structural Impact": 19.3,
                             "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 16,
+                            "Control Flow Branches": 17,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 3054,
-                            "End Line": 3079
-                        },
-                        {
-                            "Function Name": "append-param-if-not-present",
-                            "Structural Impact": 16.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 52,
-                            "End Line": 62
+                            "Control Flow Ratio": "89.5%",
+                            "Start Line": 689,
+                            "End Line": 714
                         },
                         {
-                            "Function Name": "create-master-audit-policy",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 161,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 1131,
-                            "End Line": 1291
+                            "Function Name": "export-windows-docker-event-log",
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+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 248,
+                            "End Line": 263
                         },
                         {
-                            "Function Name": "get-metadata-value",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 17,
+                            "Function Name": "export-windows-docker-images-list",
+                            "Structural Impact": 13.5,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 2575,
-                            "End Line": 2591
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 267,
+                            "End Line": 282
                         },
                         {
-                            "Function Name": "override-pv-recycler",
-                            "Structural Impact": 15.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 13,
+                            "Function Name": "find_non_logexported_nodes",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 3174,
-                            "End Line": 3211
+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 513,
+                            "End Line": 524
                         },
                         {
-                            "Function Name": "log-proto",
-                            "Structural Impact": 15.6,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 12.1,
+                            "Lines of Code (LOC)": 122,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 3498,
-                            "End Line": 3528
+                            "Control Flow Ratio": "8.0%",
+                            "Start Line": 1,
+                            "End Line": 716
                         },
                         {
-                            "Function Name": "create-kubeconfig",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 7,
+                            "Function Name": "log-dump-ssh",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 1319,
-                            "End Line": 1349
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 109,
+                            "End Line": 119
                         },
                         {
-                            "Function Name": "prepare-log-file",
-                            "Structural Impact": 14.5,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "Anonymous_Block",
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                             "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1747,
-                            "End Line": 1756
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-                        {
-                            "Function Name": "update-node-label",
-                            "Structural Impact": 14.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 2182,
-                            "End Line": 2193
-                        },
-                        {
-                            "Function Name": "set_docker_options_non_ubuntu",
-                            "Structural Impact": 13.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 1546,
-                            "End Line": 1563
-                        },
-                        {
-                            "Function Name": "setup-addon-custom-yaml",
-                            "Structural Impact": 13.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2861,
-                            "End Line": 2870
-                        },
-                        {
-                            "Function Name": "convert-manifest-params",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "88.9%",
+                            "Control Flow Ratio": "75.0%",
                             "Start Line": 34,
-                            "End Line": 50
+                            "End Line": 38
                         },
                         {
-                            "Function Name": "unique-uuid-bind-mount",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
+                            "Function Name": "run-in-docker-container",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 321,
-                            "End Line": 345
-                        },
-                        {
-                            "Function Name": "setup-logrotate",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 541,
-                            "End Line": 588
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 364,
+                            "End Line": 369
                         },
                         {
-                            "Function Name": "start-node-problem-detector",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 10,
+                            "Function Name": "print-deprecation-note",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "52.6%",
-                            "Start Line": 1693,
-                            "End Line": 1739
-                        },
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 74,
+                            "End Line": 81
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 425,
+                        "Sequential Logic Declarations": 126,
+                        "Function Parameters": 27,
+                        "Function/Method Declarations": 17,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 231,
+                        "Type/Safety Bypasses": 41,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 142,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 178,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 63,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 6,
+                        "Scientific & Mathematical Operations": 9,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 3,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 1,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 59,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 6,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 4,
+                        "Immutable Data Declarations": 25,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 48,
+                        "Event Listeners & Subscribers": 12,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 1,
+                        "Structural Space Indentations": 455,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 25,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 9,
+                        "Regex Execution": 16,
+                        "Time Date Logic": 10,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 125,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 110,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 14,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 8,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 2,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 1,
+                        "Sec Tainted Injection": 10,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/cluster/gce/util.sh",
+                        "$KUBE_ROOT/cluster/kube-util.sh",
+                        "$KUBE_ROOT/hack/lib/util.sh"
+                    ]
+                },
+                "shell/kubernetes/node-helper.sh": {
+                    "1. Artifact Identity": {
+                        "Filename": "node-helper.sh",
+                        "Path": "shell/kubernetes/node-helper.sh",
+                        "Language": "Shell",
+                        "Architect": "2019 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 4018.96,
+                        "Y": 150.94,
+                        "Z": -3186.54
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 59,
+                        "Coding LOC": 29,
+                        "Documentation LOC": 24,
+                        "Structural Magnitude": 22.68,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "64.57%",
+                        "Tech Debt Exposure": "99.33%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "write-pki-data",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
+                            "Function Name": "create-windows-node-instance-template",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 658,
-                            "End Line": 670
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 54,
+                            "End Line": 58
                         },
                         {
-                            "Function Name": "setup-kube-dns-manifest",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 10,
+                            "Function Name": "get-windows-node-instance-metadata-from-file",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 2808,
-                            "End Line": 2829
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 19,
+                            "End Line": 35
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 10,
+                            "Function Name": "get-windows-node-instance-metadata",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 3693,
-                            "End Line": 3701
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 50
                         },
                         {
-                            "Function Name": "create-master-etcd-apiserver-auth",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "47.4%",
-                            "Start Line": 1485,
-                            "End Line": 1510
-                        },
-                        {
-                            "Function Name": "setup-fluentd",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 2780,
-                            "End Line": 2805
-                        },
-                        {
-                            "Function Name": "secure_random",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 98,
-                            "End Line": 121
-                        },
-                        {
-                            "Function Name": "setup-konnectivity-agent-manifest",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "36.0%",
-                            "Start Line": 3034,
-                            "End Line": 3046
-                        },
-                        {
-                            "Function Name": "gke-master-start",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "64.3%",
-                            "Start Line": 3099,
-                            "End Line": 3109
-                        },
-                        {
-                            "Function Name": "update-prometheus-to-sd-parameters",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2733,
-                            "End Line": 2741
-                        },
-                        {
-                            "Function Name": "update-daemon-set-prometheus-to-sd-parameters",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2745,
-                            "End Line": 2752
-                        },
-                        {
-                            "Function Name": "create-node-problem-detector-kubeconfig",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1441,
-                            "End Line": 1468
-                        },
-                        {
-                            "Function Name": "reset-motd",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 7,
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-                            "Start Line": 2762,
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-                            "Start Line": 527,
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-                            "Start Line": 591,
-                            "End Line": 599
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-                            "Start Line": 2843,
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-                            "Function Name": "detect_host_info",
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-                            "Start Line": 3353,
-                            "End Line": 3381
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-                            "Start Line": 216,
-                            "End Line": 223
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-                        {
-                            "Function Name": "ensure-master-bootstrap-kubectl-auth",
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-                            "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 3219,
-                            "End Line": 3226
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-                        {
-                            "Function Name": "docker-installed",
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-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1512,
-                            "End Line": 1518
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-                        {
-                            "Function Name": "update-legacy-addon-node-labels",
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2167,
-                            "End Line": 2174
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-                            "Function Name": "disable_aufs",
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-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1539,
-                            "End Line": 1544
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-                            "Function Name": "safe-block-symlink",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 248,
-                            "End Line": 262
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-                            "Function Name": "wait-till-apiserver-ready",
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-                            "Start Line": 3213,
-                            "End Line": 3217
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-                        {
-                            "Function Name": "setup-kubelet-dir",
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3082,
-                            "End Line": 3096
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-                        {
-                            "Function Name": "append_or_replace_prefixed_line",
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 645,
-                            "End Line": 656
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-                        {
-                            "Function Name": "log-init",
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3389,
-                            "End Line": 3400
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-                        {
-                            "Function Name": "safe-bind-mount",
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-                            "Lines of Code (LOC)": 10,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 348,
-                            "End Line": 357
-                        },
-                        {
-                            "Function Name": "start-fluentd-resource-update",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2667,
-                            "End Line": 2669
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-                        {
-                            "Function Name": "start-volumesnapshot-crd-and-controller",
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-                            "Lines of Code (LOC)": 3,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 2706,
-                            "End Line": 2708
-                        },
-                        {
-                            "Function Name": "create-kubeproxy-user-kubeconfig",
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-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1402,
-                            "End Line": 1422
-                        },
-                        {
-                            "Function Name": "setup-addon-manifests",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2540,
-                            "End Line": 2545
-                        },
-                        {
-                            "Function Name": "log-wrap",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3453,
-                            "End Line": 3462
-                        },
-                        {
-                            "Function Name": "update-container-runtime",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2713,
-                            "End Line": 2720
-                        },
-                        {
-                            "Function Name": "update-event-exporter",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2755,
-                            "End Line": 2759
-                        },
-                        {
-                            "Function Name": "log-error",
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-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3440,
-                            "End Line": 3444
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-                        {
-                            "Function Name": "log-start",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3470,
-                            "End Line": 3475
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-                        {
-                            "Function Name": "log-end",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3483,
-                            "End Line": 3488
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-                        {
-                            "Function Name": "prepare-mounter-rootfs",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2154,
-                            "End Line": 2164
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-                        {
-                            "Function Name": "__global_context__",
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-                            "Lines of Code (LOC)": 382,
-                            "Control Flow Branches": 0,
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 3701
-                        },
-                        {
-                            "Function Name": "create-kube-scheduler-config",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1424,
-                            "End Line": 1430
-                        },
-                        {
-                            "Function Name": "create-kubescheduler-policy-config",
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-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1433,
-                            "End Line": 1439
-                        },
-                        {
-                            "Function Name": "start-kube-proxy",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1849,
-                            "End Line": 1856
-                        },
-                        {
-                            "Function Name": "setup-nodelocaldns-manifest",
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-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2832,
-                            "End Line": 2840
-                        },
-                        {
-                            "Function Name": "log-trap-push",
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-                            "Lines of Code (LOC)": 6,
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-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3408,
-                            "End Line": 3413
-                        },
-                        {
-                            "Function Name": "create-node-problem-detector-kubeconfig-from-kubelet",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1470,
-                            "End Line": 1474
-                        },
-                        {
-                            "Function Name": "start-konnectivity-server",
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-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2107,
-                            "End Line": 2111
-                        },
-                        {
-                            "Function Name": "setup-cloud-pvl-admission-manifest",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3048,
-                            "End Line": 3051
-                        },
-                        {
-                            "Function Name": "detect-cgroup-config",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3169,
-                            "End Line": 3172
+                            "End Line": 58
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1620,
-                        "Sequential Logic Declarations": 462,
-                        "Function Parameters": 95,
-                        "Function/Method Declarations": 101,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 907,
-                        "Type/Safety Bypasses": 50,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 451,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 880,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 11,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 15,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 21,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 8,
-                        "Metaprogramming & Reflection": 15,
-                        "Module Dependencies (Imports)": 7,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 9,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 2,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 178,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 26,
-                        "Thread Sleeps & Blocking Waits": 11,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 35,
-                        "Immutable Data Declarations": 4,
-                        "Resource Deallocation & Cleanup": 34,
-                        "Private / Encapsulated Scopes": 241,
-                        "Event Listeners & Subscribers": 7,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 4,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 11,
-                        "Structural Space Indentations": 2374,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 22,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 176,
-                        "Regex Execution": 193,
-                        "Time Date Logic": 14,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -440261,63 +441967,51 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 452,
-                        "Design Camel Case": 2,
-                        "Design Snake Case": 315,
-                        "Design Pascal Case": 22,
-                        "Design Upper Case": 113,
-                        "Design Short Vars": 7,
-                        "Design Long Vars": 70,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 4,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 94,
+                        "Orphaned Logic": 3,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 2,
+                        "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 9,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 13,
-                        "Sec Tainted Injection": 4,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 11,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_BIN/configure-kubeapiserver.sh",
-                        "$KUBE_HOME/bin/gke-internal-configure-helper.sh",
-                        "$KUBE_HOME/kube-env",
-                        "$KUBE_HOME/kube-master-certs",
-                        "/etc/profile.d/kube_env.sh",
-                        "at:",
-                        "dir",
-                        "for",
-                        "or",
-                        "path",
-                        "the"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/e2e-cluster-size.sh": {
+                "shell/kubernetes/pre-existing__config-default.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "e2e-cluster-size.sh",
-                        "Path": "shell/kubernetes/e2e-cluster-size.sh",
+                        "Filename": "pre-existing__config-default.sh",
+                        "Path": "shell/kubernetes/pre-existing__config-default.sh",
                         "Language": "Shell",
-                        "Architect": "2015 The Kubernetes Authors",
+                        "Architect": "2017 The Kubernetes Authors",
                         "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -440325,9 +442019,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3228.22,
-                        "Y": 398.27,
-                        "Z": -2162.01
+                        "X": 3837.08,
+                        "Y": 123.37,
+                        "Z": -3772.13
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -440336,10 +442030,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 34,
-                        "Coding LOC": 11,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 4.92,
+                        "Total LOC": 38,
+                        "Coding LOC": 8,
+                        "Documentation LOC": 24,
+                        "Structural Magnitude": 8.66,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -440350,43 +442044,43 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "47.86%",
-                        "Tech Debt Exposure": "73.11%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "3.53%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "16.8%",
+                        "State Flux Exposure": "96.08%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.3%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 33,
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 33
+                            "End Line": 37
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 4,
+                        "Defensive Programming Constructs": 7,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 7,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -440398,10 +442092,10 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 2,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -440441,11 +442135,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 7,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 7,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -440473,21 +442167,19 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/cluster/kube-util.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/etcd.sh": {
+                "shell/kubernetes/pre-existing__util.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "etcd.sh",
-                        "Path": "shell/kubernetes/etcd.sh",
+                        "Filename": "pre-existing__util.sh",
+                        "Path": "shell/kubernetes/pre-existing__util.sh",
                         "Language": "Shell",
-                        "Architect": "2014 The Kubernetes Authors",
+                        "Architect": "2017 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -440495,9 +442187,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3683.49,
-                        "Y": 157.35,
-                        "Z": -3411.74
+                        "X": 2629.04,
+                        "Y": 267.69,
+                        "Z": -2832.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -440506,167 +442198,97 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 193,
-                        "Coding LOC": 143,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 197.56,
-                        "Control Flow Ratio": "70.7%",
+                        "Total LOC": 46,
+                        "Coding LOC": 21,
+                        "Documentation LOC": 16,
+                        "Structural Magnitude": 43.62,
+                        "Control Flow Ratio": "75.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.544
+                        "Raw Cognitive Density": 0.78
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "89.28%",
-                        "Error & Exception Exposure": "80.0%",
+                        "Cognitive Load Exposure": "53.0%",
+                        "Error & Exception Exposure": "91.01%",
                         "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.61%",
-                        "API Exposure": "3.49%",
-                        "Concurrency Exposure": "98.12%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "7.35%",
+                        "Testing Exposure": "2.74%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "96.08%",
+                        "Commented Logic Exposure": "23.15%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.75%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "kube::etcd::validate",
-                            "Structural Impact": 30.1,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 28,
-                            "End Line": 70
-                        },
-                        {
-                            "Function Name": "kube::etcd::stop",
-                            "Structural Impact": 22.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "91.3%",
-                            "Start Line": 117,
-                            "End Line": 133
-                        },
-                        {
-                            "Function Name": "kube::etcd::install",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 47,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 146,
-                            "End Line": 192
-                        },
-                        {
-                            "Function Name": "kube::etcd::start_scraping",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 96,
-                            "End Line": 110
-                        },
-                        {
-                            "Function Name": "kube::etcd::start",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 76,
-                            "End Line": 94
-                        },
-                        {
-                            "Function Name": "kube::etcd::clean_etcd_dir",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 135,
-                            "End Line": 139
-                        },
-                        {
-                            "Function Name": "kube::etcd::version",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "detect-project",
+                            "Structural Impact": 32.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 15,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 72,
-                            "End Line": 74
-                        },
-                        {
-                            "Function Name": "kube::etcd::scrape",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 112,
-                            "End Line": 114
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 26,
+                            "End Line": 41
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 36,
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 26,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 192
+                            "End Line": 45
                         },
                         {
-                            "Function Name": "kube::etcd::cleanup",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "create-certs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 141,
-                            "End Line": 144
+                            "Start Line": 43,
+                            "End Line": 45
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 87,
-                        "Sequential Logic Declarations": 36,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 5,
                         "Function Parameters": 3,
-                        "Function/Method Declarations": 9,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 44,
-                        "Type/Safety Bypasses": 16,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 56,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 70,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 6,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 7,
                         "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 14,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 3,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
@@ -440674,25 +442296,25 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 4,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 8,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 3,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 118,
+                        "Structural Space Indentations": 13,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 1,
-                        "Regex Execution": 9,
-                        "Time Date Logic": 3,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -440701,15 +442323,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 29,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 11,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 18,
-                        "Design Short Vars": 4,
-                        "Design Long Vars": 1,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -440719,43 +442341,46 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 2,
-                        "Sec Tainted Injection": 3,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$KUBE_ROOT/cluster/common.sh",
+                        "$KUBE_ROOT/hack/lib/util.sh"
+                    ]
                 },
-                "shell/kubernetes/gencerts.sh": {
+                "shell/kubernetes/release.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "gencerts.sh",
-                        "Path": "shell/kubernetes/gencerts.sh",
+                        "Filename": "release.sh",
+                        "Path": "shell/kubernetes/release.sh",
                         "Language": "Shell",
                         "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Mixed (25.0% Spaces / 75.0% Tabs)",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2779.23,
-                        "Y": 314.56,
-                        "Z": -2609.07
+                        "X": 2700.77,
+                        "Y": 240.48,
+                        "Z": -3373.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -440764,73 +442389,233 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 105,
-                        "Coding LOC": 64,
-                        "Documentation LOC": 21,
-                        "Structural Magnitude": 21.48,
-                        "Control Flow Ratio": "71.4%",
+                        "Total LOC": 551,
+                        "Coding LOC": 360,
+                        "Documentation LOC": 101,
+                        "Structural Magnitude": 306.2,
+                        "Control Flow Ratio": "45.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.281
+                        "Raw Cognitive Density": 0.947
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.3%",
-                        "Error & Exception Exposure": "83.79%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.46%",
+                        "Cognitive Load Exposure": "68.76%",
+                        "Error & Exception Exposure": "9.47%",
+                        "Tech Debt Exposure": "99.92%",
+                        "Testing Exposure": "2.45%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "52.5%",
+                        "State Flux Exposure": "99.16%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "kube::release::create_docker_images_for_server",
+                            "Structural Impact": 70.6,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 37,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "61.7%",
+                            "Start Line": 288,
+                            "End Line": 383
+                        },
+                        {
+                            "Function Name": "kube::release::build_conformance_image",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 266,
+                            "End Line": 282
+                        },
+                        {
+                            "Function Name": "kube::release::package_client_tarballs",
+                            "Structural Impact": 18.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "57.7%",
+                            "Start Line": 83,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "kube::release::package_node_tarballs",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 125,
+                            "End Line": 172
+                        },
+                        {
+                            "Function Name": "kube::release::package_test_platform_tarballs",
+                            "Structural Impact": 16.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 425,
+                            "End Line": 464
+                        },
+                        {
+                            "Function Name": "kube::release::package_kube_manifests_tarball",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 386,
+                            "End Line": 422
+                        },
+                        {
+                            "Function Name": "kube::release::package_server_tarballs",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "42.1%",
+                            "Start Line": 204,
+                            "End Line": 248
+                        },
+                        {
+                            "Function Name": "kube::release::package_tarballs",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 43,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "kube::release::package_src_tarball",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "54.5%",
+                            "Start Line": 63,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "kube::release::md5",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 250,
+                            "End Line": 256
+                        },
+                        {
+                            "Function Name": "kube::release::sha1",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 258,
+                            "End Line": 264
+                        },
+                        {
+                            "Function Name": "kube::release::build_server_images",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 175,
+                            "End Line": 201
+                        },
+                        {
+                            "Function Name": "kube::release::package_final_tarball",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 497,
+                            "End Line": 538
+                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 16.2,
-                            "Lines of Code (LOC)": 104,
-                            "Control Flow Branches": 10,
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 104
+                            "End Line": 550
+                        },
+                        {
+                            "Function Name": "kube::release::create_tarball",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 543,
+                            "End Line": 550
+                        },
+                        {
+                            "Function Name": "kube::release::package_test_tarballs",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 468,
+                            "End Line": 487
+                        },
+                        {
+                            "Function Name": "kube::release::clean_cruft",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 36,
+                            "End Line": 41
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 125,
+                        "Sequential Logic Declarations": 149,
+                        "Function Parameters": 15,
+                        "Function/Method Declarations": 16,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 5,
+                        "Defensive Programming Constructs": 142,
+                        "Type/Safety Bypasses": 23,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 17,
+                        "I/O and Network Boundaries": 65,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 4,
+                        "State Mutations / Variable Reassignments": 66,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 23,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 3,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 4,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -440840,26 +442625,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 8,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 8,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Thread Synchronization Locks": 16,
+                        "Immutable Data Declarations": 3,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 61,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 3,
-                        "Structural Space Indentations": 1,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 316,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 3,
+                        "Regex Execution": 5,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -440869,15 +442654,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 7,
-                        "Design Snake Case": 6,
+                        "Core Var Decl": 74,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 64,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 10,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 16,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -440893,37 +442678,39 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Entropy": 3,
+                        "Sec Tainted Injection": 3,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "code"
+                    ]
                 },
-                "shell/kubernetes/generate.sh": {
+                "shell/kubernetes/skeleton__util.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "generate.sh",
-                        "Path": "shell/kubernetes/generate.sh",
+                        "Filename": "skeleton__util.sh",
+                        "Path": "shell/kubernetes/skeleton__util.sh",
                         "Language": "Shell",
                         "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4081.85,
-                        "Y": 236.41,
-                        "Z": -3222.4
+                        "X": 3841.73,
+                        "Y": 294.39,
+                        "Z": -2743.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -440932,10 +442719,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 25,
-                        "Coding LOC": 6,
-                        "Documentation LOC": 13,
-                        "Structural Magnitude": 2.32,
+                        "Total LOC": 80,
+                        "Coding LOC": 38,
+                        "Documentation LOC": 27,
+                        "Structural Magnitude": 15.66,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -440946,13 +442733,13 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.33%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.48%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
@@ -440961,26 +442748,146 @@
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 24,
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 40,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "detect-master",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 21,
                             "End Line": 24
+                        },
+                        {
+                            "Function Name": "validate-cluster",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 42,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "detect-node-names",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 27,
+                            "End Line": 29
+                        },
+                        {
+                            "Function Name": "detect-nodes",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 32,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "verify-prereqs",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 39
+                        },
+                        {
+                            "Function Name": "kube-up",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 49,
+                            "End Line": 51
+                        },
+                        {
+                            "Function Name": "kube-down",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 54,
+                            "End Line": 56
+                        },
+                        {
+                            "Function Name": "test-build-release",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 61
+                        },
+                        {
+                            "Function Name": "test-setup",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 66
+                        },
+                        {
+                            "Function Name": "test-teardown",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 69,
+                            "End Line": 71
+                        },
+                        {
+                            "Function Name": "prepare-e2e",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 73,
+                            "End Line": 75
+                        },
+                        {
+                            "Function Name": "detect-project",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 77,
+                            "End Line": 79
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 5,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function/Method Declarations": 12,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Defensive Programming Constructs": 2,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
+                        "I/O and Network Boundaries": 12,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -440997,7 +442904,7 @@
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -441008,7 +442915,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 12,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -441019,7 +442926,7 @@
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
+                        "Structural Tab Indentations": 13,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
@@ -441045,7 +442952,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 12,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -441076,22 +442983,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/iks__config-default.sh": {
+                "shell/kubernetes/stage-upload.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "iks__config-default.sh",
-                        "Path": "shell/kubernetes/iks__config-default.sh",
+                        "Filename": "stage-upload.sh",
+                        "Path": "shell/kubernetes/stage-upload.sh",
                         "Language": "Shell",
-                        "Architect": "2018 The Kubernetes Authors",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Architect": "2016 The Kubernetes Authors",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3440.67,
-                        "Y": 344.61,
-                        "Z": -2389.46
+                        "X": 3175.48,
+                        "Y": 73.15,
+                        "Z": -4060.76
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -441100,27 +443007,27 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 45,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 26.58,
-                        "Control Flow Ratio": "20.0%",
+                        "Total LOC": 69,
+                        "Coding LOC": 33,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 18.76,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.87
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "49.42%",
-                        "Error & Exception Exposure": "53.85%",
-                        "Tech Debt Exposure": "50.0%",
-                        "Testing Exposure": "2.35%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "73.66%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "99.93%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
@@ -441129,43 +443036,53 @@
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 44
+                            "End Line": 68
+                        },
+                        {
+                            "Function Name": "cleanup",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 42,
+                            "End Line": 46
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 16,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 9,
+                        "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 6,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 22,
+                        "State Mutations / Variable Reassignments": 12,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -441176,26 +443093,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 3,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -441205,13 +443122,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 18,
+                        "Core Var Decl": 12,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 18,
+                        "Design Upper Case": 12,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 1,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -441230,7 +443147,7 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 1,
-                        "Sec Tainted Injection": 2,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
@@ -441244,22 +443161,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/kube-addons-main.sh": {
+                "shell/kubernetes/testcerts__gencerts.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "kube-addons-main.sh",
-                        "Path": "shell/kubernetes/kube-addons-main.sh",
+                        "Filename": "testcerts__gencerts.sh",
+                        "Path": "shell/kubernetes/testcerts__gencerts.sh",
                         "Language": "Shell",
-                        "Architect": "2020 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
+                        "Architect": "2017 The Kubernetes Authors",
+                        "Indentation Style": "Mixed (25.0% Spaces / 75.0% Tabs)",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2969.81,
-                        "Y": 120.87,
-                        "Z": -3663.05
+                        "X": 2630.28,
+                        "Y": 202.31,
+                        "Z": -3572.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -441268,25 +443185,25 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 35,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 50.0,
-                        "Control Flow Ratio": "87.5%",
+                        "Total LOC": 110,
+                        "Coding LOC": 68,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 22.76,
+                        "Control Flow Ratio": "69.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.1
+                        "Raw Cognitive Density": 0.279
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "40.11%",
-                        "Error & Exception Exposure": "75.92%",
+                        "Cognitive Load Exposure": "13.21%",
+                        "Error & Exception Exposure": "83.7%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.76%",
+                        "Testing Exposure": "2.46%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "53.33%",
-                        "State Flux Exposure": "99.93%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "63.21%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
@@ -441296,82 +443213,52 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 13.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 59,
-                            "End Line": 74
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 10,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 104,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 20,
-                            "End Line": 30
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1,
+                            "End Line": 109
                         },
                         {
                             "Function Name": "Anonymous_Block",
                             "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
+                            "Lines of Code (LOC)": 5,
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                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
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-                            "End Line": 43
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 50,
-                            "End Line": 53
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 74
+                            "Start Line": 99,
+                            "End Line": 103
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 28,
+                        "Control Flow Branches": 9,
                         "Sequential Logic Declarations": 4,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
+                        "I/O and Network Boundaries": 17,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 12,
+                        "State Mutations / Variable Reassignments": 5,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 2,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -441384,19 +443271,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 3,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 21,
+                        "Structural Tab Indentations": 3,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -441404,7 +443291,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 8,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -441413,9 +443300,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Core Var Decl": 15,
+                        "Design Camel Case": 8,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
                         "Design Short Vars": 0,
@@ -441445,33 +443332,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "/opt/kube-addons.sh",
-                        "is",
-                        "kube-addons.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/log-dump.sh": {
+                "shell/kubernetes/testdata__generate.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "log-dump.sh",
-                        "Path": "shell/kubernetes/log-dump.sh",
+                        "Filename": "testdata__generate.sh",
+                        "Path": "shell/kubernetes/testdata__generate.sh",
                         "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Mixed (99.8% Spaces / 0.2% Tabs)",
+                        "Architect": "2016 The Kubernetes Authors",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2948.83,
-                        "Y": 260.77,
-                        "Z": -2860.73
+                        "X": 2506.23,
+                        "Y": 309.41,
+                        "Z": -2835.56
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -441480,283 +443363,103 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 717,
-                        "Coding LOC": 525,
-                        "Documentation LOC": 116,
-                        "Structural Magnitude": 918.5,
-                        "Control Flow Ratio": "77.1%",
+                        "Total LOC": 25,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 13,
+                        "Structural Magnitude": 2.32,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.567
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "96.33%",
-                        "Error & Exception Exposure": "15.36%",
-                        "Tech Debt Exposure": "86.5%",
-                        "Testing Exposure": "2.9%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.33%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "99.81%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.34%",
-                        "Specification Exposure": "100.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "save-logs",
-                            "Structural Impact": 158.4,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 62,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 163,
-                            "End Line": 244
-                        },
-                        {
-                            "Function Name": "dump_nodes",
-                            "Structural Impact": 114.5,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 77,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "92.8%",
-                            "Start Line": 418,
-                            "End Line": 501
-                        },
-                        {
-                            "Function Name": "dump_nodes_with_logexporter",
-                            "Structural Impact": 95.3,
-                            "Lines of Code (LOC)": 126,
-                            "Control Flow Branches": 88,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.8%",
-                            "Start Line": 528,
-                            "End Line": 653
-                        },
-                        {
-                            "Function Name": "dump_masters",
-                            "Structural Impact": 43.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "87.0%",
-                            "Start Line": 371,
-                            "End Line": 412
-                        },
-                        {
-                            "Function Name": "copy-logs-from-node",
-                            "Structural Impact": 41.5,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.5%",
-                            "Start Line": 124,
-                            "End Line": 156
-                        },
-                        {
-                            "Function Name": "save-windows-logs-via-ssh",
-                            "Structural Impact": 27.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "73.7%",
-                            "Start Line": 309,
-                            "End Line": 337
-                        },
-                        {
-                            "Function Name": "save-windows-logs-via-diagnostics-tool",
-                            "Structural Impact": 25.3,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "61.9%",
-                            "Start Line": 285,
-                            "End Line": 306
-                        },
-                        {
-                            "Function Name": "save-logs-windows",
-                            "Structural Impact": 25.2,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 342,
-                            "End Line": 360
-                        },
-                        {
-                            "Function Name": "detect_node_failures",
-                            "Structural Impact": 23.6,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 655,
-                            "End Line": 687
-                        },
-                        {
-                            "Function Name": "setup",
-                            "Structural Impact": 20.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 84,
-                            "End Line": 107
-                        },
-                        {
-                            "Function Name": "main",
-                            "Structural Impact": 19.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "89.5%",
-                            "Start Line": 689,
-                            "End Line": 714
-                        },
-                        {
-                            "Function Name": "export-windows-docker-event-log",
-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 248,
-                            "End Line": 263
-                        },
-                        {
-                            "Function Name": "export-windows-docker-images-list",
-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 267,
-                            "End Line": 282
-                        },
-                        {
-                            "Function Name": "find_non_logexported_nodes",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 513,
-                            "End Line": 524
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 122,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "8.0%",
-                            "Start Line": 1,
-                            "End Line": 716
-                        },
-                        {
-                            "Function Name": "log-dump-ssh",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 109,
-                            "End Line": 119
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 34,
-                            "End Line": 38
-                        },
-                        {
-                            "Function Name": "run-in-docker-container",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 364,
-                            "End Line": 369
-                        },
-                        {
-                            "Function Name": "print-deprecation-note",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 24,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 74,
-                            "End Line": 81
+                            "Start Line": 1,
+                            "End Line": 24
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 425,
-                        "Sequential Logic Declarations": 126,
-                        "Function Parameters": 27,
-                        "Function/Method Declarations": 17,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 5,
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+                        "Function/Method Declarations": 0,
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-                        "Defensive Programming Constructs": 231,
-                        "Type/Safety Bypasses": 41,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 142,
+                        "I/O and Network Boundaries": 5,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 178,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 63,
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                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 6,
-                        "Scientific & Mathematical Operations": 9,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 3,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 3,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 3,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 1,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 59,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 6,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 4,
-                        "Immutable Data Declarations": 25,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 48,
-                        "Event Listeners & Subscribers": 12,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1,
-                        "Structural Space Indentations": 455,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 25,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 9,
-                        "Regex Execution": 16,
-                        "Time Date Logic": 10,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -441765,15 +443468,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 125,
-                        "Design Camel Case": 1,
-                        "Design Snake Case": 110,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 14,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 8,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -441783,37 +443486,33 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
-                        "Sec Tainted Injection": 10,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/cluster/gce/util.sh",
-                        "$KUBE_ROOT/cluster/kube-util.sh",
-                        "$KUBE_ROOT/hack/lib/util.sh"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/kubernetes/node-helper.sh": {
+                "shell/kubernetes/update-codegen.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "node-helper.sh",
-                        "Path": "shell/kubernetes/node-helper.sh",
+                        "Filename": "update-codegen.sh",
+                        "Path": "shell/kubernetes/update-codegen.sh",
                         "Language": "Shell",
-                        "Architect": "2019 The Kubernetes Authors",
+                        "Architect": "2017 The Kubernetes Authors",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -441821,9 +443520,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 4018.96,
-                        "Y": 150.94,
-                        "Z": -3186.54
+                        "X": 2407.42,
+                        "Y": 271.04,
+                        "Z": -3034.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -441832,87 +443531,57 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 59,
-                        "Coding LOC": 29,
-                        "Documentation LOC": 24,
-                        "Structural Magnitude": 22.68,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 39,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 13,
+                        "Structural Magnitude": 13.26,
+                        "Control Flow Ratio": "25.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.48
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "64.57%",
+                        "Cognitive Load Exposure": "25.35%",
+                        "Error & Exception Exposure": "73.66%",
                         "Tech Debt Exposure": "99.33%",
-                        "Testing Exposure": "2.32%",
+                        "Testing Exposure": "2.35%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
+                        "State Flux Exposure": "99.18%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "create-windows-node-instance-template",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 54,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "get-windows-node-instance-metadata-from-file",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 19,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "get-windows-node-instance-metadata",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 50
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
+                            "Control Flow Ratio": "25.0%",
                             "Start Line": 1,
-                            "End Line": 58
+                            "End Line": 38
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 1,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
+                        "I/O and Network Boundaries": 3,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 15,
+                        "State Mutations / Variable Reassignments": 9,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -441924,11 +443593,11 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -441938,7 +443607,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -441946,15 +443615,15 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 4,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 22,
+                        "Structural Space Indentations": 8,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -441967,1678 +443636,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/kubernetes/pre-existing__config-default.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "pre-existing__config-default.sh",
-                        "Path": "shell/kubernetes/pre-existing__config-default.sh",
-                        "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 3837.08,
-                        "Y": 123.37,
-                        "Z": -3772.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 38,
-                        "Coding LOC": 8,
-                        "Documentation LOC": 24,
-                        "Structural Magnitude": 8.66,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "47.86%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.08%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 37
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 7,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/kubernetes/pre-existing__util.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "pre-existing__util.sh",
-                        "Path": "shell/kubernetes/pre-existing__util.sh",
-                        "Language": "Shell",
-                        "Architect": "2017 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2629.04,
-                        "Y": 267.69,
-                        "Z": -2832.08
-                    },
-                    "3. Architectural Profile": {
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 46,
-                        "Coding LOC": 21,
-                        "Documentation LOC": 16,
-                        "Structural Magnitude": 43.62,
-                        "Control Flow Ratio": "75.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.78
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "53.0%",
-                        "Error & Exception Exposure": "91.01%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.74%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.08%",
-                        "Commented Logic Exposure": "23.15%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "detect-project",
-                            "Structural Impact": 32.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 26,
-                            "End Line": 41
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 45
-                        },
-                        {
-                            "Function Name": "create-certs",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 43,
-                            "End Line": 45
-                        }
-                    ],
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 5,
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-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 6,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 7,
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-                        "Asynchronous/Concurrent Execution": 0,
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-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 4,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 13,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "$KUBE_ROOT/cluster/common.sh",
-                        "$KUBE_ROOT/hack/lib/util.sh"
-                    ]
-                },
-                "shell/kubernetes/release.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "release.sh",
-                        "Path": "shell/kubernetes/release.sh",
-                        "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2700.77,
-                        "Y": 240.48,
-                        "Z": -3373.39
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 551,
-                        "Coding LOC": 360,
-                        "Documentation LOC": 101,
-                        "Structural Magnitude": 306.2,
-                        "Control Flow Ratio": "45.6%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.947
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "68.76%",
-                        "Error & Exception Exposure": "9.47%",
-                        "Tech Debt Exposure": "99.92%",
-                        "Testing Exposure": "2.45%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.16%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "kube::release::create_docker_images_for_server",
-                            "Structural Impact": 70.6,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 37,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "61.7%",
-                            "Start Line": 288,
-                            "End Line": 383
-                        },
-                        {
-                            "Function Name": "kube::release::build_conformance_image",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 266,
-                            "End Line": 282
-                        },
-                        {
-                            "Function Name": "kube::release::package_client_tarballs",
-                            "Structural Impact": 18.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "57.7%",
-                            "Start Line": 83,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "kube::release::package_node_tarballs",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 125,
-                            "End Line": 172
-                        },
-                        {
-                            "Function Name": "kube::release::package_test_platform_tarballs",
-                            "Structural Impact": 16.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 425,
-                            "End Line": 464
-                        },
-                        {
-                            "Function Name": "kube::release::package_kube_manifests_tarball",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 386,
-                            "End Line": 422
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-                        {
-                            "Function Name": "kube::release::package_server_tarballs",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "42.1%",
-                            "Start Line": 204,
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-                        {
-                            "Function Name": "kube::release::package_tarballs",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 43,
-                            "End Line": 60
-                        },
-                        {
-                            "Function Name": "kube::release::package_src_tarball",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "54.5%",
-                            "Start Line": 63,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "kube::release::md5",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 250,
-                            "End Line": 256
-                        },
-                        {
-                            "Function Name": "kube::release::sha1",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 258,
-                            "End Line": 264
-                        },
-                        {
-                            "Function Name": "kube::release::build_server_images",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 175,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "kube::release::package_final_tarball",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 497,
-                            "End Line": 538
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 550
-                        },
-                        {
-                            "Function Name": "kube::release::create_tarball",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 543,
-                            "End Line": 550
-                        },
-                        {
-                            "Function Name": "kube::release::package_test_tarballs",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 468,
-                            "End Line": 487
-                        },
-                        {
-                            "Function Name": "kube::release::clean_cruft",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 36,
-                            "End Line": 41
-                        }
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 125,
-                        "Sequential Logic Declarations": 149,
-                        "Function Parameters": 15,
-                        "Function/Method Declarations": 16,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 142,
-                        "Type/Safety Bypasses": 23,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 65,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 66,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 23,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 4,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 8,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 16,
-                        "Immutable Data Declarations": 3,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 61,
-                        "Event Listeners & Subscribers": 1,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 316,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 3,
-                        "Regex Execution": 5,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 74,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 64,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 10,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 1,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 16,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 3,
-                        "Sec Tainted Injection": 3,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "code"
-                    ]
-                },
-                "shell/kubernetes/skeleton__util.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "skeleton__util.sh",
-                        "Path": "shell/kubernetes/skeleton__util.sh",
-                        "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 3841.73,
-                        "Y": 294.39,
-                        "Z": -2743.04
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 80,
-                        "Coding LOC": 38,
-                        "Documentation LOC": 27,
-                        "Structural Magnitude": 15.66,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.48%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "detect-master",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 21,
-                            "End Line": 24
-                        },
-                        {
-                            "Function Name": "validate-cluster",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 42,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "detect-node-names",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 27,
-                            "End Line": 29
-                        },
-                        {
-                            "Function Name": "detect-nodes",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 32,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "verify-prereqs",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 39
-                        },
-                        {
-                            "Function Name": "kube-up",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 51
-                        },
-                        {
-                            "Function Name": "kube-down",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 54,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "test-build-release",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 61
-                        },
-                        {
-                            "Function Name": "test-setup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 66
-                        },
-                        {
-                            "Function Name": "test-teardown",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 69,
-                            "End Line": 71
-                        },
-                        {
-                            "Function Name": "prepare-e2e",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 73,
-                            "End Line": 75
-                        },
-                        {
-                            "Function Name": "detect-project",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 77,
-                            "End Line": 79
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-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 12,
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-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 12,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
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-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 12,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 13,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/kubernetes/stage-upload.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "stage-upload.sh",
-                        "Path": "shell/kubernetes/stage-upload.sh",
-                        "Language": "Shell",
-                        "Architect": "2016 The Kubernetes Authors",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 3175.48,
-                        "Y": 73.15,
-                        "Z": -4060.76
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 69,
-                        "Coding LOC": 33,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 18.76,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
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-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.93%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
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-                        "Embedded Credentials & Keys": 0,
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-                        "Sec Tainted Injection": 0,
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-                        "Total Upstream (Absolute Fragility)": 0,
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-                    "9. Extracted Dependencies": []
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-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.279
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-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.21%",
-                        "Error & Exception Exposure": "83.7%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.46%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "63.21%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
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-                        "Hardcoded Payload Artifacts": "0.0%"
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-                            "Function Name": "__global_context__",
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-                            "Function Name": "Anonymous_Block",
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-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
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-                        "Raw Cognitive Density": 0.0
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-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
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-                        "Commented Logic Exposure": "0.0%",
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-                        "Global Environment Mutation": 0,
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-                        "Non-Standard Unicode / Homoglyphs": 0,
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-                        "Sec Extension Mismatch": 0,
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-                        "Sec Tainted Injection": 0,
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-                    "9. Extracted Dependencies": []
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-                        "Path": "shell/kubernetes/update-codegen.sh",
-                        "Language": "Shell",
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-                        "Repository Fingerprint": {},
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-                        "Coding LOC": 18,
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-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.48
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-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.35%",
-                        "Error & Exception Exposure": "73.66%",
-                        "Tech Debt Exposure": "99.33%",
-                        "Testing Exposure": "2.35%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.18%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
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-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1,
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-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 8,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 3,
                         "Design Short Vars": 0,
@@ -447956,7 +447956,7 @@
             }
         },
         "php/laravel_core": {
-            "Directory Group Magnitude": 5050.5,
+            "Directory Group Magnitude": 5047.5,
             "File Count": 8,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "87.5%",
@@ -447967,7 +447967,7 @@
                 "Error & Exception Exposure": "69.59%",
                 "Tech Debt Exposure": "81.27%",
                 "Testing Exposure": "60.3%",
-                "API Exposure": "6.81%",
+                "API Exposure": "6.8%",
                 "Concurrency Exposure": "1.62%",
                 "State Flux Exposure": "87.48%",
                 "Commented Logic Exposure": "0.62%",
@@ -448148,9 +448148,9 @@
                         "Identity Proof": "Single Indicator (Ext: .php)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3527.22,
+                        "X": 3527.29,
                         "Y": -76.36,
-                        "Z": -9338.09
+                        "Z": -9338.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -448162,7 +448162,7 @@
                         "Total LOC": 1736,
                         "Coding LOC": 763,
                         "Documentation LOC": 748,
-                        "Structural Magnitude": 566.76,
+                        "Structural Magnitude": 563.76,
                         "Control Flow Ratio": "20.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -448175,7 +448175,7 @@
                         "Error & Exception Exposure": "73.69%",
                         "Tech Debt Exposure": "98.18%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "9.17%",
+                        "API Exposure": "9.04%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.93%",
                         "Commented Logic Exposure": "0.0%",
@@ -449238,7 +449238,7 @@
                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 97,
+                        "Exposed API / Public Exports": 94,
                         "State Mutations / Variable Reassignments": 186,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 128,
@@ -455751,7 +455751,7 @@
             }
         },
         "matlab/eeglab": {
-            "Directory Group Magnitude": 4928.24,
+            "Directory Group Magnitude": 4951.24,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "85.7%",
@@ -455762,14 +455762,14 @@
                 "Error & Exception Exposure": "79.69%",
                 "Tech Debt Exposure": "4.31%",
                 "Testing Exposure": "46.43%",
-                "API Exposure": "0.0%",
+                "API Exposure": "3.64%",
                 "Concurrency Exposure": "11.52%",
                 "State Flux Exposure": "84.53%",
                 "Commented Logic Exposure": "9.02%",
                 "Specification Exposure": "78.57%",
                 "Instability Exposure": "42.86%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "1.7%",
+                "Documentation Exposure": "10.22%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -455786,9 +455786,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6579.33,
-                        "Y": 172.08,
-                        "Z": -5075.23
+                        "X": -6579.43,
+                        "Y": 172.1,
+                        "Z": -5075.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -455943,9 +455943,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6955.49,
-                        "Y": 31.77,
-                        "Z": -5530.17
+                        "X": -6955.77,
+                        "Y": 31.74,
+                        "Z": -5530.27
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -455957,7 +455957,7 @@
                         "Total LOC": 193,
                         "Coding LOC": 115,
                         "Documentation LOC": 61,
-                        "Structural Magnitude": 208.7,
+                        "Structural Magnitude": 210.7,
                         "Control Flow Ratio": "58.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -455970,14 +455970,14 @@
                         "Error & Exception Exposure": "99.58%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "4.17%",
                         "Concurrency Exposure": "80.67%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.35%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -456013,7 +456013,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 124,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -456121,9 +456121,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6470.31,
+                        "X": -6470.39,
                         "Y": 134.89,
-                        "Z": -5518.91
+                        "Z": -5518.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -456135,7 +456135,7 @@
                         "Total LOC": 2293,
                         "Coding LOC": 1724,
                         "Documentation LOC": 356,
-                        "Structural Magnitude": 2012.98,
+                        "Structural Magnitude": 2025.98,
                         "Control Flow Ratio": "57.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -456148,7 +456148,7 @@
                         "Error & Exception Exposure": "96.68%",
                         "Tech Debt Exposure": "10.41%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "6.82%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.62%",
@@ -456911,7 +456911,7 @@
                         "Type/Safety Bypasses": 39,
                         "High-Risk Execution Commands": 3,
                         "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 13,
                         "State Mutations / Variable Reassignments": 1177,
                         "Commented-out Code (Dead Logic)": 9,
                         "Structured Documentation Blocks": 0,
@@ -457019,9 +457019,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5991.76,
-                        "Y": 121.13,
-                        "Z": -5729.72
+                        "X": -5991.24,
+                        "Y": 121.11,
+                        "Z": -5730.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -457033,7 +457033,7 @@
                         "Total LOC": 15,
                         "Coding LOC": 13,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 14.06,
+                        "Structural Magnitude": 15.06,
                         "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -457046,14 +457046,14 @@
                         "Error & Exception Exposure": "66.5%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.38%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "91.68%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -457079,7 +457079,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
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                         "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -457187,9 +457187,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6178.65,
-                        "Y": 256.79,
-                        "Z": -5044.19
+                        "X": -6178.64,
+                        "Y": 256.83,
+                        "Z": -5044.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -457201,7 +457201,7 @@
                         "Total LOC": 432,
                         "Coding LOC": 293,
                         "Documentation LOC": 102,
-                        "Structural Magnitude": 450.06,
+                        "Structural Magnitude": 452.06,
                         "Control Flow Ratio": "54.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -457214,14 +457214,14 @@
                         "Error & Exception Exposure": "96.81%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.6%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "3.62%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.02%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -457377,7 +457377,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 260,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
@@ -457485,9 +457485,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6793.57,
-                        "Y": 143.19,
-                        "Z": -5267.91
+                        "X": -6793.74,
+                        "Y": 143.2,
+                        "Z": -5267.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -457499,7 +457499,7 @@
                         "Total LOC": 1582,
                         "Coding LOC": 1142,
                         "Documentation LOC": 354,
-                        "Structural Magnitude": 1694.74,
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                         "Control Flow Ratio": "61.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -457512,14 +457512,14 @@
                         "Error & Exception Exposure": "99.46%",
                         "Tech Debt Exposure": "8.91%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "2.98%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "32.64%",
                         "Specification Exposure": "50.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -457735,7 +457735,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 2,
                         "State Mutations / Variable Reassignments": 1088,
                         "Commented-out Code (Dead Logic)": 40,
                         "Structured Documentation Blocks": 5,
@@ -457843,9 +457843,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6462.0,
-                        "Y": -12.94,
-                        "Z": -5894.72
+                        "X": -6462.06,
+                        "Y": -12.98,
+                        "Z": -5894.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -457857,7 +457857,7 @@
                         "Total LOC": 606,
                         "Coding LOC": 382,
                         "Documentation LOC": 175,
-                        "Structural Magnitude": 546.64,
+                        "Structural Magnitude": 549.64,
                         "Control Flow Ratio": "61.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -457870,14 +457870,14 @@
                         "Error & Exception Exposure": "98.77%",
                         "Tech Debt Exposure": "10.84%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "4.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "9.47%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -458163,7 +458163,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 3,
                         "State Mutations / Variable Reassignments": 357,
                         "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
@@ -460436,9 +460436,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 8095.24,
+                        "X": 8094.96,
                         "Y": 139.99,
-                        "Z": 6976.33
+                        "Z": 6976.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -460648,9 +460648,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7848.06,
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                         "Y": 123.16,
-                        "Z": 5836.67
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -461340,9 +461340,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7464.98,
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                         "Y": 229.78,
-                        "Z": 6895.3
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -462085,9 +462085,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7779.91,
+                        "X": 7779.62,
                         "Y": 160.25,
-                        "Z": 6576.19
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -472843,7 +472843,7 @@
             }
         },
         "go/kubernetes": {
-            "Directory Group Magnitude": 4354.76,
+            "Directory Group Magnitude": 4190.76,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -472853,14 +472853,14 @@
                 "Error & Exception Exposure": "86.68%",
                 "Tech Debt Exposure": "37.33%",
                 "Testing Exposure": "57.83%",
-                "API Exposure": "2.55%",
+                "API Exposure": "1.25%",
                 "Concurrency Exposure": "39.22%",
                 "State Flux Exposure": "91.45%",
                 "Commented Logic Exposure": "4.41%",
                 "Specification Exposure": "85.37%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "37.23%",
+                "Documentation Exposure": "15.9%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -472877,9 +472877,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6143.18,
-                        "Y": -66.18,
-                        "Z": -6690.24
+                        "X": -6140.13,
+                        "Y": -66.42,
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -472891,7 +472891,7 @@
                         "Total LOC": 1000,
                         "Coding LOC": 754,
                         "Documentation LOC": 100,
-                        "Structural Magnitude": 814.18,
+                        "Structural Magnitude": 789.18,
                         "Control Flow Ratio": "49.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -472904,14 +472904,14 @@
                         "Error & Exception Exposure": "87.07%",
                         "Tech Debt Exposure": "79.08%",
                         "Testing Exposure": "2.48%",
-                        "API Exposure": "2.07%",
+                        "API Exposure": "1.03%",
                         "Concurrency Exposure": "74.67%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.12%",
                         "Specification Exposure": "97.56%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "46.2%",
+                        "Documentation Exposure": "19.09%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -473317,7 +473317,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 54,
+                        "Exposed API / Public Exports": 29,
                         "State Mutations / Variable Reassignments": 392,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 40,
@@ -473454,9 +473454,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5526.26,
-                        "Y": -114.19,
-                        "Z": -6746.14
+                        "X": -5524.39,
+                        "Y": -114.2,
+                        "Z": -6743.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -473888,9 +473888,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5354.97,
-                        "Y": -282.71,
-                        "Z": -7406.03
+                        "X": -5355.01,
+                        "Y": -282.1,
+                        "Z": -7401.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -473902,7 +473902,7 @@
                         "Total LOC": 323,
                         "Coding LOC": 254,
                         "Documentation LOC": 38,
-                        "Structural Magnitude": 235.58,
+                        "Structural Magnitude": 194.58,
                         "Control Flow Ratio": "51.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -473915,14 +473915,14 @@
                         "Error & Exception Exposure": "83.49%",
                         "Tech Debt Exposure": "91.47%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "6.03%",
+                        "API Exposure": "0.88%",
                         "Concurrency Exposure": "73.32%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.17%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "98.45%",
+                        "Documentation Exposure": "13.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -474038,7 +474038,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 49,
+                        "Exposed API / Public Exports": 8,
                         "State Mutations / Variable Reassignments": 90,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 15,
@@ -474173,9 +474173,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5982.0,
-                        "Y": -62.78,
-                        "Z": -6520.82
+                        "X": -5979.56,
+                        "Y": -62.9,
+                        "Z": -6518.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -474334,9 +474334,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5883.19,
+                        "X": -5880.91,
                         "Y": -181.22,
-                        "Z": -6934.69
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -474348,7 +474348,7 @@
                         "Total LOC": 1791,
                         "Coding LOC": 1305,
                         "Documentation LOC": 312,
-                        "Structural Magnitude": 1369.4,
+                        "Structural Magnitude": 1308.4,
                         "Control Flow Ratio": "80.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -474361,14 +474361,14 @@
                         "Error & Exception Exposure": "93.18%",
                         "Tech Debt Exposure": "17.35%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.48%",
+                        "API Exposure": "0.21%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.12%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -474664,7 +474664,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 76,
+                        "Exposed API / Public Exports": 15,
                         "State Mutations / Variable Reassignments": 688,
                         "Commented-out Code (Dead Logic)": 6,
                         "Structured Documentation Blocks": 138,
@@ -474812,9 +474812,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5819.18,
-                        "Y": -178.55,
-                        "Z": -7589.88
+                        "X": -5816.98,
+                        "Y": -178.39,
+                        "Z": -7586.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -474826,7 +474826,7 @@
                         "Total LOC": 997,
                         "Coding LOC": 705,
                         "Documentation LOC": 193,
-                        "Structural Magnitude": 806.0,
+                        "Structural Magnitude": 785.0,
                         "Control Flow Ratio": "54.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -474839,7 +474839,7 @@
                         "Error & Exception Exposure": "92.87%",
                         "Tech Debt Exposure": "12.84%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.9%",
+                        "API Exposure": "0.17%",
                         "Concurrency Exposure": "78.38%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "6.13%",
@@ -475122,7 +475122,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 29,
+                        "Exposed API / Public Exports": 8,
                         "State Mutations / Variable Reassignments": 398,
                         "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 69,
@@ -475270,9 +475270,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6339.43,
-                        "Y": -39.73,
-                        "Z": -7209.78
+                        "X": -6336.14,
+                        "Y": -39.87,
+                        "Z": -7206.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -475284,7 +475284,7 @@
                         "Total LOC": 676,
                         "Coding LOC": 473,
                         "Documentation LOC": 113,
-                        "Structural Magnitude": 538.26,
+                        "Structural Magnitude": 522.26,
                         "Control Flow Ratio": "51.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -475297,14 +475297,14 @@
                         "Error & Exception Exposure": "93.94%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.65%",
+                        "API Exposure": "1.75%",
                         "Concurrency Exposure": "48.19%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "52.59%",
+                        "Documentation Exposure": "23.25%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -475530,7 +475530,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 50,
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                         "State Mutations / Variable Reassignments": 271,
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@@ -475669,7 +475669,7 @@
             }
         },
         "dockerfile/moby/builder/dockerfile": {
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+            "Directory Group Magnitude": 4119.19,
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             "Ecosystem Fingerprint (Archetypes)": {
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@@ -475679,14 +475679,14 @@
                 "Error & Exception Exposure": "76.83%",
                 "Tech Debt Exposure": "64.84%",
                 "Testing Exposure": "36.91%",
-                "API Exposure": "1.02%",
+                "API Exposure": "0.53%",
                 "Concurrency Exposure": "10.58%",
                 "State Flux Exposure": "88.89%",
                 "Commented Logic Exposure": "4.08%",
                 "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "23.28%",
+                "Documentation Exposure": "11.79%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -476016,9 +476016,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 355.52,
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-                        "Z": -4582.0
+                        "X": 355.34,
+                        "Y": 47.64,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -476030,7 +476030,7 @@
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                         "Coding LOC": 315,
                         "Documentation LOC": 28,
-                        "Structural Magnitude": 418.2,
+                        "Structural Magnitude": 408.2,
                         "Control Flow Ratio": "51.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -476043,14 +476043,14 @@
                         "Error & Exception Exposure": "96.68%",
                         "Tech Debt Exposure": "44.08%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.21%",
+                        "API Exposure": "1.19%",
                         "Concurrency Exposure": "69.5%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "54.29%",
+                        "Documentation Exposure": "26.46%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -476186,7 +476186,7 @@
                         "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 24,
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                         "State Mutations / Variable Reassignments": 226,
                         "Commented-out Code (Dead Logic)": 0,
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@@ -476678,9 +476678,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
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                     "2. Topological Coordinates": {
-                        "X": -42.37,
-                        "Y": 36.9,
-                        "Z": -4201.08
+                        "X": -42.34,
+                        "Y": 36.88,
+                        "Z": -4201.19
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -476692,7 +476692,7 @@
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                         "Coding LOC": 113,
                         "Documentation LOC": 5,
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                         "Control Flow Ratio": "37.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -476705,14 +476705,14 @@
                         "Error & Exception Exposure": "97.15%",
                         "Tech Debt Exposure": "97.82%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.91%",
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                         "Concurrency Exposure": "100.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "42.08%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -476798,7 +476798,7 @@
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                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 7,
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                         "State Mutations / Variable Reassignments": 86,
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@@ -476918,8 +476918,8 @@
                     },
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-                        "Z": -5122.52
+                        "Y": -139.3,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -476931,7 +476931,7 @@
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                         "Coding LOC": 436,
                         "Documentation LOC": 52,
-                        "Structural Magnitude": 491.82,
+                        "Structural Magnitude": 489.82,
                         "Control Flow Ratio": "49.5%",
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                         "Raw Churn Frequency": 0.0,
@@ -476944,14 +476944,14 @@
                         "Error & Exception Exposure": "88.38%",
                         "Tech Debt Exposure": "23.48%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.7%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.5%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.85%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 6,
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                         "State Mutations / Variable Reassignments": 240,
                         "Commented-out Code (Dead Logic)": 3,
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@@ -477681,9 +477681,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
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                     "2. Topological Coordinates": {
-                        "X": -226.2,
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                         "Y": 12.06,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -477695,7 +477695,7 @@
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                         "Coding LOC": 541,
                         "Documentation LOC": 139,
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                         "Control Flow Ratio": "57.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -477708,14 +477708,14 @@
                         "Error & Exception Exposure": "97.24%",
                         "Tech Debt Exposure": "95.15%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.04%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -478021,7 +478021,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
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@@ -478845,9 +478845,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
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                     "2. Topological Coordinates": {
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-                        "Z": -4683.12
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                     "3. Architectural Profile": {
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@@ -478859,7 +478859,7 @@
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                         "Coding LOC": 109,
                         "Documentation LOC": 5,
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                         "Control Flow Ratio": "39.5%",
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@@ -478872,14 +478872,14 @@
                         "Error & Exception Exposure": "90.55%",
                         "Tech Debt Exposure": "78.32%",
                         "Testing Exposure": "2.47%",
-                        "API Exposure": "3.34%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "85.17%",
+                        "Documentation Exposure": "39.59%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "Type/Safety Bypasses": 0,
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                         "I/O and Network Boundaries": 0,
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@@ -479317,9 +479317,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
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                     "2. Topological Coordinates": {
-                        "X": -392.06,
-                        "Y": -84.98,
-                        "Z": -4761.64
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                     "3. Architectural Profile": {
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@@ -479331,7 +479331,7 @@
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                         "Coding LOC": 288,
                         "Documentation LOC": 48,
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                         "Control Flow Ratio": "44.1%",
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@@ -479344,14 +479344,14 @@
                         "Error & Exception Exposure": "94.23%",
                         "Tech Debt Exposure": "82.29%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.77%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "70.31%",
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                         "I/O and Network Boundaries": 0,
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@@ -479913,9 +479913,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -479927,7 +479927,7 @@
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                         "Coding LOC": 84,
                         "Documentation LOC": 13,
-                        "Structural Magnitude": 96.98,
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                         "Control Flow Ratio": "50.0%",
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                         "Raw Churn Frequency": 0.0,
@@ -479940,14 +479940,14 @@
                         "Error & Exception Exposure": "85.81%",
                         "Tech Debt Exposure": "26.66%",
                         "Testing Exposure": "2.56%",
-                        "API Exposure": "2.24%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.77%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
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                         "State Mutations / Variable Reassignments": 43,
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@@ -480274,7 +480274,7 @@
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         "powershell/roslyn": {
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+            "Directory Group Magnitude": 4040.56,
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             "Ecosystem Fingerprint (Archetypes)": {
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@@ -480285,14 +480285,14 @@
                 "Error & Exception Exposure": "77.58%",
                 "Tech Debt Exposure": "10.02%",
                 "Testing Exposure": "13.31%",
-                "API Exposure": "1.32%",
+                "API Exposure": "1.23%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "90.04%",
                 "Commented Logic Exposure": "1.33%",
                 "Specification Exposure": "33.33%",
                 "Instability Exposure": "47.62%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "4.33%",
+                "Documentation Exposure": "3.76%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -481389,9 +481389,9 @@
                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                     "2. Topological Coordinates": {
-                        "X": 4800.39,
+                        "X": 4800.4,
                         "Y": -130.4,
-                        "Z": -1975.05
+                        "Z": -1975.06
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -481403,7 +481403,7 @@
                         "Total LOC": 1477,
                         "Coding LOC": 1173,
                         "Documentation LOC": 135,
-                        "Structural Magnitude": 1166.76,
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                         "Control Flow Ratio": "94.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -481416,14 +481416,14 @@
                         "Error & Exception Exposure": "99.14%",
                         "Tech Debt Exposure": "12.5%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.9%",
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                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.32%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -481499,7 +481499,7 @@
                         "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 989,
                         "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 12,
@@ -488363,9 +488363,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
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                     "2. Topological Coordinates": {
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                         "Y": 204.5,
-                        "Z": -5316.63
+                        "Z": -5316.0
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -488834,9 +488834,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5830.28,
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                         "Y": 205.86,
-                        "Z": -5418.13
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -489138,9 +489138,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
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                     "2. Topological Coordinates": {
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                         "Y": 54.48,
-                        "Z": -6129.56
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -489529,9 +489529,9 @@
                         "Identity Proof": "Single Indicator (Ext: .zig)"
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                     "2. Topological Coordinates": {
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                         "Y": 177.39,
-                        "Z": -5903.73
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -509833,45 +509833,44 @@
                 }
             }
         },
-        "c/doom": {
-            "Directory Group Magnitude": 3453.0,
-            "File Count": 13,
+        "python/fastapi/fastapi": {
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+            "File Count": 23,
             "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "84.6%",
-                "Static: Literature & Documentation": "15.4%"
+                "Unclassified": "100.0%"
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             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "32.13%",
-                "Error & Exception Exposure": "60.76%",
-                "Tech Debt Exposure": "14.87%",
-                "Testing Exposure": "31.86%",
-                "API Exposure": "10.04%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "63.06%",
-                "Commented Logic Exposure": "8.0%",
-                "Specification Exposure": "76.92%",
-                "Instability Exposure": "42.31%",
+                "Cognitive Load Exposure": "6.12%",
+                "Error & Exception Exposure": "39.91%",
+                "Tech Debt Exposure": "6.79%",
+                "Testing Exposure": "15.76%",
+                "API Exposure": "2.42%",
+                "Concurrency Exposure": "15.17%",
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+                "Commented Logic Exposure": "0.21%",
+                "Specification Exposure": "60.87%",
+                "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "69.97%",
+                "Documentation Exposure": "14.88%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
-                "c/doom/d_main.c": {
+                "python/fastapi/fastapi/__init__.py": {
                     "1. Artifact Identity": {
-                        "Filename": "d_main.c",
-                        "Path": "c/doom/d_main.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (58.4% Spaces / 41.6% Tabs)",
+                        "Filename": "__init__.py",
+                        "Path": "python/fastapi/fastapi/__init__.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5831.89,
-                        "Y": -150.43,
-                        "Z": -5658.82
+                        "X": 3127.42,
+                        "Y": -258.21,
+                        "Z": 2664.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -509880,215 +509879,84 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1172,
-                        "Coding LOC": 788,
-                        "Documentation LOC": 175,
-                        "Structural Magnitude": 876.16,
-                        "Control Flow Ratio": "72.8%",
+                        "Total LOC": 26,
+                        "Coding LOC": 21,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 15.42,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.367
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "92.18%",
-                        "Error & Exception Exposure": "98.61%",
-                        "Tech Debt Exposure": "18.47%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "12.62%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.34%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "95.68%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "D_DoomMain",
-                            "Structural Impact": 107.8,
-                            "Lines of Code (LOC)": 376,
-                            "Control Flow Branches": 88,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.0%",
-                            "Start Line": 796,
-                            "End Line": 1171
-                        },
-                        {
-                            "Function Name": "D_Display",
-                            "Structural Impact": 55.6,
-                            "Lines of Code (LOC)": 153,
-                            "Control Flow Branches": 47,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "77.0%",
-                            "Start Line": 193,
-                            "End Line": 345
-                        },
-                        {
-                            "Function Name": "D_DoAdvanceDemo",
-                            "Structural Impact": 29.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 454,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "IdentifyVersion",
-                            "Structural Impact": 23.8,
-                            "Lines of Code (LOC)": 155,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 563,
-                            "End Line": 717
-                        },
-                        {
-                            "Function Name": "FindResponseFile",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.2%",
-                            "Start Line": 722,
-                            "End Line": 790
-                        },
-                        {
-                            "Function Name": "D_DoomLoop",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 354,
-                            "End Line": 407
-                        },
-                        {
-                            "Function Name": "D_ProcessEvents",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 161,
-                            "End Line": 177
-                        },
-                        {
-                            "Function Name": "D_AddFile",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 543,
-                            "End Line": 555
-                        },
-                        {
-                            "Function Name": "D_PageTicker",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 423,
-                            "End Line": 427
-                        },
-                        {
-                            "Function Name": "D_PostEvent",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 150,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "D_StartTitle",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 525,
-                            "End Line": 530
-                        },
-                        {
-                            "Function Name": "D_PageDrawer",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 434,
-                            "End Line": 437
-                        },
-                        {
-                            "Function Name": "D_AdvanceDemo",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 444,
-                            "End Line": 447
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 203,
-                        "Sequential Logic Declarations": 76,
-                        "Function Parameters": 32,
-                        "Function/Method Declarations": 13,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 60,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 26,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 113,
-                        "State Mutations / Variable Reassignments": 484,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 13,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 30,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 20,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 5,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 7,
-                        "Pointer Arithmetic & Addressing": 15,
-                        "Manual Memory Allocation": 8,
+                        "Dependency Injection Constructs": 2,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 33,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 7,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 219,
-                        "Structural Space Indentations": 308,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510105,12 +509973,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 131,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 131,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 18,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -510137,60 +510005,40 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 30,
+                        "Direct Upstream (Fragility)": 10,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "am_map.h",
-                        "d_main.h",
-                        "doomdef.h",
-                        "doomstat.h",
-                        "dstrings.h",
-                        "f_finale.h",
-                        "f_wipe.h",
-                        "fcntl.h",
-                        "g_game.h",
-                        "hu_stuff.h",
-                        "i_sound.h",
-                        "i_system.h",
-                        "i_video.h",
-                        "m_argv.h",
-                        "m_menu.h",
-                        "m_misc.h",
-                        "p_setup.h",
-                        "r_local.h",
-                        "s_sound.h",
-                        "sounds.h",
-                        "st_stuff.h",
-                        "stdio.h",
-                        "stdlib.h",
-                        "sys/stat.h",
-                        "sys/types.h",
-                        "unistd.h",
-                        "v_video.h",
-                        "w_wad.h",
-                        "wi_stuff.h",
-                        "z_zone.h"
+                        ".applications",
+                        ".background",
+                        ".datastructures",
+                        ".exceptions",
+                        ".param_functions",
+                        ".requests",
+                        ".responses",
+                        ".routing",
+                        ".websockets",
+                        "starlette"
                     ]
                 },
-                "c/doom/doomdef.h": {
+                "python/fastapi/fastapi/__main__.py": {
                     "1. Artifact Identity": {
-                        "Filename": "doomdef.h",
-                        "Path": "c/doom/doomdef.h",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Spaces",
+                        "Filename": "__main__.py",
+                        "Path": "python/fastapi/fastapi/__main__.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4947.41,
-                        "Y": -240.07,
-                        "Z": -5691.39
+                        "X": 2443.89,
+                        "Y": -218.58,
+                        "Z": 3754.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -510199,12 +510047,12 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 339,
-                        "Coding LOC": 134,
-                        "Documentation LOC": 120,
-                        "Structural Magnitude": 32.68,
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 11.04,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 6,
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -510212,34 +510060,34 @@
                     },
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "58.68%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "8.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "28.75%",
-                        "Commented Logic Exposure": "7.81%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 21,
+                        "Sequential Logic Declarations": 2,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 11,
+                        "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 10,
-                        "State Mutations / Variable Reassignments": 5,
-                        "Commented-out Code (Dead Logic)": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -510251,15 +510099,15 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 42,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
@@ -510276,7 +510124,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 58,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510293,11 +510141,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -510325,32 +510173,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 6
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "stdio.h",
-                        "string.h"
+                        "fastapi.cli"
                     ]
                 },
-                "c/doom/i_system.c": {
+                "python/fastapi/fastapi/applications.py": {
                     "1. Artifact Identity": {
-                        "Filename": "i_system.c",
-                        "Path": "c/doom/i_system.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (95.2% Spaces / 4.8% Tabs)",
+                        "Filename": "applications.py",
+                        "Path": "python/fastapi/fastapi/applications.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "Starlette",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5821.26,
-                        "Y": 41.27,
-                        "Z": -6522.59
+                        "X": 2549.13,
+                        "Y": -204.67,
+                        "Z": 3293.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -510359,205 +510207,405 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 184,
-                        "Coding LOC": 107,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 70.34,
-                        "Control Flow Ratio": "16.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 4750,
+                        "Coding LOC": 1843,
+                        "Documentation LOC": 2240,
+                        "Structural Magnitude": 493.96,
+                        "Control Flow Ratio": "18.9%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.47
+                        "Raw Cognitive Density": 0.104
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.57%",
-                        "Error & Exception Exposure": "77.35%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "11.89%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.75%",
-                        "Commented Logic Exposure": "7.51%",
+                        "Cognitive Load Exposure": "3.52%",
+                        "Error & Exception Exposure": "62.44%",
+                        "Tech Debt Exposure": "8.59%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "7.55%",
+                        "Concurrency Exposure": "14.89%",
+                        "State Flux Exposure": "17.15%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.58%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "I_WaitVBL",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
+                            "Function Name": "__init__",
+                            "Structural Impact": 110.7,
+                            "Lines of Code (LOC)": 960,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 39,
+                            "Control Flow Ratio": "70.6%",
+                            "Start Line": 61,
+                            "End Line": 1020
+                        },
+                        {
+                            "Function Name": "setup",
+                            "Structural Impact": 19.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "55.0%",
+                            "Start Line": 1105,
+                            "End Line": 1158
+                        },
+                        {
+                            "Function Name": "get",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1567,
+                            "End Line": 1938
+                        },
+                        {
+                            "Function Name": "put",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 377,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1940,
+                            "End Line": 2316
+                        },
+                        {
+                            "Function Name": "post",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 377,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2318,
+                            "End Line": 2694
+                        },
+                        {
+                            "Function Name": "delete",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2696,
+                            "End Line": 3067
+                        },
+                        {
+                            "Function Name": "options",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3069,
+                            "End Line": 3440
+                        },
+                        {
+                            "Function Name": "head",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3442,
+                            "End Line": 3813
+                        },
+                        {
+                            "Function Name": "patch",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 377,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3815,
+                            "End Line": 4191
+                        },
+                        {
+                            "Function Name": "trace",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 372,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4193,
+                            "End Line": 4564
+                        },
+                        {
+                            "Function Name": "include_router",
+                            "Structural Impact": 14.4,
+                            "Lines of Code (LOC)": 204,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1362,
+                            "End Line": 1565
+                        },
+                        {
+                            "Function Name": "build_middleware_stack",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 49,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 126,
-                            "End Line": 137
+                            "Start Line": 1022,
+                            "End Line": 1070
                         },
                         {
-                            "Function Name": "I_Error",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 22,
+                            "Function Name": "api_route",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 24,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1222,
+                            "End Line": 1280
+                        },
+                        {
+                            "Function Name": "add_api_route",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 25,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1165,
+                            "End Line": 1220
+                        },
+                        {
+                            "Function Name": "openapi",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1108,
+                            "End Line": 1118
+                        },
+                        {
+                            "Function Name": "websocket",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1297,
+                            "End Line": 1360
+                        },
+                        {
+                            "Function Name": "__call__",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1160,
+                            "End Line": 1163
+                        },
+                        {
+                            "Function Name": "vibe",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4566,
+                            "End Line": 4618
+                        },
+                        {
+                            "Function Name": "openapi",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 32,
                             "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1072,
+                            "End Line": 1103
+                        },
+                        {
+                            "Function Name": "middleware",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 162,
-                            "End Line": 183
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4658,
+                            "End Line": 4702
                         },
                         {
-                            "Function Name": "I_GetTime",
-                            "Structural Impact": 2.6,
+                            "Function Name": "exception_handler",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4704,
+                            "End Line": 4749
+                        },
+                        {
+                            "Function Name": "swagger_ui_html",
+                            "Structural Impact": 3.5,
                             "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 88,
-                            "End Line": 100
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1123,
+                            "End Line": 1135
                         },
                         {
-                            "Function Name": "I_Tactile",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "add_api_websocket_route",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 54,
-                            "End Line": 62
+                            "Start Line": 1282,
+                            "End Line": 1295
                         },
                         {
-                            "Function Name": "I_AllocLow",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "decorator",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 28,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 147,
-                            "End Line": 154
+                            "Start Line": 1251,
+                            "End Line": 1278
                         },
                         {
-                            "Function Name": "I_ZoneBase",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "on_event",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 76,
-                            "End Line": 80
+                            "Start Line": 4637,
+                            "End Line": 4656
                         },
                         {
-                            "Function Name": "I_Quit",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "websocket_route",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 116,
-                            "End Line": 124
+                            "Start Line": 4620,
+                            "End Line": 4627
                         },
                         {
-                            "Function Name": "I_BaseTiccmd",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "decorator",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 68
+                            "Start Line": 1351,
+                            "End Line": 1358
                         },
                         {
-                            "Function Name": "I_GetHeapSize",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "redoc_html",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 71,
-                            "End Line": 74
+                            "Start Line": 1151,
+                            "End Line": 1156
                         },
                         {
-                            "Function Name": "I_Init",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "decorator",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 107,
-                            "End Line": 111
+                            "Start Line": 4623,
+                            "End Line": 4625
                         },
                         {
-                            "Function Name": "I_BeginRead",
-                            "Structural Impact": 1.1,
+                            "Function Name": "decorator",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 141
+                            "Start Line": 4698,
+                            "End Line": 4700
                         },
                         {
-                            "Function Name": "I_EndRead",
-                            "Structural Impact": 1.1,
+                            "Function Name": "decorator",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 143,
-                            "End Line": 145
+                            "Start Line": 4745,
+                            "End Line": 4747
+                        },
+                        {
+                            "Function Name": "swagger_ui_redirect",
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+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1141,
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                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 4,
-                        "Sequential Logic Declarations": 21,
-                        "Function Parameters": 12,
-                        "Function/Method Declarations": 12,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 129,
+                        "Function Parameters": 32,
+                        "Function/Method Declarations": 32,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 58,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 27,
-                        "State Mutations / Variable Reassignments": 16,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 32,
+                        "State Mutations / Variable Reassignments": 38,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 261,
+                        "Unit Test Assertions": 2,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 138,
+                        "Collection Iterators / Comprehensions": 2,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 27,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 6,
-                        "Pointer Arithmetic & Addressing": 6,
-                        "Manual Memory Allocation": 2,
+                        "Server-Side Rendering Contexts": 15,
+                        "Event Publishers / Emitters": 2,
+                        "Dependency Injection Constructs": 15,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 2,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
-                        "Event Listeners & Subscribers": 0,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 3,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2,
-                        "Structural Space Indentations": 40,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1811,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510565,7 +510613,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -510573,14 +510621,14 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 6,
+                        "Vectorized Math & Tensor Operations": 1,
+                        "Core Var Decl": 340,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 305,
+                        "Design Pascal Case": 35,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 44,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -510589,7 +510637,7 @@
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 2,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -510606,43 +510654,64 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 13,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 33,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "d_net.h",
-                        "doomdef.h",
-                        "g_game.h",
-                        "i_sound.h",
-                        "i_system.h",
-                        "i_video.h",
-                        "m_misc.h",
-                        "stdarg.h",
-                        "stdio.h",
-                        "stdlib.h",
-                        "string.h",
-                        "sys/time.h",
-                        "unistd.h"
+                        ".dependencies",
+                        ".internal",
+                        ".users",
+                        "annotated_doc",
+                        "collections.abc",
+                        "enum",
+                        "fastapi",
+                        "fastapi.datastructures",
+                        "fastapi.exception_handlers",
+                        "fastapi.exceptions",
+                        "fastapi.logger",
+                        "fastapi.middleware.asyncexitstack",
+                        "fastapi.openapi.docs",
+                        "fastapi.openapi.utils",
+                        "fastapi.params",
+                        "fastapi.responses",
+                        "fastapi.types",
+                        "fastapi.utils",
+                        "pydantic",
+                        "starlette.applications",
+                        "starlette.datastructures",
+                        "starlette.exceptions",
+                        "starlette.middleware",
+                        "starlette.middleware.base",
+                        "starlette.middleware.errors",
+                        "starlette.middleware.exceptions",
+                        "starlette.requests",
+                        "starlette.responses",
+                        "starlette.routing",
+                        "starlette.types",
+                        "time",
+                        "typing",
+                        "typing_extensions"
                     ]
                 },
-                "c/doom/m_fixed.c": {
+                "python/fastapi/fastapi/background.py": {
                     "1. Artifact Identity": {
-                        "Filename": "m_fixed.c",
-                        "Path": "c/doom/m_fixed.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (86.7% Spaces / 13.3% Tabs)",
+                        "Filename": "background.py",
+                        "Path": "python/fastapi/fastapi/background.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "StarletteBackgroundTasks",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6192.61,
-                        "Y": -82.15,
-                        "Z": -5835.49
+                        "X": 3743.55,
+                        "Y": -183.6,
+                        "Z": 3249.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -510651,115 +510720,95 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 88,
-                        "Coding LOC": 41,
-                        "Documentation LOC": 26,
-                        "Structural Magnitude": 32.42,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 62,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 5.66,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.38
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "18.54%",
-                        "Error & Exception Exposure": "71.97%",
-                        "Tech Debt Exposure": "99.85%",
-                        "Testing Exposure": "2.49%",
-                        "API Exposure": "9.23%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "69.12%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "5.3%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "94.27%",
-                        "Commented Logic Exposure": "12.16%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "86.36%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "FixedDiv2",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 69,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "FixedDiv",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 57,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "FixedMul",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "add_task",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 43,
-                            "End Line": 49
+                            "Start Line": 40,
+                            "End Line": 61
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 14,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
+                        "Class/Entity Declarations": 1,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 7,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 3,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 2,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 5,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 4,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2,
-                        "Structural Space Indentations": 13,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 11,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510776,15 +510825,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 2,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -510808,34 +510857,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "doomtype.h",
-                        "i_system.h",
-                        "m_fixed.h",
-                        "stdlib.h"
+                        "annotated_doc",
+                        "collections.abc",
+                        "fastapi",
+                        "starlette.background",
+                        "typing",
+                        "typing_extensions"
                     ]
                 },
-                "c/doom/m_fixed.h": {
+                "python/fastapi/fastapi/cli.py": {
                     "1. Artifact Identity": {
-                        "Filename": "m_fixed.h",
-                        "Path": "c/doom/m_fixed.h",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Filename": "cli.py",
+                        "Path": "python/fastapi/fastapi/cli.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Sibling Anchor (.c)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5251.24,
-                        "Y": 63.42,
-                        "Z": -6600.0
+                        "X": 2114.9,
+                        "Y": -215.57,
+                        "Z": 3529.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -510844,47 +510895,58 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 52,
-                        "Coding LOC": 12,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 19.24,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 3,
+                        "Total LOC": 14,
+                        "Coding LOC": 10,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 3.5,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.52%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "8.11%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "3.53%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "21.94%",
-                        "Specification Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "24.87%",
+                        "Documentation Exposure": "19.33%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "main",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 8,
+                            "End Line": 13
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Defensive Programming Constructs": 2,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -510892,28 +510954,28 @@
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 1,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 6,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
@@ -510921,7 +510983,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -510938,9 +511000,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 2,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -510970,29 +511032,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "fastapi_cli.cli"
+                    ]
                 },
-                "c/doom/p_mobj.c": {
+                "python/fastapi/fastapi/concurrency.py": {
                     "1. Artifact Identity": {
-                        "Filename": "p_mobj.c",
-                        "Path": "c/doom/p_mobj.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (63.6% Spaces / 36.4% Tabs)",
+                        "Filename": "concurrency.py",
+                        "Path": "python/fastapi/fastapi/concurrency.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5536.01,
-                        "Y": -102.3,
-                        "Z": -5990.71
+                        "X": 2194.24,
+                        "Y": -234.4,
+                        "Z": 2647.47
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511001,245 +511065,95 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 989,
-                        "Coding LOC": 631,
-                        "Documentation LOC": 158,
-                        "Structural Magnitude": 957.12,
-                        "Control Flow Ratio": "76.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 42,
+                        "Coding LOC": 31,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 12.52,
+                        "Control Flow Ratio": "10.0%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.007
+                        "Raw Cognitive Density": 0.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.63%",
-                        "Error & Exception Exposure": "99.35%",
-                        "Tech Debt Exposure": "46.93%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "13.31%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.14%",
+                        "Cognitive Load Exposure": "14.19%",
+                        "Error & Exception Exposure": "56.39%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "0.39%",
+                        "Concurrency Exposure": "90.61%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "96.95%",
+                        "Documentation Exposure": "15.3%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "P_XYMovement",
-                            "Structural Impact": 68.6,
-                            "Lines of Code (LOC)": 128,
-                            "Control Flow Branches": 43,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.0%",
-                            "Start Line": 114,
-                            "End Line": 241
-                        },
-                        {
-                            "Function Name": "P_ZMovement",
-                            "Structural Impact": 44.8,
-                            "Lines of Code (LOC)": 104,
-                            "Control Flow Branches": 27,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 246,
-                            "End Line": 349
-                        },
-                        {
-                            "Function Name": "P_SpawnMapThing",
-                            "Structural Impact": 42.7,
-                            "Lines of Code (LOC)": 90,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "78.8%",
-                            "Start Line": 708,
-                            "End Line": 797
-                        },
-                        {
-                            "Function Name": "P_MobjThinker",
-                            "Structural Impact": 27.0,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "64.0%",
-                            "Start Line": 415,
-                            "End Line": 473
-                        },
-                        {
-                            "Function Name": "P_SpawnMobj",
-                            "Structural Impact": 16.2,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 479,
-                            "End Line": 534
-                        },
-                        {
-                            "Function Name": "P_SpawnBlood",
-                            "Structural Impact": 14.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 838,
-                            "End Line": 859
-                        },
-                        {
-                            "Function Name": "P_SpawnPlayer",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 642,
-                            "End Line": 700
-                        },
-                        {
-                            "Function Name": "P_RespawnSpecials",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "61.5%",
-                            "Start Line": 578,
-                            "End Line": 631
-                        },
-                        {
-                            "Function Name": "P_SpawnPlayerMissile",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 934,
-                            "End Line": 987
-                        },
-                        {
-                            "Function Name": "P_SetMobjState",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 53,
-                            "End Line": 84
-                        },
-                        {
-                            "Function Name": "P_SpawnMissile",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "contextmanager_in_threadpool",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 24,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 888,
-                            "End Line": 927
-                        },
-                        {
-                            "Function Name": "P_NightmareRespawn",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 356,
-                            "End Line": 409
-                        },
-                        {
-                            "Function Name": "P_RemoveMobj",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 546,
-                            "End Line": 570
-                        },
-                        {
-                            "Function Name": "P_SpawnPuff",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 811,
-                            "End Line": 831
-                        },
-                        {
-                            "Function Name": "P_ExplodeMissile",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 90,
-                            "End Line": 105
-                        },
-                        {
-                            "Function Name": "P_CheckMissileSpawn",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 868,
-                            "End Line": 882
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 18,
+                            "End Line": 41
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 162,
-                        "Sequential Logic Declarations": 50,
-                        "Function Parameters": 18,
-                        "Function/Method Declarations": 16,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 27,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 102,
-                        "State Mutations / Variable Reassignments": 536,
-                        "Commented-out Code (Dead Logic)": 3,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 1,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 10,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 9,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 2,
-                        "Pointer Arithmetic & Addressing": 364,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 33,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 8,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 169,
-                        "Structural Space Indentations": 295,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 17,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -511254,17 +511168,17 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 65,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 3,
+                        "Vectorized Math & Tensor Operations": 1,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 65,
+                        "Design Snake Case": 4,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 35,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -511288,40 +511202,37 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "doomdef.h",
-                        "doomstat.h",
-                        "hu_stuff.h",
-                        "i_system.h",
-                        "m_random.h",
-                        "p_local.h",
-                        "s_sound.h",
-                        "sounds.h",
-                        "st_stuff.h",
-                        "z_zone.h"
+                        "anyio",
+                        "anyio.to_thread",
+                        "collections.abc",
+                        "contextlib",
+                        "starlette.concurrency",
+                        "typing"
                     ]
                 },
-                "c/doom/p_mobj.h": {
+                "python/fastapi/fastapi/datastructures.py": {
                     "1. Artifact Identity": {
-                        "Filename": "p_mobj.h",
-                        "Path": "c/doom/p_mobj.h",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Filename": "datastructures.py",
+                        "Path": "python/fastapi/fastapi/datastructures.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "StarletteUploadFile",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Sibling Anchor (.c)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5738.55,
-                        "Y": -234.62,
-                        "Z": -5432.2
+                        "X": 3436.45,
+                        "Y": -258.48,
+                        "Z": 3249.77
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511330,84 +511241,195 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 296,
-                        "Coding LOC": 80,
-                        "Documentation LOC": 169,
-                        "Structural Magnitude": 81.6,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 187,
+                        "Coding LOC": 84,
+                        "Documentation LOC": 60,
+                        "Structural Magnitude": 50.88,
+                        "Control Flow Ratio": "3.1%",
+                        "Popularity Rank": 10,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.772
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "87.21%",
+                        "Cognitive Load Exposure": "26.08%",
+                        "Error & Exception Exposure": "88.28%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "12.78%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.32%",
+                        "Testing Exposure": "2.44%",
+                        "API Exposure": "4.7%",
+                        "Concurrency Exposure": "99.01%",
+                        "State Flux Exposure": "12.74%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.92%",
+                        "Documentation Exposure": "58.1%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_validate",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 133,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "__eq__",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 167,
+                            "End Line": 168
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 66,
+                            "End Line": 84
+                        },
+                        {
+                            "Function Name": "seek",
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+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 104,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "read",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 86,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "__get_pydantic_core_schema__",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 145,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "__get_pydantic_json_schema__",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 139,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "close",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 124,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "__init__",
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+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 161,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "Default",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 174,
+                            "End Line": 181
+                        },
+                        {
+                            "Function Name": "__bool__",
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+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 164,
+                            "End Line": 165
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 10,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 63,
+                        "Function Parameters": 11,
+                        "Function/Method Declarations": 11,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 12,
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                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 37,
-                        "State Mutations / Variable Reassignments": 28,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 12,
+                        "State Mutations / Variable Reassignments": 1,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 10,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
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                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 16,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 5,
-                        "Authorship Metadata": 1,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 12,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 4,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 13,
+                        "Event Listeners & Subscribers": 2,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 63,
+                        "Structural Space Indentations": 67,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -511423,12 +511445,12 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 28,
+                        "Vectorized Math & Tensor Operations": 2,
+                        "Core Var Decl": 2,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 28,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -511456,35 +511478,37 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 10,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "d_think.h",
-                        "doomdata.h",
-                        "info.h",
-                        "m_fixed.h",
-                        "tables.h"
+                        "._compat.v2",
+                        "annotated_doc",
+                        "collections.abc",
+                        "fastapi",
+                        "pydantic",
+                        "starlette.datastructures",
+                        "typing"
                     ]
                 },
-                "c/doom/r_bsp.c": {
+                "python/fastapi/fastapi/encoders.py": {
                     "1. Artifact Identity": {
-                        "Filename": "r_bsp.c",
-                        "Path": "c/doom/r_bsp.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (70.7% Spaces / 29.3% Tabs)",
+                        "Filename": "encoders.py",
+                        "Path": "python/fastapi/fastapi/encoders.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5486.03,
-                        "Y": -27.79,
-                        "Z": -6249.42
+                        "X": 2282.54,
+                        "Y": -216.84,
+                        "Z": 2898.79
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511493,165 +511517,125 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 581,
-                        "Coding LOC": 331,
-                        "Documentation LOC": 127,
-                        "Structural Magnitude": 442.72,
-                        "Control Flow Ratio": "61.8%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 348,
+                        "Coding LOC": 257,
+                        "Documentation LOC": 67,
+                        "Structural Magnitude": 152.24,
+                        "Control Flow Ratio": "34.5%",
+                        "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.001
+                        "Raw Cognitive Density": 0.218
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.17%",
-                        "Error & Exception Exposure": "98.45%",
-                        "Tech Debt Exposure": "14.87%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "13.25%",
+                        "Cognitive Load Exposure": "6.08%",
+                        "Error & Exception Exposure": "74.75%",
+                        "Tech Debt Exposure": "17.84%",
+                        "Testing Exposure": "2.53%",
+                        "API Exposure": "3.67%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.36%",
+                        "State Flux Exposure": "23.96%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.4%",
+                        "Documentation Exposure": "12.91%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "R_CheckBBox",
-                            "Structural Impact": 32.2,
-                            "Lines of Code (LOC)": 107,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "56.2%",
-                            "Start Line": 381,
-                            "End Line": 487
-                        },
-                        {
-                            "Function Name": "R_AddLine",
-                            "Structural Impact": 31.8,
-                            "Lines of Code (LOC)": 98,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.0%",
-                            "Start Line": 259,
-                            "End Line": 356
-                        },
-                        {
-                            "Function Name": "R_ClipSolidWallSegment",
-                            "Structural Impact": 23.2,
-                            "Lines of Code (LOC)": 83,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 103,
-                            "End Line": 185
-                        },
-                        {
-                            "Function Name": "R_ClipPassWallSegment",
-                            "Structural Impact": 14.3,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 196,
-                            "End Line": 238
+                            "Function Name": "jsonable_encoder",
+                            "Structural Impact": 122.5,
+                            "Lines of Code (LOC)": 236,
+                            "Control Flow Branches": 34,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "58.6%",
+                            "Start Line": 112,
+                            "End Line": 347
                         },
                         {
-                            "Function Name": "R_Subsector",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 7,
+                            "Function Name": "decimal_encoder",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 497,
-                            "End Line": 542
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 43,
+                            "End Line": 65
                         },
                         {
-                            "Function Name": "R_RenderBSPNode",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 4,
+                            "Function Name": "generate_encoders_by_class_tuples",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 552,
-                            "End Line": 578
-                        },
-                        {
-                            "Function Name": "R_ClearClipSegs",
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-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 245,
-                            "End Line": 252
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 98,
+                            "End Line": 106
                         },
                         {
-                            "Function Name": "R_ClearDrawSegs",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "isoformat",
+                            "Structural Impact": 1.5,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 68,
-                            "End Line": 71
+                            "Start Line": 37,
+                            "End Line": 38
                         }
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 39,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 8,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 38,
+                        "Sequential Logic Declarations": 72,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 23,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 71,
-                        "State Mutations / Variable Reassignments": 239,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 9,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 11,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
+                        "Closures and Anonymous Functions": 4,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 13,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
-                        "Module Dependencies (Imports)": 8,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 21,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 2,
-                        "Pointer Arithmetic & Addressing": 74,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 9,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 8,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 72,
-                        "Structural Space Indentations": 174,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 225,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -511659,7 +511643,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 2,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -511668,15 +511652,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 55,
+                        "Core Var Decl": 58,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 55,
+                        "Design Snake Case": 58,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 6,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -511700,38 +511684,51 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 21,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Total Upstream (Absolute Fragility)": 2,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "doomdef.h",
-                        "doomstat.h",
-                        "i_system.h",
-                        "m_bbox.h",
-                        "r_main.h",
-                        "r_plane.h",
-                        "r_state.h",
-                        "r_things.h"
+                        "._compat",
+                        "annotated_doc",
+                        "collections",
+                        "collections.abc",
+                        "dataclasses",
+                        "datetime",
+                        "decimal",
+                        "enum",
+                        "fastapi.exceptions",
+                        "fastapi.types",
+                        "ipaddress",
+                        "pathlib",
+                        "pydantic",
+                        "pydantic.color",
+                        "pydantic.networks",
+                        "pydantic.types",
+                        "pydantic_core",
+                        "re",
+                        "types",
+                        "typing",
+                        "uuid"
                     ]
                 },
-                "c/doom/r_defs.h": {
+                "python/fastapi/fastapi/exception_handlers.py": {
                     "1. Artifact Identity": {
-                        "Filename": "r_defs.h",
-                        "Path": "c/doom/r_defs.h",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Filename": "exception_handlers.py",
+                        "Path": "python/fastapi/fastapi/exception_handlers.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5108.89,
-                        "Y": -23.65,
-                        "Z": -6113.31
+                        "X": 2223.78,
+                        "Y": -224.44,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511740,67 +511737,98 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 491,
-                        "Coding LOC": 179,
-                        "Documentation LOC": 171,
-                        "Structural Magnitude": 146.58,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 35,
+                        "Coding LOC": 28,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 15.46,
+                        "Control Flow Ratio": "4.2%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.36
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "17.36%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "15.68%",
-                        "Concurrency Exposure": "0.0%",
+                        "Testing Exposure": "2.38%",
+                        "API Exposure": "7.05%",
+                        "Concurrency Exposure": "90.61%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "15.23%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "50.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "http_exception_handler",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 11,
+                            "End Line": 17
+                        },
+                        {
+                            "Function Name": "request_validation_exception_handler",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 20,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "websocket_request_validation_exception_handler",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 34
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 40,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 20,
-                        "Defensive Programming Constructs": 0,
+                        "Control Flow Branches": 1,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 1,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 128,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 3,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 7,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 3,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 1,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 4,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 9,
+                        "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
@@ -511812,12 +511840,12 @@
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 113,
+                        "Structural Space Indentations": 15,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -511834,9 +511862,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 5,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -511866,34 +511894,39 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 3,
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "d_think.h",
-                        "doomdef.h",
-                        "m_fixed.h",
-                        "p_mobj.h"
+                        "fastapi.encoders",
+                        "fastapi.exceptions",
+                        "fastapi.utils",
+                        "fastapi.websockets",
+                        "starlette.exceptions",
+                        "starlette.requests",
+                        "starlette.responses",
+                        "starlette.status"
                     ]
                 },
-                "c/doom/w_wad.c": {
+                "python/fastapi/fastapi/exceptions.py": {
                     "1. Artifact Identity": {
-                        "Filename": "w_wad.c",
-                        "Path": "c/doom/w_wad.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (67.1% Spaces / 32.9% Tabs)",
+                        "Filename": "exceptions.py",
+                        "Path": "python/fastapi/fastapi/exceptions.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "TypedDict, total=False, StarletteHTTPException, StarletteWebSocketException",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5285.8,
-                        "Y": -202.86,
-                        "Z": -5478.18
+                        "X": 3338.85,
+                        "Y": -269.7,
+                        "Z": 2890.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -511902,235 +511935,175 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 578,
-                        "Coding LOC": 323,
-                        "Documentation LOC": 116,
-                        "Structural Magnitude": 418.46,
-                        "Control Flow Ratio": "64.6%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 257,
+                        "Coding LOC": 111,
+                        "Documentation LOC": 92,
+                        "Structural Magnitude": 69.82,
+                        "Control Flow Ratio": "18.0%",
+                        "Popularity Rank": 39,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.908
+                        "Raw Cognitive Density": 0.561
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "65.28%",
-                        "Error & Exception Exposure": "98.57%",
-                        "Tech Debt Exposure": "13.23%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "13.39%",
+                        "Cognitive Load Exposure": "15.96%",
+                        "Error & Exception Exposure": "86.63%",
+                        "Tech Debt Exposure": "92.09%",
+                        "Testing Exposure": "2.49%",
+                        "API Exposure": "3.86%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "7.36%",
+                        "State Flux Exposure": "98.35%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.59%",
+                        "Documentation Exposure": "23.37%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "W_AddFile",
-                            "Structural Impact": 19.9,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 10,
+                            "Function Name": "_format_endpoint_context",
+                            "Structural Impact": 9.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 141,
-                            "End Line": 226
-                        },
-                        {
-                            "Function Name": "W_Profile",
-                            "Structural Impact": 15.7,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 522,
-                            "End Line": 575
-                        },
-                        {
-                            "Function Name": "W_ReadLump",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 431,
-                            "End Line": 467
-                        },
-                        {
-                            "Function Name": "ExtractFileBase",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 85,
-                            "End Line": 114
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 193,
+                            "End Line": 202
                         },
                         {
-                            "Function Name": "W_CacheLumpNum",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 26,
+                            "Function Name": "__str__",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 475,
-                            "End Line": 500
+                            "Start Line": 204,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "W_CheckNumForName",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
+                            "Function Name": "__init__",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 351,
-                            "End Line": 390
-                        },
-                        {
-                            "Function Name": "W_Reload",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 236,
-                            "End Line": 275
+                            "Start Line": 175,
+                            "End Line": 188
                         },
                         {
-                            "Function Name": "W_InitMultipleFiles",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 292,
-                            "End Line": 316
+                            "Function Name": "__init__",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 45,
+                            "End Line": 83
                         },
                         {
-                            "Function Name": "W_GetNumForName",
+                            "Function Name": "__init__",
                             "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 399,
-                            "End Line": 409
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 128,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "filelength",
-                            "Structural Impact": 3.3,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.7,
                             "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 74,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "W_LumpLength",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 416,
-                            "End Line": 422
-                        },
-                        {
-                            "Function Name": "strupr",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 69,
-                            "End Line": 72
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 213,
+                            "End Line": 221
                         },
                         {
-                            "Function Name": "W_CacheLumpName",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 507,
-                            "End Line": 513
+                            "Start Line": 235,
+                            "End Line": 243
                         },
                         {
-                            "Function Name": "W_InitFile",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 332
+                            "Start Line": 225,
+                            "End Line": 231
                         },
                         {
-                            "Function Name": "W_NumLumps",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "errors",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 339,
-                            "End Line": 342
+                            "Start Line": 190,
+                            "End Line": 191
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 51,
-                        "Sequential Logic Declarations": 28,
-                        "Function Parameters": 17,
-                        "Function/Method Declarations": 15,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 5,
+                        "Control Flow Branches": 9,
+                        "Sequential Logic Declarations": 41,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 9,
+                        "Class/Entity Declarations": 11,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 74,
-                        "State Mutations / Variable Reassignments": 227,
-                        "Commented-out Code (Dead Logic)": 3,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 13,
+                        "State Mutations / Variable Reassignments": 18,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 11,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 12,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 6,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 5,
-                        "Pointer Arithmetic & Addressing": 38,
-                        "Manual Memory Allocation": 4,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 5,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 19,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 72,
-                        "Structural Space Indentations": 147,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 92,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -512147,14 +512120,14 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 33,
+                        "Core Var Decl": 13,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 33,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 7,
+                        "Design Pascal Case": 6,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 9,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
+                        "Duplicate Logic": 2,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -512162,7 +512135,7 @@
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
+                        "External Network & I/O Hooks": 1,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -512179,43 +512152,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 13,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 39,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "alloca.h",
-                        "ctype.h",
-                        "doomtype.h",
-                        "fcntl.h",
-                        "i_system.h",
-                        "m_swap.h",
-                        "malloc.h",
-                        "string.h",
-                        "sys/stat.h",
-                        "sys/types.h",
-                        "unistd.h",
-                        "w_wad.h",
-                        "z_zone.h"
+                        "annotated_doc",
+                        "collections.abc",
+                        "fastapi",
+                        "pydantic",
+                        "starlette.exceptions",
+                        "typing"
                     ]
                 },
-                "c/doom/z_zone.c": {
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                     "1. Artifact Identity": {
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-                        "Path": "c/doom/z_zone.c",
-                        "Language": "C",
-                        "Architect": "(C) 1993-1996 by id Software, Inc",
-                        "Indentation Style": "Mixed (61.0% Spaces / 39.0% Tabs)",
+                        "Filename": "logger.py",
+                        "Path": "python/fastapi/fastapi/logger.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6110.68,
-                        "Y": 1.57,
-                        "Z": -6135.27
+                        "X": 2695.8,
+                        "Y": -235.8,
+                        "Z": 2501.53
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                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 256,
-                        "Documentation LOC": 99,
-                        "Structural Magnitude": 367.22,
-                        "Control Flow Ratio": "67.9%",
-                        "Popularity Rank": 0,
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+                        "Coding LOC": 2,
+                        "Documentation LOC": 0,
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+                        "Control Flow Ratio": "0.0%",
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                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.965
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "70.25%",
-                        "Error & Exception Exposure": "99.63%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "12.03%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.82%",
-                        "Specification Exposure": "100.0%",
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+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "95.39%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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-                    "5. Function Analysis": [
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-                            "Structural Impact": 35.4,
-                            "Lines of Code (LOC)": 107,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
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-                            "End Line": 289
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-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 326,
-                            "End Line": 360
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-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
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-                            "End Line": 392
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
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-                            "End Line": 172
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-                        {
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-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 296,
-                            "End Line": 318
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-                        {
-                            "Function Name": "Z_ChangeTag2",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 428,
-                            "End Line": 444
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-                        {
-                            "Function Name": "Z_CheckHeap",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 399,
-                            "End Line": 420
-                        },
-                        {
-                            "Function Name": "Z_FreeMemory",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 451,
-                            "End Line": 466
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 93,
-                            "End Line": 116
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 26,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 1,
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+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 18,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 43,
-                        "State Mutations / Variable Reassignments": 200,
-                        "Commented-out Code (Dead Logic)": 2,
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+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
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                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 2,
-                        "Pointer Arithmetic & Addressing": 147,
-                        "Manual Memory Allocation": 7,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 11,
-                        "Explicit Type Casts": 4,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 67,
-                        "Structural Space Indentations": 105,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -512419,9 +512284,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 24,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 24,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -512451,101 +512316,190 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "doomdef.h",
-                        "i_system.h",
-                        "z_zone.h"
+                        "logging"
                     ]
                 },
-                "c/doom/LICENSE.TXT": {
+                "python/fastapi/fastapi/param_functions.py": {
                     "1. Artifact Identity": {
-                        "Filename": "LICENSE.TXT",
-                        "Path": "c/doom/LICENSE.TXT",
-                        "Language": "Plaintext",
+                        "Filename": "param_functions.py",
+                        "Path": "python/fastapi/fastapi/param_functions.py",
+                        "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Prose Extension (.txt)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5330.19,
-                        "Y": -269.26,
-                        "Z": -5114.46
+                        "X": 3161.72,
+                        "Y": -189.11,
+                        "Z": 3463.71
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
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-                        "Coding LOC": 0,
-                        "Documentation LOC": 281,
-                        "Structural Magnitude": 6.82,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 2461,
+                        "Coding LOC": 1379,
+                        "Documentation LOC": 944,
+                        "Structural Magnitude": 235.88,
+                        "Control Flow Ratio": "16.3%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.005
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-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                        "Cognitive Load Exposure": "2.42%",
+                        "Error & Exception Exposure": "62.85%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.79%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "Body",
+                            "Structural Impact": 27.7,
+                            "Lines of Code (LOC)": 328,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 31,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1323,
+                            "End Line": 1650
+                        },
+                        {
+                            "Function Name": "Path",
+                            "Structural Impact": 27.5,
+                            "Lines of Code (LOC)": 342,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 29,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 13,
+                            "End Line": 354
+                        },
+                        {
+                            "Function Name": "Query",
+                            "Structural Impact": 27.5,
+                            "Lines of Code (LOC)": 342,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 29,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 357,
+                            "End Line": 698
+                        },
+                        {
+                            "Function Name": "Header",
+                            "Structural Impact": 26.9,
+                            "Lines of Code (LOC)": 315,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 30,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 701,
+                            "End Line": 1015
+                        },
+                        {
+                            "Function Name": "Form",
+                            "Structural Impact": 26.8,
+                            "Lines of Code (LOC)": 313,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 30,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1653,
+                            "End Line": 1965
+                        },
+                        {
+                            "Function Name": "File",
+                            "Structural Impact": 26.8,
+                            "Lines of Code (LOC)": 313,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 30,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1968,
+                            "End Line": 2280
+                        },
+                        {
+                            "Function Name": "Cookie",
+                            "Structural Impact": 26.1,
+                            "Lines of Code (LOC)": 303,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 29,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1018,
+                            "End Line": 1320
+                        },
+                        {
+                            "Function Name": "Depends",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 2369
+                        },
+                        {
+                            "Function Name": "Security",
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+                            "Lines of Code (LOC)": 89,
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+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
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+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
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                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
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                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 9,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
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                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 39,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 9,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 2,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
@@ -512559,11 +512513,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 58,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 1352,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -512580,12 +512534,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 201,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 201,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 28,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -512612,77 +512566,191 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 11,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        ".db",
+                        ".security",
+                        "annotated_doc",
+                        "collections.abc",
+                        "fastapi",
+                        "fastapi._compat",
+                        "fastapi.datastructures",
+                        "fastapi.openapi.models",
+                        "pydantic",
+                        "typing",
+                        "typing_extensions"
+                    ]
                 },
-                "c/doom/README.TXT": {
+                "python/fastapi/fastapi/params.py": {
                     "1. Artifact Identity": {
-                        "Filename": "README.TXT",
-                        "Path": "c/doom/README.TXT",
-                        "Language": "Plaintext",
+                        "Filename": "params.py",
+                        "Path": "python/fastapi/fastapi/params.py",
+                        "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "Enum, FieldInfo, Param",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "c",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Prose Extension (.txt)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6187.71,
-                        "Y": 77.41,
-                        "Z": -6361.73
+                        "X": 2849.54,
+                        "Y": -211.02,
+                        "Z": 2625.67
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 82,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 62,
-                        "Structural Magnitude": 1.64,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 755,
+                        "Coding LOC": 718,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 288.56,
+                        "Control Flow Ratio": "37.3%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.095
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                        "Cognitive Load Exposure": "6.78%",
+                        "Error & Exception Exposure": "81.94%",
+                        "Tech Debt Exposure": "26.16%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.77%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "21.66%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "28.93%",
+                        "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 75.3,
+                            "Lines of Code (LOC)": 106,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 33,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 470,
+                            "End Line": 575
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 73.0,
+                            "Lines of Code (LOC)": 103,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 31,
+                            "Control Flow Ratio": "91.7%",
+                            "Start Line": 29,
+                            "End Line": 131
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 79,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 32,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 306,
+                            "End Line": 384
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 79,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 32,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 582,
+                            "End Line": 660
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 79,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 32,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 664,
+                            "End Line": 742
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 15.3,
+                            "Lines of Code (LOC)": 79,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 31,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 140,
+                            "End Line": 218
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 31,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 224,
+                            "End Line": 300
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 31,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 390,
+                            "End Line": 466
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 133,
+                            "End Line": 134
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 577,
+                            "End Line": 578
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 28,
+                        "Sequential Logic Declarations": 47,
+                        "Function Parameters": 10,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 11,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 58,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 11,
+                        "State Mutations / Variable Reassignments": 20,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -512690,37 +512758,37 @@
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 35,
+                        "Collection Iterators / Comprehensions": 2,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 12,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 2,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 2,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 96,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 692,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -512736,15 +512804,15 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Vectorized Math & Tensor Operations": 2,
+                        "Core Var Decl": 459,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 247,
+                        "Design Pascal Case": 212,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
+                        "Design Short Vars": 32,
+                        "Design Long Vars": 2,
+                        "Duplicate Logic": 4,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -512769,41 +512837,30 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 12,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "python/fastapi/fastapi": {
-            "Directory Group Magnitude": 3292.3,
-            "File Count": 23,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "6.12%",
-                "Error & Exception Exposure": "39.91%",
-                "Tech Debt Exposure": "6.79%",
-                "Testing Exposure": "15.76%",
-                "API Exposure": "2.42%",
-                "Concurrency Exposure": "15.17%",
-                "State Flux Exposure": "15.13%",
-                "Commented Logic Exposure": "0.21%",
-                "Specification Exposure": "60.87%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "14.88%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "python/fastapi/fastapi/__init__.py": {
+                    "9. Extracted Dependencies": [
+                        "._compat",
+                        ".datastructures",
+                        "collections.abc",
+                        "dataclasses",
+                        "enum",
+                        "fastapi.exceptions",
+                        "fastapi.openapi.models",
+                        "pydantic",
+                        "pydantic.fields",
+                        "typing",
+                        "typing_extensions",
+                        "warnings"
+                    ]
+                },
+                "python/fastapi/fastapi/requests.py": {
                     "1. Artifact Identity": {
-                        "Filename": "__init__.py",
-                        "Path": "python/fastapi/fastapi/__init__.py",
+                        "Filename": "requests.py",
+                        "Path": "python/fastapi/fastapi/requests.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Neutral / No Indentation",
@@ -512813,9 +512870,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3127.42,
-                        "Y": -258.21,
-                        "Z": 2664.69
+                        "X": 3424.66,
+                        "Y": -174.92,
+                        "Z": 3740.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -512824,12 +512881,12 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 26,
-                        "Coding LOC": 21,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 15.42,
+                        "Total LOC": 3,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 11.04,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Popularity Rank": 5,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -512854,18 +512911,18 @@
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 60,
+                        "Sequential Logic Declarations": 6,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
+                        "I/O and Network Boundaries": 2,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -512876,14 +512933,14 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 20,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 2,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
@@ -512897,7 +512954,7 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
@@ -512918,9 +512975,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -512950,40 +513007,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 5,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        ".applications",
-                        ".background",
-                        ".datastructures",
-                        ".exceptions",
-                        ".param_functions",
-                        ".requests",
-                        ".responses",
-                        ".routing",
-                        ".websockets",
-                        "starlette"
+                        "starlette.requests"
                     ]
                 },
-                "python/fastapi/fastapi/__main__.py": {
+                "python/fastapi/fastapi/responses.py": {
                     "1. Artifact Identity": {
-                        "Filename": "__main__.py",
-                        "Path": "python/fastapi/fastapi/__main__.py",
+                        "Filename": "responses.py",
+                        "Path": "python/fastapi/fastapi/responses.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "JSONResponse",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2443.89,
-                        "Y": -218.58,
-                        "Z": 3754.92
+                        "X": 2269.7,
+                        "Y": -250.69,
+                        "Z": 2507.74
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -512992,64 +513041,85 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4,
-                        "Coding LOC": 2,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 11.04,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 86,
+                        "Coding LOC": 47,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 8.84,
+                        "Control Flow Ratio": "17.9%",
+                        "Popularity Rank": 27,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.2
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.99%",
+                        "Error & Exception Exposure": "60.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "7.21%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "26.17%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "render",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 81,
+                            "End Line": 85
+                        },
+                        {
+                            "Function Name": "render",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 51,
+                            "End Line": 53
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 46,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
+                        "UI / View Layer Components": 2,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 2,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 13,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
+                        "Server-Side Rendering Contexts": 4,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
@@ -513069,7 +513139,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 26,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -513085,10 +513155,10 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Vectorized Math & Tensor Operations": 2,
+                        "Core Var Decl": 8,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 8,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -513118,32 +513188,38 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 27,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "fastapi.cli"
+                        "fastapi.exceptions",
+                        "fastapi.sse",
+                        "orjson",
+                        "starlette.responses",
+                        "typing",
+                        "typing_extensions",
+                        "ujson"
                     ]
                 },
-                "python/fastapi/fastapi/applications.py": {
+                "python/fastapi/fastapi/routing.py": {
                     "1. Artifact Identity": {
-                        "Filename": "applications.py",
-                        "Path": "python/fastapi/fastapi/applications.py",
+                        "Filename": "routing.py",
+                        "Path": "python/fastapi/fastapi/routing.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Starlette",
+                        "Parent Entity": "AbstractAsyncContextManager[_T], routing.WebSocketRoute, routing.Route",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2549.13,
-                        "Y": -204.67,
-                        "Z": 3293.85
+                        "X": 2823.59,
+                        "Y": -207.95,
+                        "Z": 3200.55
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -513152,26 +513228,26 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4750,
-                        "Coding LOC": 1843,
-                        "Documentation LOC": 2240,
-                        "Structural Magnitude": 493.96,
-                        "Control Flow Ratio": "18.9%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 4957,
+                        "Coding LOC": 2505,
+                        "Documentation LOC": 1869,
+                        "Structural Magnitude": 1725.8,
+                        "Control Flow Ratio": "45.3%",
+                        "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.104
+                        "Raw Cognitive Density": 0.503
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "3.52%",
-                        "Error & Exception Exposure": "62.44%",
-                        "Tech Debt Exposure": "8.59%",
+                        "Cognitive Load Exposure": "13.57%",
+                        "Error & Exception Exposure": "71.33%",
+                        "Tech Debt Exposure": "11.4%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.55%",
-                        "Concurrency Exposure": "14.89%",
-                        "State Flux Exposure": "17.15%",
-                        "Commented Logic Exposure": "0.0%",
+                        "API Exposure": "2.83%",
+                        "Concurrency Exposure": "53.75%",
+                        "State Flux Exposure": "74.67%",
+                        "Commented Logic Exposure": "4.91%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -513179,285 +513255,585 @@
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
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+                            "Lines of Code (LOC)": 379,
+                            "Control Flow Branches": 63,
+                            "Input Parameters": 16,
+                            "Control Flow Ratio": "55.8%",
+                            "Start Line": 351,
+                            "End Line": 729
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                         {
                             "Function Name": "__init__",
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+                            "Lines of Code (LOC)": 165,
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+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 812,
+                            "End Line": 976
+                        },
+                        {
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+                            "Lines of Code (LOC)": 252,
+                            "Control Flow Branches": 31,
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+                            "Control Flow Ratio": "81.6%",
+                            "Start Line": 1578,
+                            "End Line": 1829
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+                            "Control Flow Ratio": "56.3%",
+                            "Start Line": 382,
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+                            "Control Flow Ratio": "73.9%",
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+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1336,
+                            "End Line": 1417
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+                            "Control Flow Ratio": "66.7%",
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+                            "Start Line": 110,
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                         {
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                         {
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+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 209,
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+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 500,
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+                        {
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+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 213,
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+                        },
+                        {
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                             "Control Flow Branches": 4,
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+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 732,
+                            "End Line": 766
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                             "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 254,
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                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 1022,
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                         {
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1222,
-                            "End Line": 1280
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                         },
                         {
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 998,
+                            "End Line": 1002
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+                        {
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+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 737,
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+                        {
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+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 471,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 25,
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                         {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4905,
+                            "End Line": 4922
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+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 565,
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 149,
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+                        },
+                        {
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                             "Lines of Code (LOC)": 11,
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 320,
+                            "End Line": 330
+                        },
+                        {
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                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1108,
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+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 4873,
+                            "End Line": 4886
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+                        {
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+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 4889,
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 152,
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+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1481,
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                         },
                         {
                             "Function Name": "websocket",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 1297,
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                         },
                         {
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+                            "Function Name": "websocket_session",
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+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 141,
+                            "End Line": 162
+                        },
+                        {
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                             "Control Flow Branches": 1,
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                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 1160,
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+                            "Start Line": 597,
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                         },
                         {
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-                            "Lines of Code (LOC)": 53,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4566,
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                         },
                         {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 556,
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+                        },
+                        {
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                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 1072,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4658,
-                            "End Line": 4702
+                            "Start Line": 4932,
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                         },
                         {
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-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 46,
+                            "Function Name": "decorator",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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-                            "Start Line": 4704,
-                            "End Line": 4749
+                            "Start Line": 1449,
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                         },
                         {
-                            "Function Name": "swagger_ui_html",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 182,
+                            "End Line": 188
+                        },
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+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 978,
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+                        },
+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1569,
+                            "End Line": 1576
+                        },
+                        {
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+                            "Control Flow Branches": 1,
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                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 1123,
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+                            "Start Line": 629,
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                         },
                         {
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-                            "Structural Impact": 3.1,
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+                            "Function Name": "_wrap_gen_lifespan_context",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 1282,
-                            "End Line": 1295
+                            "Start Line": 192,
+                            "End Line": 206
+                        },
+                        {
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 641,
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                         },
                         {
                             "Function Name": "decorator",
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                             "Control Flow Branches": 0,
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-                            "Start Line": 1251,
-                            "End Line": 1278
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                         },
                         {
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-                            "Lines of Code (LOC)": 20,
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                             "Control Flow Branches": 0,
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-                            "Start Line": 4637,
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                         },
                         {
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-                            "Start Line": 4620,
-                            "End Line": 4627
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                         },
                         {
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1351,
-                            "End Line": 1358
+                            "Start Line": 243,
+                            "End Line": 244
                         },
                         {
-                            "Function Name": "redoc_html",
+                            "Function Name": "__call__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 246,
+                            "End Line": 247
+                        },
+                        {
+                            "Function Name": "decorator",
                             "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1151,
-                            "End Line": 1156
+                            "Start Line": 1561,
+                            "End Line": 1565
                         },
                         {
                             "Function Name": "decorator",
@@ -513466,8 +513842,8 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4623,
-                            "End Line": 4625
+                            "Start Line": 1572,
+                            "End Line": 1574
                         },
                         {
                             "Function Name": "decorator",
@@ -513476,81 +513852,111 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4698,
-                            "End Line": 4700
+                            "Start Line": 4952,
+                            "End Line": 4954
                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__aenter__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4745,
-                            "End Line": 4747
+                            "Start Line": 179,
+                            "End Line": 180
                         },
                         {
-                            "Function Name": "swagger_ui_redirect",
+                            "Function Name": "wrapper",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1141,
-                            "End Line": 1142
+                            "Start Line": 203,
+                            "End Line": 204
+                        },
+                        {
+                            "Function Name": "__aenter__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 240,
+                            "End Line": 241
+                        },
+                        {
+                            "Function Name": "_serialize_item",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 624,
+                            "End Line": 625
+                        },
+                        {
+                            "Function Name": "_sse_producer_cm",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 535,
+                            "End Line": 536
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 129,
-                        "Function Parameters": 32,
-                        "Function/Method Declarations": 32,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 58,
+                        "Control Flow Branches": 218,
+                        "Sequential Logic Declarations": 263,
+                        "Function Parameters": 65,
+                        "Function/Method Declarations": 65,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 54,
+                        "Type/Safety Bypasses": 106,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 32,
-                        "State Mutations / Variable Reassignments": 38,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 261,
-                        "Unit Test Assertions": 2,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Exposed API / Public Exports": 43,
+                        "State Mutations / Variable Reassignments": 218,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 237,
+                        "Unit Test Assertions": 1,
+                        "Asynchronous/Concurrent Execution": 68,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 138,
-                        "Collection Iterators / Comprehensions": 2,
+                        "Decorators and Annotations": 4,
+                        "Generic Type Abstractions": 196,
+                        "Collection Iterators / Comprehensions": 3,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 27,
+                        "Metaprogramming & Reflection": 9,
+                        "Module Dependencies (Imports)": 36,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 15,
-                        "Event Publishers / Emitters": 2,
-                        "Dependency Injection Constructs": 15,
+                        "Event Publishers / Emitters": 13,
+                        "Dependency Injection Constructs": 17,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
+                        "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Explicit Type Casts": 8,
+                        "Fatal Aborts & Exceptions": 9,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 3,
-                        "Event Listeners & Subscribers": 3,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 92,
+                        "Event Listeners & Subscribers": 13,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1811,
+                        "Structural Space Indentations": 2434,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -513565,16 +513971,16 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 1,
-                        "Core Var Decl": 340,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 26,
+                        "Vectorized Math & Tensor Operations": 3,
+                        "Core Var Decl": 604,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 305,
-                        "Design Pascal Case": 35,
+                        "Design Snake Case": 521,
+                        "Design Pascal Case": 82,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 44,
-                        "Duplicate Logic": 0,
+                        "Design Short Vars": 2,
+                        "Design Long Vars": 57,
+                        "Duplicate Logic": 2,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -513582,10 +513988,10 @@
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 2,
+                        "External Network & I/O Hooks": 3,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -513599,64 +514005,66 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 33,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Direct Upstream (Fragility)": 35,
+                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        ".dependencies",
-                        ".internal",
-                        ".users",
                         "annotated_doc",
+                        "anyio",
+                        "anyio.abc",
                         "collections.abc",
+                        "contextlib",
+                        "email.message",
                         "enum",
                         "fastapi",
+                        "fastapi._compat",
                         "fastapi.datastructures",
-                        "fastapi.exception_handlers",
+                        "fastapi.dependencies.models",
+                        "fastapi.dependencies.utils",
+                        "fastapi.encoders",
                         "fastapi.exceptions",
-                        "fastapi.logger",
-                        "fastapi.middleware.asyncexitstack",
-                        "fastapi.openapi.docs",
-                        "fastapi.openapi.utils",
-                        "fastapi.params",
-                        "fastapi.responses",
+                        "fastapi.sse",
                         "fastapi.types",
                         "fastapi.utils",
+                        "functools",
+                        "inspect",
+                        "json",
                         "pydantic",
-                        "starlette.applications",
+                        "starlette",
+                        "starlette._exception_handler",
+                        "starlette._utils",
+                        "starlette.concurrency",
                         "starlette.datastructures",
                         "starlette.exceptions",
-                        "starlette.middleware",
-                        "starlette.middleware.base",
-                        "starlette.middleware.errors",
-                        "starlette.middleware.exceptions",
                         "starlette.requests",
                         "starlette.responses",
                         "starlette.routing",
                         "starlette.types",
-                        "time",
+                        "starlette.websockets",
+                        "types",
                         "typing",
                         "typing_extensions"
                     ]
                 },
-                "python/fastapi/fastapi/background.py": {
+                "python/fastapi/fastapi/sse.py": {
                     "1. Artifact Identity": {
-                        "Filename": "background.py",
-                        "Path": "python/fastapi/fastapi/background.py",
+                        "Filename": "sse.py",
+                        "Path": "python/fastapi/fastapi/sse.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "StarletteBackgroundTasks",
+                        "Parent Entity": "StreamingResponse, BaseModel",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3743.55,
-                        "Y": -183.6,
-                        "Z": 3249.89
+                        "X": 2718.27,
+                        "Y": -206.74,
+                        "Z": 3637.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -513665,25 +514073,25 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 62,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 5.66,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 223,
+                        "Coding LOC": 107,
+                        "Documentation LOC": 77,
+                        "Structural Magnitude": 64.84,
+                        "Control Flow Ratio": "41.7%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.533
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "69.12%",
+                        "Cognitive Load Exposure": "14.77%",
+                        "Error & Exception Exposure": "77.52%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "5.3%",
+                        "Testing Exposure": "2.51%",
+                        "API Exposure": "2.64%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "99.57%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
@@ -513693,42 +514101,62 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "add_task",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 40,
-                            "End Line": 61
+                            "Function Name": "format_sse_event",
+                            "Structural Impact": 23.0,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 146,
+                            "End Line": 214
+                        },
+                        {
+                            "Function Name": "_check_data_exclusive",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 136,
+                            "End Line": 143
+                        },
+                        {
+                            "Function Name": "_check_id_no_null",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 36,
+                            "End Line": 39
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 14,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 21,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 21,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
+                        "Structured Documentation Blocks": 14,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 2,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 5,
+                        "Collection Iterators / Comprehensions": 1,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 5,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -513743,17 +514171,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 5,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 11,
+                        "Structural Space Indentations": 94,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -513769,13 +514197,13 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Vectorized Math & Tensor Operations": 1,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
-                        "Design Short Vars": 1,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -513802,36 +514230,34 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
                         "annotated_doc",
-                        "collections.abc",
-                        "fastapi",
-                        "starlette.background",
-                        "typing",
-                        "typing_extensions"
+                        "pydantic",
+                        "starlette.responses",
+                        "typing"
                     ]
                 },
-                "python/fastapi/fastapi/cli.py": {
+                "python/fastapi/fastapi/staticfiles.py": {
                     "1. Artifact Identity": {
-                        "Filename": "cli.py",
-                        "Path": "python/fastapi/fastapi/cli.py",
+                        "Filename": "staticfiles.py",
+                        "Path": "python/fastapi/fastapi/staticfiles.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2114.9,
-                        "Y": -215.57,
-                        "Z": 3529.34
+                        "X": 2002.24,
+                        "Y": -261.44,
+                        "Z": 3018.46
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -513840,56 +514266,45 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 14,
-                        "Coding LOC": 10,
+                        "Total LOC": 2,
+                        "Coding LOC": 1,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 3.5,
-                        "Control Flow Ratio": "33.3%",
-                        "Popularity Rank": 2,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "3.53%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.33%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "main",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 8,
-                            "End Line": 13
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -513899,7 +514314,7 @@
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 1,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
@@ -513916,9 +514331,9 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -513928,7 +514343,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -513945,9 +514360,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 2,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -513978,30 +514393,30 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "fastapi_cli.cli"
+                        "starlette.staticfiles"
                     ]
                 },
-                "python/fastapi/fastapi/concurrency.py": {
+                "python/fastapi/fastapi/templating.py": {
                     "1. Artifact Identity": {
-                        "Filename": "concurrency.py",
-                        "Path": "python/fastapi/fastapi/concurrency.py",
+                        "Filename": "templating.py",
+                        "Path": "python/fastapi/fastapi/templating.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 1.5,
                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2194.24,
-                        "Y": -234.4,
-                        "Z": 2647.47
+                        "X": 3414.82,
+                        "Y": -180.13,
+                        "Z": 2449.03
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -514010,70 +514425,59 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 42,
-                        "Coding LOC": 31,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 12.52,
-                        "Control Flow Ratio": "10.0%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 2,
+                        "Coding LOC": 1,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.3
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.19%",
-                        "Error & Exception Exposure": "56.39%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "0.39%",
-                        "Concurrency Exposure": "90.61%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.3%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "contextmanager_in_threadpool",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 18,
-                            "End Line": 41
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 27,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 9,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -514087,18 +514491,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 8,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 17,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -514113,14 +514517,14 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 3,
-                        "Vectorized Math & Tensor Operations": 1,
-                        "Core Var Decl": 5,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 2,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -514147,313 +514551,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "anyio",
-                        "anyio.to_thread",
-                        "collections.abc",
-                        "contextlib",
-                        "starlette.concurrency",
-                        "typing"
+                        "starlette.templating"
                     ]
                 },
-                "python/fastapi/fastapi/datastructures.py": {
+                "python/fastapi/fastapi/testclient.py": {
                     "1. Artifact Identity": {
-                        "Filename": "datastructures.py",
-                        "Path": "python/fastapi/fastapi/datastructures.py",
+                        "Filename": "testclient.py",
+                        "Path": "python/fastapi/fastapi/testclient.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "StarletteUploadFile",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3436.45,
-                        "Y": -258.48,
-                        "Z": 3249.77
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 187,
-                        "Coding LOC": 84,
-                        "Documentation LOC": 60,
-                        "Structural Magnitude": 50.88,
-                        "Control Flow Ratio": "3.1%",
-                        "Popularity Rank": 10,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.772
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "26.08%",
-                        "Error & Exception Exposure": "88.28%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "4.7%",
-                        "Concurrency Exposure": "99.01%",
-                        "State Flux Exposure": "12.74%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "58.1%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "_validate",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 133,
-                            "End Line": 136
-                        },
-                        {
-                            "Function Name": "__eq__",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 167,
-                            "End Line": 168
-                        },
-                        {
-                            "Function Name": "write",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 66,
-                            "End Line": 84
-                        },
-                        {
-                            "Function Name": "seek",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 104,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "read",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 86,
-                            "End Line": 102
-                        },
-                        {
-                            "Function Name": "__get_pydantic_core_schema__",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 145,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "__get_pydantic_json_schema__",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "close",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 124,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 161,
-                            "End Line": 162
-                        },
-                        {
-                            "Function Name": "Default",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 174,
-                            "End Line": 181
-                        },
-                        {
-                            "Function Name": "__bool__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 164,
-                            "End Line": 165
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 63,
-                        "Function Parameters": 11,
-                        "Function/Method Declarations": 11,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 12,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 12,
-                        "State Mutations / Variable Reassignments": 1,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 10,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 9,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 3,
-                        "Generic Type Abstractions": 16,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 12,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 13,
-                        "Event Listeners & Subscribers": 2,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 67,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 2,
-                        "Core Var Decl": 2,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 10,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "._compat.v2",
-                        "annotated_doc",
-                        "collections.abc",
-                        "fastapi",
-                        "pydantic",
-                        "starlette.datastructures",
-                        "typing"
-                    ]
-                },
-                "python/fastapi/fastapi/encoders.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "encoders.py",
-                        "Path": "python/fastapi/fastapi/encoders.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2282.54,
-                        "Y": -216.84,
-                        "Z": 2898.79
+                        "X": 2799.83,
+                        "Y": -228.99,
+                        "Z": 4153.64
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -514462,103 +514584,62 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 348,
-                        "Coding LOC": 257,
-                        "Documentation LOC": 67,
-                        "Structural Magnitude": 152.24,
-                        "Control Flow Ratio": "34.5%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 2,
+                        "Coding LOC": 1,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 185,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.218
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.08%",
-                        "Error & Exception Exposure": "74.75%",
-                        "Tech Debt Exposure": "17.84%",
-                        "Testing Exposure": "2.53%",
-                        "API Exposure": "3.67%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "23.96%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.91%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "jsonable_encoder",
-                            "Structural Impact": 122.5,
-                            "Lines of Code (LOC)": 236,
-                            "Control Flow Branches": 34,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "58.6%",
-                            "Start Line": 112,
-                            "End Line": 347
-                        },
-                        {
-                            "Function Name": "decimal_encoder",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 43,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "generate_encoders_by_class_tuples",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 98,
-                            "End Line": 106
-                        },
-                        {
-                            "Function Name": "isoformat",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 38
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 38,
-                        "Sequential Logic Declarations": 72,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 4,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 23,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 9,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 11,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 4,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 13,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 21,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -514569,18 +514650,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 9,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 225,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -514588,7 +514669,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -514597,9 +514678,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 58,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 58,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -514629,51 +514710,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 21,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
-                        "Total Upstream (Absolute Fragility)": 2,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 185,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "._compat",
-                        "annotated_doc",
-                        "collections",
-                        "collections.abc",
-                        "dataclasses",
-                        "datetime",
-                        "decimal",
-                        "enum",
-                        "fastapi.exceptions",
-                        "fastapi.types",
-                        "ipaddress",
-                        "pathlib",
-                        "pydantic",
-                        "pydantic.color",
-                        "pydantic.networks",
-                        "pydantic.types",
-                        "pydantic_core",
-                        "re",
-                        "types",
-                        "typing",
-                        "uuid"
+                        "starlette.testclient"
                     ]
                 },
-                "python/fastapi/fastapi/exception_handlers.py": {
+                "python/fastapi/fastapi/types.py": {
                     "1. Artifact Identity": {
-                        "Filename": "exception_handlers.py",
-                        "Path": "python/fastapi/fastapi/exception_handlers.py",
+                        "Filename": "types.py",
+                        "Path": "python/fastapi/fastapi/types.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2223.78,
-                        "Y": -224.44,
-                        "Z": 3568.56
+                        "X": 3083.51,
+                        "Y": -263.69,
+                        "Z": 3769.08
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -514682,95 +514743,64 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 35,
-                        "Coding LOC": 28,
+                        "Total LOC": 13,
+                        "Coding LOC": 10,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 15.46,
-                        "Control Flow Ratio": "4.2%",
-                        "Popularity Rank": 1,
+                        "Structural Magnitude": 15.2,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 34,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.36
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.36%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "64.57%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.38%",
-                        "API Exposure": "7.05%",
-                        "Concurrency Exposure": "90.61%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "50.0%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "http_exception_handler",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 11,
-                            "End Line": 17
-                        },
-                        {
-                            "Function Name": "request_validation_exception_handler",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 20,
-                            "End Line": 26
-                        },
-                        {
-                            "Function Name": "websocket_request_validation_exception_handler",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 29,
-                            "End Line": 34
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 14,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 3,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 3,
+                        "Generic Type Abstractions": 5,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 8,
+                        "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 4,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
@@ -514785,12 +514815,12 @@
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 15,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -514807,10 +514837,10 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 4,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
@@ -514839,39 +514869,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 34,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 9
                     },
                     "9. Extracted Dependencies": [
-                        "fastapi.encoders",
-                        "fastapi.exceptions",
-                        "fastapi.utils",
-                        "fastapi.websockets",
-                        "starlette.exceptions",
-                        "starlette.requests",
-                        "starlette.responses",
-                        "starlette.status"
+                        "collections.abc",
+                        "enum",
+                        "pydantic",
+                        "pydantic.main",
+                        "types",
+                        "typing"
                     ]
                 },
-                "python/fastapi/fastapi/exceptions.py": {
+                "python/fastapi/fastapi/utils.py": {
                     "1. Artifact Identity": {
-                        "Filename": "exceptions.py",
-                        "Path": "python/fastapi/fastapi/exceptions.py",
+                        "Filename": "utils.py",
+                        "Path": "python/fastapi/fastapi/utils.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "TypedDict, total=False, StarletteHTTPException, StarletteWebSocketException",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3338.85,
-                        "Y": -269.7,
-                        "Z": 2890.29
+                        "X": 2573.57,
+                        "Y": -255.48,
+                        "Z": 2455.63
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -514880,150 +514907,130 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 257,
-                        "Coding LOC": 111,
-                        "Documentation LOC": 92,
-                        "Structural Magnitude": 69.82,
-                        "Control Flow Ratio": "18.0%",
-                        "Popularity Rank": 39,
+                        "Total LOC": 137,
+                        "Coding LOC": 109,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 57.48,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.561
+                        "Raw Cognitive Density": 0.183
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.96%",
-                        "Error & Exception Exposure": "86.63%",
-                        "Tech Debt Exposure": "92.09%",
-                        "Testing Exposure": "2.49%",
-                        "API Exposure": "3.86%",
+                        "Cognitive Load Exposure": "8.54%",
+                        "Error & Exception Exposure": "62.11%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "0.0%",
+                        "API Exposure": "5.37%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.35%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "23.37%",
+                        "Documentation Exposure": "48.49%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_format_endpoint_context",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 193,
-                            "End Line": 202
+                            "Function Name": "deep_dict_update",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 103,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "__str__",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "create_model_field",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 204,
-                            "End Line": 209
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 175,
-                            "End Line": 188
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 45,
-                            "End Line": 83
+                            "Start Line": 58,
+                            "End Line": 77
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 154
+                            "Function Name": "is_body_allowed_for_status_code",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 26,
+                            "End Line": 40
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 213,
-                            "End Line": 221
+                            "Function Name": "get_value_or_default",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 121,
+                            "End Line": 136
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 235,
-                            "End Line": 243
+                            "Function Name": "generate_operation_id_for_path",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 80,
+                            "End Line": 92
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "generate_unique_id",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 225,
-                            "End Line": 231
+                            "Start Line": 95,
+                            "End Line": 100
                         },
                         {
-                            "Function Name": "errors",
+                            "Function Name": "get_path_param_names",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 190,
-                            "End Line": 191
+                            "Start Line": 43,
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 9,
-                        "Sequential Logic Declarations": 41,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
-                        "Class/Entity Declarations": 11,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 9,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 40,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 13,
-                        "State Mutations / Variable Reassignments": 18,
+                        "Exposed API / Public Exports": 7,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 11,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 12,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Generic Type Abstractions": 11,
+                        "Collection Iterators / Comprehensions": 1,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 6,
+                        "Module Dependencies (Imports)": 10,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -515037,25 +515044,25 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 19,
+                        "Private / Encapsulated Scopes": 4,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 92,
+                        "Structural Space Indentations": 85,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Regex Execution": 3,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -515065,14 +515072,14 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
+                        "Core Var Decl": 17,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 7,
-                        "Design Pascal Case": 6,
+                        "Design Snake Case": 14,
+                        "Design Pascal Case": 3,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
-                        "Duplicate Logic": 2,
+                        "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
@@ -515080,7 +515087,7 @@
                         "Hyperlinked Literature References": 0,
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 1,
+                        "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
@@ -515097,24 +515104,28 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 39,
+                        "Direct Upstream (Fragility)": 10,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "annotated_doc",
-                        "collections.abc",
+                        "._compat",
+                        ".routing",
                         "fastapi",
-                        "pydantic",
-                        "starlette.exceptions",
-                        "typing"
+                        "fastapi._compat",
+                        "fastapi.datastructures",
+                        "fastapi.exceptions",
+                        "pydantic.fields",
+                        "re",
+                        "typing",
+                        "warnings"
                     ]
                 },
-                "python/fastapi/fastapi/logger.py": {
+                "python/fastapi/fastapi/websockets.py": {
                     "1. Artifact Identity": {
-                        "Filename": "logger.py",
-                        "Path": "python/fastapi/fastapi/logger.py",
+                        "Filename": "websockets.py",
+                        "Path": "python/fastapi/fastapi/websockets.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
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                         "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
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                         "File Fingerprint": {},
                         "Total LOC": 4,
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+                        "Coding LOC": 3,
                         "Documentation LOC": 0,
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 1,
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                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
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                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
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                     "8. Dependency Network": {
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-                        "Total Upstream (Absolute Fragility)": 1,
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                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
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+                        "starlette.websockets"
                     ]
-                },
-                "python/fastapi/fastapi/param_functions.py": {
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+            "Ecosystem Fingerprint (Archetypes)": {
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+                "Error & Exception Exposure": "69.47%",
+                "Tech Debt Exposure": "22.93%",
+                "Testing Exposure": "80.0%",
+                "API Exposure": "2.69%",
+                "Concurrency Exposure": "3.16%",
+                "State Flux Exposure": "84.37%",
+                "Commented Logic Exposure": "4.05%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "18.92%",
+                "Hardcoded Payload Artifacts": "6.14%"
+            },
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-                        "Path": "python/fastapi/fastapi/param_functions.py",
+                        "Filename": "defer.py",
+                        "Path": "python/twisted/defer.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "Exception, TypeError, Enum",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
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+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
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-                        "Y": -189.11,
-                        "Z": 3463.71
+                        "X": -7863.31,
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-                        "Documentation LOC": 944,
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                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.005
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-                        "Error & Exception Exposure": "62.85%",
-                        "Tech Debt Exposure": "0.0%",
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                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.79%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
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                         "Volatility Exposure": "0.0%",
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                     },
                     "5. Function Analysis": [
                         {
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+                            "Start Line": 444,
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+                            "Control Flow Ratio": "25.0%",
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+                        {
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                         {
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+                            "Start Line": 1269,
+                            "End Line": 1276
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+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1668,
+                            "End Line": 1674
+                        },
+                        {
+                            "Function Name": "cancelTimeout",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 1018,
-                            "End Line": 1320
+                            "Start Line": 825,
+                            "End Line": 829
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                         {
-                            "Function Name": "Depends",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 87,
+                            "Function Name": "adapt",
+                            "Structural Impact": 3.1,
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1253,
+                            "End Line": 1258
+                        },
+                        {
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+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1611,
+                            "End Line": 1637
+                        },
+                        {
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+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 839,
+                            "End Line": 864
+                        },
+                        {
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1216,
+                            "End Line": 1218
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1220,
+                            "End Line": 1222
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1224,
+                            "End Line": 1226
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 866,
+                            "End Line": 889
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1992,
+                            "End Line": 2014
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 569,
+                            "End Line": 578
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 599,
+                            "End Line": 608
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 686,
+                            "End Line": 695
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+                        {
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 706
+                        },
+                        {
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 709,
+                            "End Line": 717
+                        },
+                        {
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 720,
+                            "End Line": 729
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2203,
+                            "End Line": 2212
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+                        {
+                            "Function Name": "addCallback",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 560,
+                            "End Line": 566
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+                        {
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+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 581,
+                            "End Line": 587
+                        },
+                        {
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 596
+                        },
+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 611,
+                            "End Line": 617
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 635,
+                            "End Line": 641
+                        },
+                        {
+                            "Function Name": "addErrback",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 644,
+                            "End Line": 650
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 653,
+                            "End Line": 659
+                        },
+                        {
+                            "Function Name": "addBoth",
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 683
+                        },
+                        {
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 732,
+                            "End Line": 738
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 741,
+                            "End Line": 747
+                        },
+                        {
+                            "Function Name": "_DeferredList",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1425,
+                            "End Line": 1431
+                        },
+                        {
+                            "Function Name": "_DeferredList",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1434,
+                            "End Line": 1440
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1442,
+                            "End Line": 1449
+                        },
+                        {
+                            "Function Name": "run",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2142,
+                            "End Line": 2149
+                        },
+                        {
+                            "Function Name": "run",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2152,
+                            "End Line": 2159
+                        },
+                        {
+                            "Function Name": "succeed",
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+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 102,
+                            "End Line": 123
+                        },
+                        {
+                            "Function Name": "_cancellableInlineCallbacks",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2017,
+                            "End Line": 2037
+                        },
+                        {
+                            "Function Name": "_addCancelCallbackToDeferred",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1976,
+                            "End Line": 1989
+                        },
+                        {
+                            "Function Name": "run",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2162,
+                            "End Line": 2165
+                        },
+                        {
+                            "Function Name": "_cancelAcquire",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2234,
+                            "End Line": 2246
+                        },
+                        {
+                            "Function Name": "_cancelAcquire",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2306,
+                            "End Line": 2318
+                        },
+                        {
+                            "Function Name": "__init__",
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+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2283,
-                            "End Line": 2369
+                            "Start Line": 2380,
+                            "End Line": 2386
                         },
                         {
-                            "Function Name": "Security",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 89,
+                            "Function Name": "_cancelGet",
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+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2388,
+                            "End Line": 2400
+                        },
+                        {
+                            "Function Name": "maybeDeferred",
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+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2372,
-                            "End Line": 2460
+                            "Start Line": 168,
+                            "End Line": 173
+                        },
+                        {
+                            "Function Name": "maybeDeferred",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 161,
+                            "End Line": 164
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 177,
+                            "End Line": 180
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1380,
+                            "End Line": 1383
+                        },
+                        {
+                            "Function Name": "fail",
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+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 126,
+                            "End Line": 139
+                        },
+                        {
+                            "Function Name": "returnValue",
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+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1746,
+                            "End Line": 1759
+                        },
+                        {
+                            "Function Name": "logError",
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 89,
+                            "End Line": 99
+                        },
+                        {
+                            "Function Name": "__init_subclass__",
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+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1333,
+                            "End Line": 1336
+                        },
+                        {
+                            "Function Name": "__init__",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1645,
+                            "End Line": 1647
+                        },
+                        {
+                            "Function Name": "_releaseAndReturn",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2137,
+                            "End Line": 2139
+                        },
+                        {
+                            "Function Name": "setDebugging",
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+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 262,
+                            "End Line": 269
+                        },
+                        {
+                            "Function Name": "__str__",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1392,
+                            "End Line": 1398
+                        },
+                        {
+                            "Function Name": "__init__",
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+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1738,
+                            "End Line": 1739
+                        },
+                        {
+                            "Function Name": "pause",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 930,
+                            "End Line": 934
+                        },
+                        {
+                            "Function Name": "_continuation",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 998,
+                            "End Line": 1003
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1385,
+                            "End Line": 1390
+                        },
+                        {
+                            "Function Name": "execute",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2188,
+                            "End Line": 2193
+                        },
+                        {
+                            "Function Name": "__aenter__",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2197,
+                            "End Line": 2201
+                        },
+                        {
+                            "Function Name": "cancel",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1262,
+                            "End Line": 1264
+                        },
+                        {
+                            "Function Name": "timeout",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 250,
+                            "End Line": 251
+                        },
+                        {
+                            "Function Name": "passthru",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 254,
+                            "End Line": 255
+                        },
+                        {
+                            "Function Name": "_failthru",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 258,
+                            "End Line": 259
+                        },
+                        {
+                            "Function Name": "callbacks",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 477,
+                            "End Line": 478
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2134,
+                            "End Line": 2135
+                        },
+                        {
+                            "Function Name": "acquire",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2215,
+                            "End Line": 2216
+                        },
+                        {
+                            "Function Name": "release",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2219,
+                            "End Line": 2220
+                        },
+                        {
+                            "Function Name": "getDebugging",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 272,
+                            "End Line": 276
+                        },
+                        {
+                            "Function Name": "timeItOut",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 809,
+                            "End Line": 811
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 7,
-                        "Sequential Logic Declarations": 36,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 54,
+                        "Control Flow Branches": 156,
+                        "Sequential Logic Declarations": 283,
+                        "Function Parameters": 119,
+                        "Function/Method Declarations": 116,
+                        "Class/Entity Declarations": 21,
+                        "Defensive Programming Constructs": 53,
+                        "Type/Safety Bypasses": 78,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 217,
+                        "Exposed API / Public Exports": 93,
+                        "State Mutations / Variable Reassignments": 146,
+                        "Commented-out Code (Dead Logic)": 5,
+                        "Structured Documentation Blocks": 77,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 1,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 3,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 39,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 35,
+                        "Generic Type Abstractions": 220,
+                        "Collection Iterators / Comprehensions": 2,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 9,
+                        "Metaprogramming & Reflection": 9,
+                        "Module Dependencies (Imports)": 22,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 2,
+                        "Event Publishers / Emitters": 1,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 13,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 58,
-                        "Event Listeners & Subscribers": 0,
+                        "Private / Encapsulated Scopes": 508,
+                        "Event Listeners & Subscribers": 41,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1352,
+                        "Structural Space Indentations": 1035,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -515477,17 +516583,17 @@
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 201,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 201,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 28,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 10,
+                        "Vectorized Math & Tensor Operations": 15,
+                        "Core Var Decl": 133,
+                        "Design Camel Case": 30,
+                        "Design Snake Case": 75,
+                        "Design Pascal Case": 5,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 6,
+                        "Design Long Vars": 6,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 14,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -515495,7 +516601,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 3,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -515511,42 +516617,56 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 11,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Direct Upstream (Fragility)": 25,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        ".db",
-                        ".security",
-                        "annotated_doc",
-                        "collections.abc",
-                        "fastapi",
-                        "fastapi._compat",
-                        "fastapi.datastructures",
-                        "fastapi.openapi.models",
-                        "pydantic",
+                        "__future__",
+                        "abc",
+                        "asyncio",
+                        "attr",
+                        "contextvars",
+                        "enum",
+                        "functools",
+                        "incremental",
+                        "inspect",
+                        "sys",
+                        "traceback",
+                        "treq",
+                        "twisted.internet",
+                        "twisted.internet.defer",
+                        "twisted.internet.interfaces",
+                        "twisted.internet.task",
+                        "twisted.logger",
+                        "twisted.python",
+                        "twisted.python.compat",
+                        "twisted.python.deprecate",
+                        "twisted.python.failure",
+                        "types",
                         "typing",
-                        "typing_extensions"
+                        "typing_extensions",
+                        "warnings"
                     ]
                 },
-                "python/fastapi/fastapi/params.py": {
+                "python/twisted/http.py": {
                     "1. Artifact Identity": {
-                        "Filename": "params.py",
-                        "Path": "python/fastapi/fastapi/params.py",
+                        "Filename": "http.py",
+                        "Path": "python/twisted/http.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Enum, FieldInfo, Param",
+                        "Parent Entity": "Exception, Interface, basic.LineReceiver",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2849.54,
-                        "Y": -211.02,
-                        "Z": 2625.67
+                        "X": -7548.14,
+                        "Y": -58.65,
+                        "Z": 4266.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -515555,333 +516675,1593 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 755,
-                        "Coding LOC": 718,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 288.56,
-                        "Control Flow Ratio": "37.3%",
-                        "Popularity Rank": 3,
+                        "Total LOC": 3481,
+                        "Coding LOC": 1513,
+                        "Documentation LOC": 1339,
+                        "Structural Magnitude": 1376.06,
+                        "Control Flow Ratio": "44.2%",
+                        "Popularity Rank": 9,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.095
+                        "Raw Cognitive Density": 0.923
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.78%",
-                        "Error & Exception Exposure": "81.94%",
-                        "Tech Debt Exposure": "26.16%",
+                        "Cognitive Load Exposure": "33.31%",
+                        "Error & Exception Exposure": "75.23%",
+                        "Tech Debt Exposure": "11.53%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.77%",
+                        "API Exposure": "2.89%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "21.66%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "99.82%",
+                        "Commented Logic Exposure": "5.23%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.93%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 75.3,
-                            "Lines of Code (LOC)": 106,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 33,
-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 470,
-                            "End Line": 575
+                            "Function Name": "addCookie",
+                            "Structural Impact": 64.6,
+                            "Lines of Code (LOC)": 115,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "69.6%",
+                            "Start Line": 1322,
+                            "End Line": 1436
+                        },
+                        {
+                            "Function Name": "write",
+                            "Structural Impact": 36.5,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 1249,
+                            "End Line": 1320
+                        },
+                        {
+                            "Function Name": "lineReceived",
+                            "Structural Impact": 32.7,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 2361,
+                            "End Line": 2425
+                        },
+                        {
+                            "Function Name": "requestReceived",
+                            "Structural Impact": 27.5,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1038,
+                            "End Line": 1096
+                        },
+                        {
+                            "Function Name": "_maybeChooseTransferDecoder",
+                            "Structural Impact": 21.9,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "56.2%",
+                            "Start Line": 2439,
+                            "End Line": 2475
+                        },
+                        {
+                            "Function Name": "parse_qs",
+                            "Structural Impact": 21.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 366,
+                            "End Line": 391
+                        },
+                        {
+                            "Function Name": "stringToDatetime",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 455,
+                            "End Line": 507
+                        },
+                        {
+                            "Function Name": "_dataReceived_CHUNK_LENGTH",
+                            "Structural Impact": 18.2,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1999,
+                            "End Line": 2050
+                        },
+                        {
+                            "Function Name": "checkPersistence",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 2626,
+                            "End Line": 2667
+                        },
+                        {
+                            "Function Name": "lineReceived",
+                            "Structural Impact": 17.6,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 728,
+                            "End Line": 767
+                        },
+                        {
+                            "Function Name": "timegm",
+                            "Structural Impact": 14.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 435,
+                            "End Line": 452
+                        },
+                        {
+                            "Function Name": "writeHeaders",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2743,
+                            "End Line": 2777
+                        },
+                        {
+                            "Function Name": "_parseRequestLine",
+                            "Structural Impact": 13.8,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 245,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "setETag",
+                            "Structural Impact": 13.7,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1518,
+                            "End Line": 1549
+                        },
+                        {
+                            "Function Name": "setHost",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1591,
+                            "End Line": 1623
+                        },
+                        {
+                            "Function Name": "dataReceived",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 3242,
+                            "End Line": 3289
+                        },
+                        {
+                            "Function Name": "finish",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 1220,
+                            "End Line": 1247
+                        },
+                        {
+                            "Function Name": "headerReceived",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 2477,
+                            "End Line": 2517
+                        },
+                        {
+                            "Function Name": "setLastModified",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 1481,
+                            "End Line": 1516
+                        },
+                        {
+                            "Function Name": "_dataReceived_TRAILER",
+                            "Structural Impact": 12.1,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2072,
+                            "End Line": 2115
+                        },
+                        {
+                            "Function Name": "combinedLogFormatter",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2995,
+                            "End Line": 3025
                         },
                         {
                             "Function Name": "__init__",
-                            "Structural Impact": 73.0,
-                            "Lines of Code (LOC)": 103,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 31,
-                            "Control Flow Ratio": "91.7%",
-                            "Start Line": 29,
-                            "End Line": 131
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3350,
+                            "End Line": 3389
+                        },
+                        {
+                            "Function Name": "requestDone",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 2669,
+                            "End Line": 2693
+                        },
+                        {
+                            "Function Name": "getRequestHostname",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1564,
+                            "End Line": 1579
+                        },
+                        {
+                            "Function Name": "rawDataReceived",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2570,
+                            "End Line": 2609
+                        },
+                        {
+                            "Function Name": "dataReceived",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1831,
+                            "End Line": 1861
+                        },
+                        {
+                            "Function Name": "registerProducer",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2828,
+                            "End Line": 2868
+                        },
+                        {
+                            "Function Name": "_cleanup",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 958,
+                            "End Line": 979
+                        },
+                        {
+                            "Function Name": "parseCookies",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 1009,
+                            "End Line": 1028
+                        },
+                        {
+                            "Function Name": "_escape",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 2970,
+                            "End Line": 2991
+                        },
+                        {
+                            "Function Name": "_getMultiPartArgs",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 314,
+                            "End Line": 335
+                        },
+                        {
+                            "Function Name": "stopFactory",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 3455,
+                            "End Line": 3463
+                        },
+                        {
+                            "Function Name": "rawDataReceived",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 809,
+                            "End Line": 818
+                        },
+                        {
+                            "Function Name": "fromChunk",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 521,
+                            "End Line": 541
+                        },
+                        {
+                            "Function Name": "setResponseCode",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1438,
+                            "End Line": 1449
+                        },
+                        {
+                            "Function Name": "_dataReceived_CRLF",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 2052,
+                            "End Line": 2070
+                        },
+                        {
+                            "Function Name": "parseContentRange",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 544,
+                            "End Line": 559
+                        },
+                        {
+                            "Function Name": "_ensureBytes",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1380,
+                            "End Line": 1396
+                        },
+                        {
+                            "Function Name": "_authorize",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1677,
+                            "End Line": 1693
+                        },
+                        {
+                            "Function Name": "allHeadersReceived",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2611,
+                            "End Line": 2624
                         },
                         {
                             "Function Name": "__init__",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 79,
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 34,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 32,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 306,
-                            "End Line": 384
+                            "Start Line": 923,
+                            "End Line": 956
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 79,
+                            "Function Name": "startFactory",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 3446,
+                            "End Line": 3453
+                        },
+                        {
+                            "Function Name": "pauseProducing",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 34,
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+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2897,
+                            "End Line": 2930
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+                        {
+                            "Function Name": "connectionLost",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1727,
+                            "End Line": 1738
+                        },
+                        {
+                            "Function Name": "dataReceived",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2147,
+                            "End Line": 2155
+                        },
+                        {
+                            "Function Name": "connectionLost",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2719,
+                            "End Line": 2727
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+                        {
+                            "Function Name": "urlparse",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 338,
+                            "End Line": 363
+                        },
+                        {
+                            "Function Name": "isSecure",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1656,
+                            "End Line": 1675
+                        },
+                        {
+                            "Function Name": "datetimeToString",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 394,
+                            "End Line": 411
+                        },
+                        {
+                            "Function Name": "noMoreData",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1863,
+                            "End Line": 1880
+                        },
+                        {
+                            "Function Name": "_dataReceived_BODY",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2117,
+                            "End Line": 2134
+                        },
+                        {
+                            "Function Name": "resumeProducing",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2932,
+                            "End Line": 2949
+                        },
+                        {
+                            "Function Name": "getClientIP",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 1626,
+                            "End Line": 1638
+                        },
+                        {
+                            "Function Name": "unregisterProducer",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2870,
+                            "End Line": 2883
+                        },
+                        {
+                            "Function Name": "registerProducer",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 32,
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                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 582,
-                            "End Line": 660
+                            "Start Line": 1124,
+                            "End Line": 1136
                         },
                         {
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-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 79,
+                            "Function Name": "_getContentFile",
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 837,
+                            "End Line": 843
+                        },
+                        {
+                            "Function Name": "__eq__",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 32,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1747,
+                            "End Line": 1765
+                        },
+                        {
+                            "Function Name": "sendHeader",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 664,
-                            "End Line": 742
+                            "Start Line": 702,
+                            "End Line": 708
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                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 15.3,
-                            "Lines of Code (LOC)": 79,
+                            "Function Name": "getHeader",
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 31,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1147,
+                            "End Line": 1162
+                        },
+                        {
+                            "Function Name": "extractHeader",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 713,
+                            "End Line": 726
+                        },
+                        {
+                            "Function Name": "allContentReceived",
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+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 140,
-                            "End Line": 218
+                            "Start Line": 2519,
+                            "End Line": 2545
                         },
                         {
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-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 77,
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 31,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 224,
-                            "End Line": 300
+                            "Start Line": 3471,
+                            "End Line": 3480
                         },
                         {
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-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 77,
+                            "Function Name": "_set_logFile",
+                            "Structural Impact": 3.9,
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                             "Control Flow Branches": 1,
-                            "Input Parameters": 31,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 390,
-                            "End Line": 466
+                            "Start Line": 3410,
+                            "End Line": 3418
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 414,
+                            "End Line": 432
+                        },
+                        {
+                            "Function Name": "getUser",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1695,
+                            "End Line": 1709
+                        },
+                        {
+                            "Function Name": "getPassword",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1711,
+                            "End Line": 1725
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2729,
+                            "End Line": 2741
+                        },
+                        {
+                            "Function Name": "notifyFinish",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1177,
+                            "End Line": 1218
+                        },
+                        {
+                            "Function Name": "getAllHeaders",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1551,
+                            "End Line": 1562
+                        },
+                        {
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+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2885,
+                            "End Line": 2895
+                        },
+                        {
+                            "Function Name": "handleResponseEnd",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 772,
+                            "End Line": 781
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2157,
+                            "End Line": 2166
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2348,
+                            "End Line": 2355
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+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2695,
+                            "End Line": 2702
+                        },
+                        {
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+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1740,
+                            "End Line": 1745
+                        },
+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 3404,
+                            "End Line": 3407
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2547,
+                            "End Line": 2568
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+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1451,
+                            "End Line": 1464
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+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1986,
+                            "End Line": 1997
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3429,
+                            "End Line": 3444
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1466,
+                            "End Line": 1479
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+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1826,
+                            "End Line": 1829
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+                        {
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 789,
+                            "End Line": 789
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+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 997,
+                            "End Line": 1007
+                        },
+                        {
+                            "Function Name": "getCookie",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1164,
+                            "End Line": 1175
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+                        {
+                            "Function Name": "requestFactory",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3165,
+                            "End Line": 3176
+                        },
+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3188,
+                            "End Line": 3199
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+                        {
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3209,
+                            "End Line": 3220
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                         {
                             "Function Name": "__repr__",
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+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1098,
+                            "End Line": 1112
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+                        {
+                            "Function Name": "getClientAddress",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1640,
+                            "End Line": 1654
+                        },
+                        {
+                            "Function Name": "write",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2779,
+                            "End Line": 2788
+                        },
+                        {
+                            "Function Name": "writeSequence",
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+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2790,
+                            "End Line": 2799
+                        },
+                        {
+                            "Function Name": "getClientAddress",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3050,
+                            "End Line": 3064
+                        },
+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3093,
+                            "End Line": 3101
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+                        {
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3231,
+                            "End Line": 3240
+                        },
+                        {
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                             "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 699,
+                            "End Line": 700
+                        },
+                        {
+                            "Function Name": "handleContentChunk",
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+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1030,
+                            "End Line": 1036
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+                        {
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+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 134
+                            "Start Line": 2704,
+                            "End Line": 2717
                         },
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+                            "Function Name": "requestReceived",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 610,
+                            "End Line": 610
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+                        {
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 799,
+                            "End Line": 799
+                        },
+                        {
+                            "Function Name": "noLongerQueued",
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+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 984,
+                            "End Line": 995
+                        },
+                        {
+                            "Function Name": "registerProducer",
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+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2193,
+                            "End Line": 2193
+                        },
+                        {
+                            "Function Name": "_openLogFile",
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+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3465,
+                            "End Line": 3469
+                        },
+                        {
+                            "Function Name": "_parseContentType",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 297,
+                            "End Line": 305
+                        },
+                        {
+                            "Function Name": "toChunk",
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+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 510,
+                            "End Line": 518
+                        },
+                        {
+                            "Function Name": "_sanitize",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1398,
+                            "End Line": 1406
+                        },
+                        {
+                            "Function Name": "getHost",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1581,
+                            "End Line": 1589
+                        },
+                        {
+                            "Function Name": "_dataReceived_FINISHED",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2136,
+                            "End Line": 2145
+                        },
+                        {
+                            "Function Name": "dataReceived",
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+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2357,
+                            "End Line": 2359
+                        },
+                        {
+                            "Function Name": "_finishRequestBody",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
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+                            "End Line": 667
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+                            "End Line": 670
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-                        "Sequential Logic Declarations": 47,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 10,
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-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
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-                        "Dependency Injection Constructs": 2,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 0,
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-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 96,
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-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 692,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
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-                        "Design Snake Case": 247,
-                        "Design Pascal Case": 212,
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-                        "Design Short Vars": 32,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
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-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                        "Direct Downstream (Dependency Blast Radius)": 3,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
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-                        "warnings"
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-                        "Ownership Entropy": 0.0,
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-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
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                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
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                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
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                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 23,
+                        "Generic Type Abstractions": 44,
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                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Metaprogramming & Reflection": 14,
+                        "Module Dependencies (Imports)": 35,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
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                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
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@@ -515892,26 +518272,26 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
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+                        "Fatal Aborts & Exceptions": 33,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 3,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 408,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 1410,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 4,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -515919,26 +518299,26 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Vectorized Math & Tensor Operations": 22,
+                        "Core Var Decl": 292,
+                        "Design Camel Case": 55,
+                        "Design Snake Case": 199,
+                        "Design Pascal Case": 13,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 20,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 129,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 8,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -515952,32 +518332,65 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 5,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 34,
+                        "Direct Downstream (Dependency Blast Radius)": 9,
+                        "Total Upstream (Absolute Fragility)": 3,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.requests"
+                        "__future__",
+                        "base64",
+                        "binascii",
+                        "calendar",
+                        "collections",
+                        "email",
+                        "email.message",
+                        "incremental",
+                        "io",
+                        "math",
+                        "os",
+                        "re",
+                        "tempfile",
+                        "time",
+                        "twisted.internet",
+                        "twisted.internet._producer_helpers",
+                        "twisted.internet.defer",
+                        "twisted.internet.interfaces",
+                        "twisted.logger",
+                        "twisted.protocols",
+                        "twisted.python",
+                        "twisted.python.compat",
+                        "twisted.python.components",
+                        "twisted.python.deprecate",
+                        "twisted.python.failure",
+                        "twisted.web._abnf",
+                        "twisted.web._http2",
+                        "twisted.web._responses",
+                        "twisted.web.http_headers",
+                        "twisted.web.iweb",
+                        "typing",
+                        "urllib.parse",
+                        "warnings",
+                        "zope.interface"
                     ]
                 },
-                "python/fastapi/fastapi/responses.py": {
+                "python/twisted/reflect.py": {
                     "1. Artifact Identity": {
-                        "Filename": "responses.py",
-                        "Path": "python/fastapi/fastapi/responses.py",
+                        "Filename": "reflect.py",
+                        "Path": "python/twisted/reflect.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "JSONResponse",
+                        "Parent Entity": "Exception, ValueError, InvalidName",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2269.7,
-                        "Y": -250.69,
-                        "Z": 2507.74
+                        "X": -7268.7,
+                        "Y": -135.81,
+                        "Z": 4700.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -515986,85 +518399,345 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 86,
-                        "Coding LOC": 47,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 8.84,
-                        "Control Flow Ratio": "17.9%",
-                        "Popularity Rank": 27,
+                        "Total LOC": 687,
+                        "Coding LOC": 295,
+                        "Documentation LOC": 249,
+                        "Structural Magnitude": 264.9,
+                        "Control Flow Ratio": "40.6%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.2
+                        "Raw Cognitive Density": 0.753
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.99%",
-                        "Error & Exception Exposure": "60.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "7.21%",
+                        "Cognitive Load Exposure": "25.16%",
+                        "Error & Exception Exposure": "45.82%",
+                        "Tech Debt Exposure": "13.92%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.52%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "44.26%",
+                        "Commented Logic Exposure": "5.37%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "26.17%",
+                        "Documentation Exposure": "39.94%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "render",
-                            "Structural Impact": 2.0,
+                            "Function Name": "objgrep",
+                            "Structural Impact": 62.9,
+                            "Lines of Code (LOC)": 117,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 534,
+                            "End Line": 650
+                        },
+                        {
+                            "Function Name": "addMethodNamesToDict",
+                            "Structural Impact": 19.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 48,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "accumulateMethods",
+                            "Structural Impact": 19.9,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 109,
+                            "End Line": 149
+                        },
+                        {
+                            "Function Name": "namedAny",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 249,
+                            "End Line": 310
+                        },
+                        {
+                            "Function Name": "filenameToModuleName",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 313,
+                            "End Line": 348
+                        },
+                        {
+                            "Function Name": "accumulateClassDict",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 465,
+                            "End Line": 499
+                        },
+                        {
+                            "Function Name": "accumulateClassList",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 502,
+                            "End Line": 511
+                        },
+                        {
+                            "Function Name": "_importAndCheckStack",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 221,
+                            "End Line": 246
+                        },
+                        {
+                            "Function Name": "safe_str",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 418,
+                            "End Line": 435
+                        },
+                        {
+                            "Function Name": "_determineClassName",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 365,
+                            "End Line": 373
+                        },
+                        {
+                            "Function Name": "_safeFormat",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 376,
+                            "End Line": 400
+                        },
+                        {
+                            "Function Name": "requireModule",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 176,
+                            "End Line": 192
+                        },
+                        {
+                            "Function Name": "safe_repr",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 403,
+                            "End Line": 415
+                        },
+                        {
+                            "Function Name": "namedModule",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 152,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "_determineClass",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 358,
+                            "End Line": 362
+                        },
+                        {
+                            "Function Name": "fullFuncName",
+                            "Structural Impact": 3.1,
                             "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 451,
+                            "End Line": 455
+                        },
+                        {
+                            "Function Name": "prefixedMethodNames",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 85
+                            "Start Line": 28,
+                            "End Line": 45
                         },
                         {
-                            "Function Name": "render",
-                            "Structural Impact": 1.9,
+                            "Function Name": "prefixedMethods",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 90,
+                            "End Line": 106
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 443,
+                            "End Line": 445
+                        },
+                        {
+                            "Function Name": "namedObject",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 164,
+                            "End Line": 170
+                        },
+                        {
+                            "Function Name": "__call__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 51,
-                            "End Line": 53
+                            "Start Line": 447,
+                            "End Line": 448
+                        },
+                        {
+                            "Function Name": "isSame",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 514,
+                            "End Line": 515
+                        },
+                        {
+                            "Function Name": "isLike",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 518,
+                            "End Line": 519
+                        },
+                        {
+                            "Function Name": "isOfType",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 526,
+                            "End Line": 527
+                        },
+                        {
+                            "Function Name": "findInstances",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 530,
+                            "End Line": 531
+                        },
+                        {
+                            "Function Name": "qual",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 351,
+                            "End Line": 355
+                        },
+                        {
+                            "Function Name": "getClass",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 458,
+                            "End Line": 462
+                        },
+                        {
+                            "Function Name": "modgrep",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 522,
+                            "End Line": 523
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 46,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 3,
+                        "Control Flow Branches": 67,
+                        "Sequential Logic Declarations": 98,
+                        "Function Parameters": 28,
+                        "Function/Method Declarations": 28,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 30,
+                        "Type/Safety Bypasses": 12,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 2,
+                        "I/O and Network Boundaries": 11,
+                        "Exposed API / Public Exports": 28,
+                        "State Mutations / Variable Reassignments": 16,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 24,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 2,
+                        "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 7,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
+                        "Metaprogramming & Reflection": 13,
+                        "Module Dependencies (Imports)": 14,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 4,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
@@ -516072,26 +518745,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 7,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 54,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 26,
+                        "Structural Space Indentations": 246,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -516100,13 +518773,13 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 2,
-                        "Core Var Decl": 8,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 8,
-                        "Design Pascal Case": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 52,
+                        "Design Camel Case": 26,
+                        "Design Snake Case": 25,
+                        "Design Pascal Case": 1,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 5,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -516133,38 +518806,45 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 27,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 14,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 3,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "fastapi.exceptions",
-                        "fastapi.sse",
-                        "orjson",
-                        "starlette.responses",
-                        "typing",
-                        "typing_extensions",
-                        "ujson"
+                        "__future__",
+                        "a",
+                        "collections",
+                        "io",
+                        "os",
+                        "path",
+                        "pickle",
+                        "re",
+                        "sys",
+                        "traceback",
+                        "twisted.python.compat",
+                        "twisted.python.deprecate",
+                        "types",
+                        "weakref"
                     ]
                 },
-                "python/fastapi/fastapi/routing.py": {
+                "python/twisted/transport.py": {
                     "1. Artifact Identity": {
-                        "Filename": "routing.py",
-                        "Path": "python/fastapi/fastapi/routing.py",
+                        "Filename": "transport.py",
+                        "Path": "python/twisted/transport.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "AbstractAsyncContextManager[_T], routing.WebSocketRoute, routing.Route",
+                        "Parent Entity": "Tuple[_DigestMod, bytes, bytes, int], protocol.Protocol, SSHTransportBase",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2823.59,
-                        "Y": -207.95,
-                        "Z": 3200.55
+                        "X": -7537.55,
+                        "Y": -69.45,
+                        "Z": 3729.02
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -516173,1103 +518853,836 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4957,
-                        "Coding LOC": 2505,
-                        "Documentation LOC": 1869,
-                        "Structural Magnitude": 1725.8,
-                        "Control Flow Ratio": "45.3%",
-                        "Popularity Rank": 4,
+                        "Total LOC": 2264,
+                        "Coding LOC": 1015,
+                        "Documentation LOC": 886,
+                        "Structural Magnitude": 761.4,
+                        "Control Flow Ratio": "41.5%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.503
+                        "Raw Cognitive Density": 0.598
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.57%",
-                        "Error & Exception Exposure": "71.33%",
-                        "Tech Debt Exposure": "11.4%",
+                        "Cognitive Load Exposure": "17.63%",
+                        "Error & Exception Exposure": "77.49%",
+                        "Tech Debt Exposure": "10.38%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.83%",
-                        "Concurrency Exposure": "53.75%",
-                        "State Flux Exposure": "74.67%",
-                        "Commented Logic Exposure": "4.91%",
+                        "API Exposure": "2.55%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.84%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
+                        "Hardcoded Payload Artifacts": "24.56%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "get_request_handler",
-                            "Structural Impact": 282.8,
-                            "Lines of Code (LOC)": 379,
-                            "Control Flow Branches": 63,
-                            "Input Parameters": 16,
-                            "Control Flow Ratio": "55.8%",
-                            "Start Line": 351,
-                            "End Line": 729
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 191.3,
-                            "Lines of Code (LOC)": 165,
-                            "Control Flow Branches": 33,
-                            "Input Parameters": 28,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 812,
-                            "End Line": 976
-                        },
-                        {
-                            "Function Name": "include_router",
-                            "Structural Impact": 123.5,
-                            "Lines of Code (LOC)": 252,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "81.6%",
-                            "Start Line": 1578,
-                            "End Line": 1829
+                            "Function Name": "ssh_KEXINIT",
+                            "Structural Impact": 28.6,
+                            "Lines of Code (LOC)": 121,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 864,
+                            "End Line": 984
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 100.7,
-                            "Lines of Code (LOC)": 346,
-                            "Control Flow Branches": 58,
+                            "Function Name": "getPacket",
+                            "Structural Impact": 20.0,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "56.3%",
-                            "Start Line": 382,
-                            "End Line": 727
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 94.7,
-                            "Lines of Code (LOC)": 284,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 19,
-                            "Control Flow Ratio": "73.9%",
-                            "Start Line": 1032,
-                            "End Line": 1315
+                            "Control Flow Ratio": "52.4%",
+                            "Start Line": 662,
+                            "End Line": 722
                         },
                         {
-                            "Function Name": "add_api_route",
-                            "Structural Impact": 47.2,
-                            "Lines of Code (LOC)": 82,
+                            "Function Name": "dataReceived",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 44,
                             "Control Flow Branches": 7,
-                            "Input Parameters": 28,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1336,
-                            "End Line": 1417
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 737,
+                            "End Line": 780
                         },
                         {
-                            "Function Name": "serialize_response",
-                            "Structural Impact": 33.2,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 277,
-                            "End Line": 317
+                            "Function Name": "dispatchMessage",
+                            "Structural Impact": 15.6,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 782,
+                            "End Line": 812
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 27.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 12,
+                            "Function Name": "_generateECSharedSecret",
+                            "Structural Impact": 13.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 110,
-                            "End Line": 134
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1394,
+                            "End Line": 1428
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 26.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "70.6%",
-                            "Start Line": 113,
-                            "End Line": 131
+                            "Function Name": "isEncrypted",
+                            "Structural Impact": 13.0,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1252,
+                            "End Line": 1269
                         },
                         {
-                            "Function Name": "request_response",
-                            "Structural Impact": 23.2,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.9%",
-                            "Start Line": 97,
-                            "End Line": 136
+                            "Function Name": "isVerified",
+                            "Structural Impact": 13.0,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 1271,
+                            "End Line": 1288
                         },
                         {
-                            "Function Name": "get",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 376,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1831,
-                            "End Line": 2206
+                            "Function Name": "sendPacket",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 623,
+                            "End Line": 660
                         },
                         {
-                            "Function Name": "put",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2208,
-                            "End Line": 2588
+                            "Function Name": "ssh_KEXINIT",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1478,
+                            "End Line": 1496
                         },
                         {
-                            "Function Name": "post",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2590,
-                            "End Line": 2970
+                            "Function Name": "ssh_KEXINIT",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1805,
+                            "End Line": 1850
                         },
                         {
-                            "Function Name": "delete",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 376,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2972,
-                            "End Line": 3347
+                            "Function Name": "ssh_KEX_DH_GEX_REQUEST_OLD",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1596,
+                            "End Line": 1631
                         },
                         {
-                            "Function Name": "options",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 376,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3349,
-                            "End Line": 3724
+                            "Function Name": "_ssh_KEX_ECDH_REPLY",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1852,
+                            "End Line": 1917
                         },
                         {
-                            "Function Name": "head",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3726,
-                            "End Line": 4106
+                            "Function Name": "_encodeECPublicKey",
+                            "Structural Impact": 10.0,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1367,
+                            "End Line": 1392
                         },
                         {
-                            "Function Name": "patch",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4108,
-                            "End Line": 4488
+                            "Function Name": "_generateECPrivateKey",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 1342,
+                            "End Line": 1365
                         },
                         {
-                            "Function Name": "trace",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 381,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 24,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4490,
-                            "End Line": 4870
+                            "Function Name": "ssh_SERVICE_ACCEPT",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2109,
+                            "End Line": 2128
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 33,
+                            "Function Name": "sendKexInit",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 49,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 6,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "80.0%",
-                            "Start Line": 770,
-                            "End Line": 802
+                            "Start Line": 547,
+                            "End Line": 595
                         },
                         {
-                            "Function Name": "_merge_lifespan_context",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 7,
+                            "Function Name": "ssh_KEX_DH_GEX_GROUP",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 209,
-                            "End Line": 223
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1957,
+                            "End Line": 1980
                         },
                         {
-                            "Function Name": "_serialize_sse_item",
-                            "Structural Impact": 12.7,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 500,
-                            "End Line": 527
+                            "Function Name": "_continue_KEX_ECDH_REPLY",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1875,
+                            "End Line": 1896
                         },
                         {
-                            "Function Name": "merged_lifespan",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 213,
-                            "End Line": 221
+                            "Function Name": "sendDebug",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1075,
+                            "End Line": 1089
                         },
                         {
-                            "Function Name": "get_websocket_app",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 4,
+                            "Function Name": "_keySetup",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 732,
-                            "End Line": 766
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1207,
+                            "End Line": 1230
                         },
                         {
-                            "Function Name": "_extract_endpoint_context",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 254,
-                            "End Line": 274
+                            "Function Name": "_continueGEX_REPLY",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2042,
+                            "End Line": 2081
                         },
                         {
-                            "Function Name": "_build_response_args",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 333,
-                            "End Line": 348
+                            "Function Name": "setKeys",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 145,
+                            "End Line": 165
                         },
                         {
-                            "Function Name": "matches",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 4,
+                            "Function Name": "_finishEphemeralDH",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 804,
-                            "End Line": 808
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 1157,
+                            "End Line": 1185
                         },
                         {
-                            "Function Name": "matches",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 998,
-                            "End Line": 1002
+                            "Function Name": "_newKeys",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 1232,
+                            "End Line": 1250
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 737,
-                            "End Line": 764
+                            "Function Name": "_allowedKeyExchangeMessageType",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 597,
+                            "End Line": 621
                         },
                         {
-                            "Function Name": "_serialize_data",
-                            "Structural Impact": 8.3,
+                            "Function Name": "_getHostKeys",
+                            "Structural Impact": 6.4,
                             "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 471,
-                            "End Line": 494
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1453,
+                            "End Line": 1476
                         },
                         {
-                            "Function Name": "api_route",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 25,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1419,
-                            "End Line": 1479
+                            "Function Name": "_continueKEXDH_REPLY",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1982,
+                            "End Line": 2011
                         },
                         {
-                            "Function Name": "add_event_handler",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 18,
+                            "Function Name": "ssh_SERVICE_REQUEST",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 4905,
-                            "End Line": 4922
+                            "Start Line": 1730,
+                            "End Line": 1751
                         },
                         {
-                            "Function Name": "_keepalive_inserter",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 565,
-                            "End Line": 578
+                            "Function Name": "ssh_NEWKEYS",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2091,
+                            "End Line": 2107
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "sendExtInfo",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1128,
+                            "End Line": 1141
+                        },
+                        {
+                            "Function Name": "_getMAC",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "25.0%",
-                            "Start Line": 149,
-                            "End Line": 160
+                            "Start Line": 187,
+                            "End Line": 221
                         },
                         {
-                            "Function Name": "run_endpoint_function",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "connectionLost",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 523,
+                            "End Line": 535
+                        },
+                        {
+                            "Function Name": "verify",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "25.0%",
-                            "Start Line": 320,
-                            "End Line": 330
+                            "Start Line": 266,
+                            "End Line": 286
                         },
                         {
-                            "Function Name": "_startup",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "_getSupportedCiphers",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 31,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 4873,
-                            "End Line": 4886
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 289,
+                            "End Line": 319
                         },
                         {
-                            "Function Name": "_shutdown",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 4889,
-                            "End Line": 4902
+                            "Function Name": "_getCipher",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 167,
+                            "End Line": 185
                         },
                         {
-                            "Function Name": "app",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
+                            "Function Name": "_ssh_KEXDH_REPLY",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 152,
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                         {
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                             "Control Flow Branches": 1,
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                         {
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                         {
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-                            "Lines of Code (LOC)": 8,
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                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 658,
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1449,
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                         },
                         {
-                            "Function Name": "__aexit__",
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-                            "Lines of Code (LOC)": 7,
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                             "Control Flow Branches": 0,
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                         {
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                             "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 0,
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+                            "End Line": 143
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                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1569,
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 629,
-                            "End Line": 634
+                            "Function Name": "verifyHostKey",
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+                            "Control Flow Ratio": "0.0%",
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+                            "End Line": 2155
                         },
                         {
-                            "Function Name": "_wrap_gen_lifespan_context",
-                            "Structural Impact": 2.2,
+                            "Function Name": "ssh_DISCONNECT",
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 986,
+                            "End Line": 1001
+                        },
+                        {
+                            "Function Name": "ssh_DEBUG",
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                             "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 192,
-                            "End Line": 206
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                         },
                         {
-                            "Function Name": "_sync_stream_jsonl",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 641,
-                            "End Line": 643
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                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "decrypt",
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1324,
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                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "_unsupportedVersionReceived",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 176,
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                         {
-                            "Function Name": "__init__",
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-                            "Lines of Code (LOC)": 2,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 237,
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                         {
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-                            "Lines of Code (LOC)": 2,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 243,
-                            "End Line": 244
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                         {
-                            "Function Name": "__call__",
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-                            "Lines of Code (LOC)": 2,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 246,
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                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "receiveUnimplemented",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "decorator",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
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                         },
                         {
-                            "Function Name": "decorator",
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-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4952,
-                            "End Line": 4954
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                         {
-                            "Function Name": "__aenter__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
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-                            "Start Line": 179,
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                         {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "kexAlg",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 203,
-                            "End Line": 204
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                         },
                         {
-                            "Function Name": "__aenter__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "connectionMade",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 240,
-                            "End Line": 241
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                         {
-                            "Function Name": "_serialize_item",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "getPeer",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 624,
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                         {
-                            "Function Name": "_sse_producer_cm",
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-                            "Lines of Code (LOC)": 2,
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 218,
-                        "Sequential Logic Declarations": 263,
-                        "Function Parameters": 65,
-                        "Function/Method Declarations": 65,
-                        "Class/Entity Declarations": 5,
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-                        "Type/Safety Bypasses": 106,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 43,
-                        "State Mutations / Variable Reassignments": 218,
-                        "Commented-out Code (Dead Logic)": 2,
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-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 4,
-                        "Generic Type Abstractions": 196,
-                        "Collection Iterators / Comprehensions": 3,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 36,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 4,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 15,
-                        "Event Publishers / Emitters": 13,
-                        "Dependency Injection Constructs": 17,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 8,
-                        "Fatal Aborts & Exceptions": 9,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 92,
-                        "Event Listeners & Subscribers": 13,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2434,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 26,
-                        "Vectorized Math & Tensor Operations": 3,
-                        "Core Var Decl": 604,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 521,
-                        "Design Pascal Case": 82,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 57,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 3,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 35,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "annotated_doc",
-                        "anyio",
-                        "anyio.abc",
-                        "collections.abc",
-                        "contextlib",
-                        "email.message",
-                        "enum",
-                        "fastapi",
-                        "fastapi._compat",
-                        "fastapi.datastructures",
-                        "fastapi.dependencies.models",
-                        "fastapi.dependencies.utils",
-                        "fastapi.encoders",
-                        "fastapi.exceptions",
-                        "fastapi.sse",
-                        "fastapi.types",
-                        "fastapi.utils",
-                        "functools",
-                        "inspect",
-                        "json",
-                        "pydantic",
-                        "starlette",
-                        "starlette._exception_handler",
-                        "starlette._utils",
-                        "starlette.concurrency",
-                        "starlette.datastructures",
-                        "starlette.exceptions",
-                        "starlette.requests",
-                        "starlette.responses",
-                        "starlette.routing",
-                        "starlette.types",
-                        "starlette.websockets",
-                        "types",
-                        "typing",
-                        "typing_extensions"
-                    ]
-                },
-                "python/fastapi/fastapi/sse.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "sse.py",
-                        "Path": "python/fastapi/fastapi/sse.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "StreamingResponse, BaseModel",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2718.27,
-                        "Y": -206.74,
-                        "Z": 3637.84
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 223,
-                        "Coding LOC": 107,
-                        "Documentation LOC": 77,
-                        "Structural Magnitude": 64.84,
-                        "Control Flow Ratio": "41.7%",
-                        "Popularity Rank": 3,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.533
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.77%",
-                        "Error & Exception Exposure": "77.52%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.51%",
-                        "API Exposure": "2.64%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.57%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "format_sse_event",
-                            "Structural Impact": 23.0,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 146,
-                            "End Line": 214
+                            "Start Line": 825,
+                            "End Line": 834
                         },
                         {
-                            "Function Name": "_check_data_exclusive",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 136,
-                            "End Line": 143
+                            "Function Name": "ssh_IGNORE",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1003,
+                            "End Line": 1003
                         },
                         {
-                            "Function Name": "_check_id_no_null",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 36,
-                            "End Line": 39
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 21,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 4,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 21,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 14,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 5,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 5,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 94,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 1,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 2,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "annotated_doc",
-                        "pydantic",
-                        "starlette.responses",
-                        "typing"
-                    ]
-                },
-                "python/fastapi/fastapi/staticfiles.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "staticfiles.py",
-                        "Path": "python/fastapi/fastapi/staticfiles.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2002.24,
-                        "Y": -261.44,
-                        "Z": 3018.46
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 2,
-                        "Coding LOC": 1,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 10.52,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
+                            "Function Name": "sendUnimplemented",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1102,
+                            "End Line": 1108
+                        },
+                        {
+                            "Function Name": "connectionMade",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1797,
+                            "End Line": 1803
+                        },
+                        {
+                            "Function Name": "encryptor",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2201,
+                            "End Line": 2207
+                        },
+                        {
+                            "Function Name": "decryptor",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2209,
+                            "End Line": 2215
+                        },
+                        {
+                            "Function Name": "kexAlg",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 837,
+                            "End Line": 841
+                        },
+                        {
+                            "Function Name": "loseConnection",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1290,
+                            "End Line": 1295
+                        },
+                        {
+                            "Function Name": "connectionSecure",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2157,
+                            "End Line": 2162
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 144,
+                        "Sequential Logic Declarations": 203,
+                        "Function Parameters": 80,
+                        "Function/Method Declarations": 77,
+                        "Class/Entity Declarations": 8,
+                        "Defensive Programming Constructs": 14,
+                        "Type/Safety Bypasses": 10,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 57,
+                        "State Mutations / Variable Reassignments": 224,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 84,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Closures and Anonymous Functions": 3,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 2,
+                        "Generic Type Abstractions": 21,
+                        "Collection Iterators / Comprehensions": 8,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Metaprogramming & Reflection": 3,
+                        "Module Dependencies (Imports)": 25,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Planned Work (TODOs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 1,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
@@ -517277,18 +519690,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 10,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 178,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 943,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -517304,30 +519717,30 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Vectorized Math & Tensor Operations": 5,
+                        "Core Var Decl": 246,
+                        "Design Camel Case": 80,
+                        "Design Snake Case": 118,
+                        "Design Pascal Case": 3,
+                        "Design Upper Case": 32,
+                        "Design Short Vars": 26,
+                        "Design Long Vars": 15,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 3,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
+                        "Embedded Credentials & Keys": 1,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
@@ -517337,117 +519750,438 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Direct Upstream (Fragility)": 26,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.staticfiles"
+                        "__future__",
+                        "binascii",
+                        "cryptography.exceptions",
+                        "cryptography.hazmat.backends",
+                        "cryptography.hazmat.decrepit.ciphers.algorithms",
+                        "cryptography.hazmat.primitives",
+                        "cryptography.hazmat.primitives.asymmetric",
+                        "cryptography.hazmat.primitives.ciphers",
+                        "cryptography.hazmat.primitives.ciphers.algorithms",
+                        "hashlib",
+                        "hmac",
+                        "is",
+                        "struct",
+                        "twisted",
+                        "twisted.conch.ssh",
+                        "twisted.conch.ssh.common",
+                        "twisted.conch.ssh.factory",
+                        "twisted.conch.ssh.service",
+                        "twisted.internet",
+                        "twisted.logger",
+                        "twisted.python",
+                        "twisted.python.compat",
+                        "twisted.python.failure",
+                        "types",
+                        "typing",
+                        "zlib"
                     ]
-                },
-                "python/fastapi/fastapi/templating.py": {
+                }
+            }
+        },
+        "zig/zls/mach": {
+            "Directory Group Magnitude": 3149.88,
+            "File Count": 8,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "15.68%",
+                "Error & Exception Exposure": "32.92%",
+                "Tech Debt Exposure": "36.48%",
+                "Testing Exposure": "41.24%",
+                "API Exposure": "5.83%",
+                "Concurrency Exposure": "1.67%",
+                "State Flux Exposure": "15.97%",
+                "Commented Logic Exposure": "3.69%",
+                "Specification Exposure": "87.5%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "44.6%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "zig/zls/mach/Core.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "templating.py",
-                        "Path": "python/fastapi/fastapi/templating.py",
-                        "Language": "Python",
+                        "Filename": "Core.zig",
+                        "Path": "zig/zls/mach/Core.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Alert": "TYPOSQUATTING THREAT: 'build-options' mimics 'build_options'",
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3414.82,
-                        "Y": -180.13,
-                        "Z": 2449.03
+                        "X": -9147.42,
+                        "Y": 209.57,
+                        "Z": -1882.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2,
-                        "Coding LOC": 1,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 10.52,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 798,
+                        "Coding LOC": 587,
+                        "Documentation LOC": 96,
+                        "Structural Magnitude": 211.94,
+                        "Control Flow Ratio": "56.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.259
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Cognitive Load Exposure": "6.15%",
+                        "Error & Exception Exposure": "64.18%",
+                        "Tech Debt Exposure": "82.12%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.95%",
+                        "Concurrency Exposure": "13.36%",
+                        "State Flux Exposure": "9.42%",
+                        "Commented Logic Exposure": "5.87%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "31.88%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "initWindow",
+                            "Structural Impact": 27.7,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 147,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "detectBackendType",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 398,
+                            "End Line": 421
+                        },
+                        {
+                            "Function Name": "init",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 122,
+                            "End Line": 145
+                        },
+                        {
+                            "Function Name": "pushEvent",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 313,
+                            "End Line": 334
+                        },
+                        {
+                            "Function Name": "main",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 254,
+                            "End Line": 268
+                        },
+                        {
+                            "Function Name": "printUnhandledErrorCallback",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 387,
+                            "End Line": 396
+                        },
+                        {
+                            "Function Name": "presentFrame",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 228,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "platform_update_callback",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 270,
+                            "End Line": 281
+                        },
+                        {
+                            "Function Name": "tick",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 217,
+                            "End Line": 226
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 287,
+                            "End Line": 302
+                        },
+                        {
+                            "Function Name": "assertHasDecl",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 775,
+                            "End Line": 777
+                        },
+                        {
+                            "Function Name": "assertHasField",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 779,
+                            "End Line": 781
+                        },
+                        {
+                            "Function Name": "outOfMemory",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 339,
+                            "End Line": 343
+                        },
+                        {
+                            "Function Name": "requestAdapterCallback",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 365,
+                            "End Line": 376
+                        },
+                        {
+                            "Function Name": "deviceLostCallback",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 380,
+                            "End Line": 385
+                        },
+                        {
+                            "Function Name": "keyPressed",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 345,
+                            "End Line": 347
+                        },
+                        {
+                            "Function Name": "keyReleased",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 349,
+                            "End Line": 351
+                        },
+                        {
+                            "Function Name": "mousePressed",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 353,
+                            "End Line": 355
+                        },
+                        {
+                            "Function Name": "mouseReleased",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 357,
+                            "End Line": 359
+                        },
+                        {
+                            "Function Name": "isKeyPressed",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 444,
+                            "End Line": 446
+                        },
+                        {
+                            "Function Name": "isKeyReleased",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 448,
+                            "End Line": 450
+                        },
+                        {
+                            "Function Name": "isMouseButtonPressed",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 452,
+                            "End Line": 454
+                        },
+                        {
+                            "Function Name": "isMouseButtonReleased",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 456,
+                            "End Line": 458
+                        },
+                        {
+                            "Function Name": "eql",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 733,
+                            "End Line": 735
+                        },
+                        {
+                            "Function Name": "exit",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 283,
+                            "End Line": 285
+                        },
+                        {
+                            "Function Name": "nextEvent",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 306,
+                            "End Line": 308
+                        },
+                        {
+                            "Function Name": "mousePosition",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 361,
+                            "End Line": 363
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 49,
+                        "Sequential Logic Declarations": 38,
+                        "Function Parameters": 27,
+                        "Function/Method Declarations": 27,
+                        "Class/Entity Declarations": 17,
+                        "Defensive Programming Constructs": 23,
+                        "Type/Safety Bypasses": 12,
+                        "High-Risk Execution Commands": 7,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Exposed API / Public Exports": 42,
+                        "State Mutations / Variable Reassignments": 24,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 65,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
+                        "Asynchronous/Concurrent Execution": 1,
+                        "UI / View Layer Components": 27,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 28,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
+                        "Generic Type Abstractions": 3,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 19,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 9,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 18,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
+                        "Structured Telemetry & Logging": 5,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 35,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 30,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Immutable Data Declarations": 44,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 26,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 482,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -517464,15 +520198,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 66,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Snake Case": 32,
+                        "Design Pascal Case": 30,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 5,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 11,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -517485,7 +520219,7 @@
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -517496,86 +520230,170 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 4,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 2,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.templating"
+                        "build-options",
+                        "builtin",
+                        "main.zig",
+                        "std"
                     ]
                 },
-                "python/fastapi/fastapi/testclient.py": {
+                "zig/zls/mach/StringTable.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "testclient.py",
-                        "Path": "python/fastapi/fastapi/testclient.py",
-                        "Language": "Python",
+                        "Filename": "StringTable.zig",
+                        "Path": "zig/zls/mach/StringTable.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2799.83,
-                        "Y": -228.99,
-                        "Z": 4153.64
+                        "X": -8838.4,
+                        "Y": 316.36,
+                        "Z": -1456.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2,
-                        "Coding LOC": 1,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 10.52,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 185,
+                        "Total LOC": 109,
+                        "Coding LOC": 67,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 40.74,
+                        "Control Flow Ratio": "64.3%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.548
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "15.42%",
+                        "Error & Exception Exposure": "14.44%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Testing Exposure": "2.48%",
+                        "API Exposure": "3.67%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "46.16%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "indexOrPut",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 31,
+                            "End Line": 41
+                        },
+                        {
+                            "Function Name": "index",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 22,
+                            "End Line": 27
+                        },
+                        {
+                            "Function Name": "eql",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 57,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "eql",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 71,
+                            "End Line": 74
+                        },
+                        {
+                            "Function Name": "string",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 45,
+                            "End Line": 47
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 49,
+                            "End Line": 52
+                        },
+                        {
+                            "Function Name": "hash",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 62,
+                            "End Line": 65
+                        },
+                        {
+                            "Function Name": "hash",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 76,
+                            "End Line": 79
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 18,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 17,
+                        "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 4,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
+                        "Structured Documentation Blocks": 14,
+                        "Unit Test Assertions": 7,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 5,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -517590,23 +520408,23 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 9,
+                        "Manual Memory Allocation": 1,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 13,
+                        "Fatal Aborts & Exceptions": 8,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 6,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Immutable Data Declarations": 23,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 15,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 48,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -517623,12 +520441,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 19,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 7,
+                        "Design Pascal Case": 9,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 3,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -517636,7 +520454,7 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 1,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
@@ -517656,116 +520474,287 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 185,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 4
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.testclient"
+                        "std"
                     ]
                 },
-                "python/fastapi/fastapi/types.py": {
+                "zig/zls/mach/collision.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "types.py",
-                        "Path": "python/fastapi/fastapi/types.py",
-                        "Language": "Python",
+                        "Filename": "collision.zig",
+                        "Path": "zig/zls/mach/collision.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3083.51,
-                        "Y": -263.69,
-                        "Z": 3769.08
+                        "X": -8364.19,
+                        "Y": 280.57,
+                        "Z": -1496.43
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 13,
-                        "Coding LOC": 10,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 15.2,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 34,
+                        "Total LOC": 825,
+                        "Coding LOC": 623,
+                        "Documentation LOC": 92,
+                        "Structural Magnitude": 265.96,
+                        "Control Flow Ratio": "76.6%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.506
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "64.57%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "13.67%",
+                        "Error & Exception Exposure": "19.14%",
+                        "Tech Debt Exposure": "12.15%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.23%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "9.63%",
+                        "Commented Logic Exposure": "12.91%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "14.72%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "polygonPolygonContact",
+                            "Structural Impact": 34.5,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "65.4%",
+                            "Start Line": 558,
+                            "End Line": 623
+                        },
+                        {
+                            "Function Name": "collisionRect",
+                            "Structural Impact": 18.3,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 40,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "circlePolygonContact",
+                            "Structural Impact": 15.7,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 698,
+                            "End Line": 768
+                        },
+                        {
+                            "Function Name": "collidesLine",
+                            "Structural Impact": 15.1,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 284,
+                            "End Line": 308
+                        },
+                        {
+                            "Function Name": "collidesRect",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 102,
+                            "End Line": 125
+                        },
+                        {
+                            "Function Name": "findMinSeparation",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 501,
+                            "End Line": 526
+                        },
+                        {
+                            "Function Name": "findDeepestVertex",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 420,
+                            "End Line": 434
+                        },
+                        {
+                            "Function Name": "minmaxProjectionDistance",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 379,
+                            "End Line": 391
+                        },
+                        {
+                            "Function Name": "collidesPoly",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 204,
+                            "End Line": 224
+                        },
+                        {
+                            "Function Name": "circleCircleContact",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 786,
+                            "End Line": 802
+                        },
+                        {
+                            "Function Name": "collidesTriangle",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 244,
+                            "End Line": 259
+                        },
+                        {
+                            "Function Name": "collidesCircle",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 136,
+                            "End Line": 146
+                        },
+                        {
+                            "Function Name": "collidesLine",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 332,
+                            "End Line": 342
+                        },
+                        {
+                            "Function Name": "collidesRect",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 23,
+                            "End Line": 28
+                        },
+                        {
+                            "Function Name": "collidesRect",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 162,
+                            "End Line": 167
+                        },
+                        {
+                            "Function Name": "collidesCircle",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 185,
+                            "End Line": 190
+                        },
+                        {
+                            "Function Name": "vertices",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 78,
+                            "End Line": 85
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 14,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 3,
+                        "Control Flow Branches": 177,
+                        "Sequential Logic Declarations": 54,
+                        "Function Parameters": 17,
+                        "Function/Method Declarations": 17,
+                        "Class/Entity Declarations": 9,
+                        "Defensive Programming Constructs": 112,
+                        "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
+                        "Exposed API / Public Exports": 22,
+                        "State Mutations / Variable Reassignments": 69,
+                        "Commented-out Code (Dead Logic)": 10,
+                        "Structured Documentation Blocks": 42,
+                        "Unit Test Assertions": 17,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 12,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 5,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 6,
+                        "Scientific & Mathematical Operations": 38,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 6,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 2,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 28,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 100,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 133,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 145,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 580,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -517782,12 +520771,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 183,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 4,
+                        "Design Snake Case": 159,
+                        "Design Pascal Case": 24,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 42,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -517798,7 +520787,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -517814,168 +520803,285 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 34,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 9
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "collections.abc",
-                        "enum",
-                        "pydantic",
-                        "pydantic.main",
-                        "types",
-                        "typing"
+                        "../testing.zig",
+                        "main.zig",
+                        "std"
                     ]
                 },
-                "python/fastapi/fastapi/utils.py": {
+                "zig/zls/mach/graph.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "utils.py",
-                        "Path": "python/fastapi/fastapi/utils.py",
-                        "Language": "Python",
+                        "Filename": "graph.zig",
+                        "Path": "zig/zls/mach/graph.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "zig",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2573.57,
-                        "Y": -255.48,
-                        "Z": 2455.63
+                        "X": -8618.15,
+                        "Y": 207.58,
+                        "Z": -2251.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 137,
-                        "Coding LOC": 109,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 57.48,
-                        "Control Flow Ratio": "33.3%",
-                        "Popularity Rank": 3,
+                        "Total LOC": 653,
+                        "Coding LOC": 486,
+                        "Documentation LOC": 60,
+                        "Structural Magnitude": 329.62,
+                        "Control Flow Ratio": "67.8%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.183
+                        "Raw Cognitive Density": 0.848
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.54%",
-                        "Error & Exception Exposure": "62.11%",
+                        "Cognitive Load Exposure": "29.83%",
+                        "Error & Exception Exposure": "8.95%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "0.0%",
-                        "API Exposure": "5.37%",
+                        "Testing Exposure": "2.44%",
+                        "API Exposure": "1.1%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "96.65%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "48.49%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "deep_dict_update",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 103,
-                            "End Line": 118
+                            "Function Name": "processOp",
+                            "Structural Impact": 43.3,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 19,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.3%",
+                            "Start Line": 227,
+                            "End Line": 292
                         },
                         {
-                            "Function Name": "create_model_field",
-                            "Structural Impact": 11.6,
+                            "Function Name": "init",
+                            "Structural Impact": 24.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 142,
+                            "End Line": 186
+                        },
+                        {
+                            "Function Name": "preallocateNodes2",
+                            "Structural Impact": 16.7,
                             "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 295,
+                            "End Line": 314
+                        },
+                        {
+                            "Function Name": "removeChild",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 36,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "getChildren",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 362,
+                            "End Line": 386
+                        },
+                        {
+                            "Function Name": "acquireResultList",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 388,
+                            "End Line": 410
+                        },
+                        {
+                            "Function Name": "getParent",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 6,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 58,
-                            "End Line": 77
+                            "Start Line": 420,
+                            "End Line": 435
                         },
                         {
-                            "Function Name": "is_body_allowed_for_status_code",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "addChild",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 26,
-                            "End Line": 40
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 24,
+                            "End Line": 33
                         },
                         {
-                            "Function Name": "get_value_or_default",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 16,
+                            "Function Name": "processThread",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 209,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "addChild",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 316,
+                            "End Line": 323
+                        },
+                        {
+                            "Function Name": "removeChild",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 325,
+                            "End Line": 331
+                        },
+                        {
+                            "Function Name": "setParent",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 333,
+                            "End Line": 340
+                        },
+                        {
+                            "Function Name": "hasChild",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 2,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "40.0%",
-                            "Start Line": 121,
-                            "End Line": 136
+                            "Start Line": 15,
+                            "End Line": 21
                         },
                         {
-                            "Function Name": "generate_operation_id_for_path",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "removeParent",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 1,
                             "Input Parameters": 3,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 342,
+                            "End Line": 346
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 188,
+                            "End Line": 199
+                        },
+                        {
+                            "Function Name": "cleanupIsolatedNode",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 80,
-                            "End Line": 92
+                            "Start Line": 218,
+                            "End Line": 224
                         },
                         {
-                            "Function Name": "generate_unique_id",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "releaseResultList",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 95,
-                            "End Line": 100
+                            "Start Line": 412,
+                            "End Line": 418
                         },
                         {
-                            "Function Name": "get_path_param_names",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "getNode",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 202,
+                            "End Line": 206
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 43,
-                            "End Line": 44
+                            "Start Line": 357,
+                            "End Line": 359
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 40,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 7,
+                        "Control Flow Branches": 158,
+                        "Sequential Logic Declarations": 75,
+                        "Function Parameters": 19,
+                        "Function/Method Declarations": 19,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 155,
+                        "Type/Safety Bypasses": 12,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 12,
+                        "State Mutations / Variable Reassignments": 94,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Structured Documentation Blocks": 38,
+                        "Unit Test Assertions": 10,
+                        "Asynchronous/Concurrent Execution": 22,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 8,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 11,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 10,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -517984,30 +521090,30 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 38,
+                        "Manual Memory Allocation": 9,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 20,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 4,
+                        "Bitwise Operations": 48,
+                        "Thread Synchronization Locks": 26,
+                        "Immutable Data Declarations": 48,
+                        "Resource Deallocation & Cleanup": 36,
+                        "Private / Encapsulated Scopes": 74,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 85,
+                        "Structural Space Indentations": 454,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 3,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
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                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 17,
+                        "Core Var Decl": 70,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 14,
-                        "Design Pascal Case": 3,
+                        "Design Snake Case": 52,
+                        "Design Pascal Case": 17,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -518049,54 +521155,46 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 10,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 4
                     },
                     "9. Extracted Dependencies": [
-                        "._compat",
-                        ".routing",
-                        "fastapi",
-                        "fastapi._compat",
-                        "fastapi.datastructures",
-                        "fastapi.exceptions",
-                        "pydantic.fields",
-                        "re",
-                        "typing",
-                        "warnings"
+                        "mpsc.zig",
+                        "std"
                     ]
                 },
-                "python/fastapi/fastapi/websockets.py": {
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                     "1. Artifact Identity": {
-                        "Filename": "websockets.py",
-                        "Path": "python/fastapi/fastapi/websockets.py",
-                        "Language": "Python",
+                        "Filename": "main.zig",
+                        "Path": "zig/zls/mach/main.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 3533.76,
-                        "Y": -238.75,
-                        "Z": 3133.11
+                        "X": -8957.41,
+                        "Y": 149.33,
+                        "Z": -2544.49
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4,
-                        "Coding LOC": 3,
+                        "Total LOC": 12,
+                        "Coding LOC": 8,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 11.56,
+                        "Structural Magnitude": 18.16,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 4,
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -518107,21 +521205,21 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "8.19%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "57.09%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 9,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
@@ -518129,7 +521227,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -518137,7 +521235,7 @@
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 4,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -518162,13 +521260,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
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                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
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                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -518185,12 +521283,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 2,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -518217,1303 +521315,670 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 16
                     },
                     "9. Extracted Dependencies": [
-                        "starlette.websockets"
+                        "Frequency.zig",
+                        "Timer.zig",
+                        "std"
                     ]
-                }
-            }
-        },
-        "python/twisted": {
-            "Directory Group Magnitude": 3283.48,
-            "File Count": 4,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "23.38%",
-                "Error & Exception Exposure": "69.47%",
-                "Tech Debt Exposure": "22.93%",
-                "Testing Exposure": "80.0%",
-                "API Exposure": "2.69%",
-                "Concurrency Exposure": "3.16%",
-                "State Flux Exposure": "84.37%",
-                "Commented Logic Exposure": "4.05%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "18.92%",
-                "Hardcoded Payload Artifacts": "6.14%"
-            },
-            "Files": {
-                "python/twisted/defer.py": {
+                },
+                "zig/zls/mach/module.zig": {
                     "1. Artifact Identity": {
-                        "Filename": "defer.py",
-                        "Path": "python/twisted/defer.py",
-                        "Language": "Python",
+                        "Filename": "module.zig",
+                        "Path": "zig/zls/mach/module.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Exception, TypeError, Enum",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7863.31,
-                        "Y": -60.8,
-                        "Z": 4268.32
+                        "X": -8967.74,
+                        "Y": 237.91,
+                        "Z": -1610.26
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2565,
-                        "Coding LOC": 1151,
-                        "Documentation LOC": 956,
-                        "Structural Magnitude": 881.12,
-                        "Control Flow Ratio": "35.5%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 1021,
+                        "Coding LOC": 720,
+                        "Documentation LOC": 174,
+                        "Structural Magnitude": 650.3,
+                        "Control Flow Ratio": "59.6%",
+                        "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.594
+                        "Raw Cognitive Density": 1.34
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.42%",
-                        "Error & Exception Exposure": "79.34%",
-                        "Tech Debt Exposure": "55.89%",
+                        "Cognitive Load Exposure": "45.69%",
+                        "Error & Exception Exposure": "63.97%",
+                        "Tech Debt Exposure": "28.14%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.79%",
-                        "Concurrency Exposure": "12.65%",
-                        "State Flux Exposure": "93.55%",
-                        "Commented Logic Exposure": "5.6%",
+                        "API Exposure": "4.12%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "12.1%",
+                        "Commented Logic Exposure": "5.61%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "83.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "_runCallbacks",
-                            "Structural Impact": 44.4,
-                            "Lines of Code (LOC)": 153,
-                            "Control Flow Branches": 25,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "78.1%",
-                            "Start Line": 1005,
-                            "End Line": 1157
-                        },
-                        {
-                            "Function Name": "_inlineCallbacks",
-                            "Structural Impact": 42.0,
-                            "Lines of Code (LOC)": 169,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 1805,
-                            "End Line": 1973
-                        },
-                        {
-                            "Function Name": "deferUntilLocked",
-                            "Structural Impact": 24.1,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 2475,
-                            "End Line": 2541
-                        },
-                        {
-                            "Function Name": "addCallbacks",
-                            "Structural Impact": 23.1,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 480,
-                            "End Line": 545
-                        },
-                        {
-                            "Function Name": "_cbDeferred",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1554,
-                            "End Line": 1578
-                        },
-                        {
-                            "Function Name": "race",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 77,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 1650,
-                            "End Line": 1726
-                        },
-                        {
-                            "Function Name": "maybeDeferred",
-                            "Structural Impact": 15.1,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 183,
-                            "End Line": 243
-                        },
-                        {
-                            "Function Name": "_startRunCallbacks",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 974,
-                            "End Line": 996
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1484,
-                            "End Line": 1552
-                        },
-                        {
-                            "Function Name": "addTimeout",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 768,
-                            "End Line": 837
-                        },
-                        {
-                            "Function Name": "cancel",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 946,
-                            "End Line": 972
-                        },
-                        {
-                            "Function Name": "__iter__",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1176,
-                            "End Line": 1195
-                        },
-                        {
-                            "Function Name": "put",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2402,
-                            "End Line": 2413
-                        },
-                        {
-                            "Function Name": "asFuture",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 1199,
-                            "End Line": 1231
-                        },
-                        {
-                            "Function Name": "_gotResultInlineCallbacks",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1777,
-                            "End Line": 1801
-                        },
-                        {
-                            "Function Name": "ensureDeferred",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1342,
-                            "End Line": 1367
-                        },
-                        {
-                            "Function Name": "inlineCallbacks",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2047,
-                            "End Line": 2127
-                        },
-                        {
-                            "Function Name": "succeeded",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1683,
-                            "End Line": 1703
-                        },
-                        {
-                            "Function Name": "get",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 2415,
-                            "End Line": 2432
-                        },
-                        {
-                            "Function Name": "_cancelLock",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2495,
-                            "End Line": 2512
-                        },
-                        {
-                            "Function Name": "fromFuture",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1234,
-                            "End Line": 1281
-                        },
-                        {
-                            "Function Name": "fromCoroutine",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1284,
-                            "End Line": 1331
-                        },
-                        {
-                            "Function Name": "_parseDeferredListResult",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1600,
-                            "End Line": 1608
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-                        {
-                            "Function Name": "errback",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 891,
-                            "End Line": 928
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-                        {
-                            "Function Name": "_tryLock",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 2516,
-                            "End Line": 2537
-                        },
-                        {
-                            "Function Name": "execute",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 142,
-                            "End Line": 157
-                        },
-                        {
-                            "Function Name": "__del__",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 370,
-                            "End Line": 388
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-                        {
-                            "Function Name": "cancel",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1580,
-                            "End Line": 1597
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-                        {
-                            "Function Name": "__str__",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1159,
-                            "End Line": 1172
-                        },
-                        {
-                            "Function Name": "unwindGenerator",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2112,
-                            "End Line": 2125
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-                        {
-                            "Function Name": "failed",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1709,
-                            "End Line": 1715
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-                        {
-                            "Function Name": "addBoth",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 749,
-                            "End Line": 764
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-                        {
-                            "Function Name": "addCallback",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 14,
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                         {
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                         {
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-                            "Start Line": 1434,
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                             "Control Flow Branches": 0,
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                         {
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                         {
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-                        "Acknowledged Tech Debt (FIXMEs)": 1,
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                         "Preprocessor Macros": 0,
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-                        "Manual Memory Allocation": 0,
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                         "Structured Telemetry & Logging": 0,
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-                        "Fatal Aborts & Exceptions": 13,
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-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 508,
-                        "Event Listeners & Subscribers": 41,
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+                        "Thread Synchronization Locks": 5,
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                         "Deep Learning & Neural Networks": 0,
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-                        "Design Short Vars": 6,
-                        "Design Long Vars": 6,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 14,
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+                        "Design Snake Case": 101,
+                        "Design Pascal Case": 27,
+                        "Design Upper Case": 3,
+                        "Design Short Vars": 15,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
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@@ -519546,7 +522011,7 @@
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                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 3,
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@@ -519562,84 +522027,62 @@
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                     "8. Dependency Network": {
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-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
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+                        "Direct Downstream (Dependency Blast Radius)": 4,
+                        "Total Upstream (Absolute Fragility)": 3,
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                     "9. Extracted Dependencies": [
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-                        "attr",
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-                        "inspect",
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-                        "traceback",
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-                        "twisted.internet.defer",
-                        "twisted.internet.interfaces",
-                        "twisted.internet.task",
-                        "twisted.logger",
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-                        "twisted.python.compat",
-                        "twisted.python.deprecate",
-                        "twisted.python.failure",
-                        "types",
-                        "typing",
-                        "typing_extensions",
-                        "warnings"
+                        "StringTable.zig",
+                        "graph.zig",
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+                        "std"
                     ]
                 },
-                "python/twisted/http.py": {
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                     "1. Artifact Identity": {
-                        "Filename": "http.py",
-                        "Path": "python/twisted/http.py",
-                        "Language": "Python",
+                        "Filename": "testing.zig",
+                        "Path": "zig/zls/mach/testing.zig",
+                        "Language": "Zig",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "Exception, Interface, basic.LineReceiver",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7548.14,
-                        "Y": -58.65,
-                        "Z": 4266.28
+                        "X": -8179.73,
+                        "Y": 256.0,
+                        "Z": -2000.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3481,
-                        "Coding LOC": 1513,
-                        "Documentation LOC": 1339,
-                        "Structural Magnitude": 1376.06,
-                        "Control Flow Ratio": "44.2%",
-                        "Popularity Rank": 9,
+                        "Total LOC": 224,
+                        "Coding LOC": 115,
+                        "Documentation LOC": 84,
+                        "Structural Magnitude": 123.4,
+                        "Control Flow Ratio": "54.1%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.923
+                        "Raw Cognitive Density": 0.365
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "33.31%",
-                        "Error & Exception Exposure": "75.23%",
-                        "Tech Debt Exposure": "11.53%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.89%",
+                        "Cognitive Load Exposure": "8.83%",
+                        "Error & Exception Exposure": "26.11%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.7%",
+                        "API Exposure": "5.07%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.82%",
-                        "Commented Logic Exposure": "5.23%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -519648,3728 +522091,2228 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "addCookie",
-                            "Structural Impact": 64.6,
-                            "Lines of Code (LOC)": 115,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "69.6%",
-                            "Start Line": 1322,
-                            "End Line": 1436
-                        },
-                        {
-                            "Function Name": "write",
-                            "Structural Impact": 36.5,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 1249,
-                            "End Line": 1320
-                        },
-                        {
-                            "Function Name": "lineReceived",
-                            "Structural Impact": 32.7,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 2361,
-                            "End Line": 2425
-                        },
-                        {
-                            "Function Name": "requestReceived",
-                            "Structural Impact": 27.5,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1038,
-                            "End Line": 1096
-                        },
-                        {
-                            "Function Name": "_maybeChooseTransferDecoder",
-                            "Structural Impact": 21.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "56.2%",
-                            "Start Line": 2439,
-                            "End Line": 2475
-                        },
-                        {
-                            "Function Name": "parse_qs",
-                            "Structural Impact": 21.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 366,
-                            "End Line": 391
-                        },
-                        {
-                            "Function Name": "stringToDatetime",
-                            "Structural Impact": 21.0,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 455,
-                            "End Line": 507
-                        },
-                        {
-                            "Function Name": "_dataReceived_CHUNK_LENGTH",
-                            "Structural Impact": 18.2,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1999,
-                            "End Line": 2050
-                        },
-                        {
-                            "Function Name": "checkPersistence",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 2626,
-                            "End Line": 2667
-                        },
-                        {
-                            "Function Name": "lineReceived",
-                            "Structural Impact": 17.6,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 728,
-                            "End Line": 767
-                        },
-                        {
-                            "Function Name": "timegm",
-                            "Structural Impact": 14.1,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 435,
-                            "End Line": 452
-                        },
-                        {
-                            "Function Name": "writeHeaders",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2743,
-                            "End Line": 2777
-                        },
-                        {
-                            "Function Name": "_parseRequestLine",
-                            "Structural Impact": 13.8,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 245,
-                            "End Line": 294
-                        },
-                        {
-                            "Function Name": "setETag",
-                            "Structural Impact": 13.7,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1518,
-                            "End Line": 1549
-                        },
-                        {
-                            "Function Name": "setHost",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1591,
-                            "End Line": 1623
-                        },
-                        {
-                            "Function Name": "dataReceived",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 3242,
-                            "End Line": 3289
-                        },
-                        {
-                            "Function Name": "finish",
-                            "Structural Impact": 12.7,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 1220,
-                            "End Line": 1247
-                        },
-                        {
-                            "Function Name": "headerReceived",
-                            "Structural Impact": 12.4,
+                            "Function Name": "Expect",
+                            "Structural Impact": 11.9,
                             "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 2477,
-                            "End Line": 2517
-                        },
-                        {
-                            "Function Name": "setLastModified",
-                            "Structural Impact": 12.2,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 1481,
-                            "End Line": 1516
-                        },
-                        {
-                            "Function Name": "_dataReceived_TRAILER",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 44,
                             "Control Flow Branches": 6,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2072,
-                            "End Line": 2115
-                        },
-                        {
-                            "Function Name": "combinedLogFormatter",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2995,
-                            "End Line": 3025
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3350,
-                            "End Line": 3389
-                        },
-                        {
-                            "Function Name": "requestDone",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 2669,
-                            "End Line": 2693
-                        },
-                        {
-                            "Function Name": "getRequestHostname",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1564,
-                            "End Line": 1579
-                        },
-                        {
-                            "Function Name": "rawDataReceived",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2570,
-                            "End Line": 2609
-                        },
-                        {
-                            "Function Name": "dataReceived",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1831,
-                            "End Line": 1861
-                        },
-                        {
-                            "Function Name": "registerProducer",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2828,
-                            "End Line": 2868
-                        },
-                        {
-                            "Function Name": "_cleanup",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 958,
-                            "End Line": 979
-                        },
-                        {
-                            "Function Name": "parseCookies",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 1009,
-                            "End Line": 1028
+                            "Start Line": 114,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "_escape",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 22,
+                            "Function Name": "ExpectVector",
+                            "Structural Impact": 8.5,
+                            "Lines of Code (LOC)": 29,
                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "57.1%",
-                            "Start Line": 2970,
-                            "End Line": 2991
-                        },
-                        {
-                            "Function Name": "_getMultiPartArgs",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 314,
-                            "End Line": 335
+                            "Start Line": 33,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "stopFactory",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "ExpectVecMat",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 27,
                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 3455,
-                            "End Line": 3463
-                        },
-                        {
-                            "Function Name": "rawDataReceived",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 809,
-                            "End Line": 818
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 63,
+                            "End Line": 89
                         },
                         {
-                            "Function Name": "fromChunk",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 21,
+                            "Function Name": "ExpectFloat",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 25,
                             "Control Flow Branches": 3,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 521,
-                            "End Line": 541
+                            "Start Line": 7,
+                            "End Line": 31
                         },
                         {
-                            "Function Name": "setResponseCode",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "eqlApprox",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1438,
-                            "End Line": 1449
-                        },
-                        {
-                            "Function Name": "_dataReceived_CRLF",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 2052,
-                            "End Line": 2070
-                        },
-                        {
-                            "Function Name": "parseContentRange",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 544,
-                            "End Line": 559
-                        },
-                        {
-                            "Function Name": "_ensureBytes",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1380,
-                            "End Line": 1396
+                            "Start Line": 45,
+                            "End Line": 54
                         },
                         {
-                            "Function Name": "_authorize",
+                            "Function Name": "eqlApprox",
                             "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1677,
-                            "End Line": 1693
-                        },
-                        {
-                            "Function Name": "allHeadersReceived",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2611,
-                            "End Line": 2624
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 923,
-                            "End Line": 956
-                        },
-                        {
-                            "Function Name": "startFactory",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 3446,
-                            "End Line": 3453
-                        },
-                        {
-                            "Function Name": "pauseProducing",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2897,
-                            "End Line": 2930
-                        },
-                        {
-                            "Function Name": "connectionLost",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1727,
-                            "End Line": 1738
-                        },
-                        {
-                            "Function Name": "dataReceived",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2147,
-                            "End Line": 2155
-                        },
-                        {
-                            "Function Name": "connectionLost",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2719,
-                            "End Line": 2727
-                        },
-                        {
-                            "Function Name": "urlparse",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 338,
-                            "End Line": 363
-                        },
-                        {
-                            "Function Name": "isSecure",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1656,
-                            "End Line": 1675
-                        },
-                        {
-                            "Function Name": "datetimeToString",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 394,
-                            "End Line": 411
-                        },
-                        {
-                            "Function Name": "noMoreData",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1863,
-                            "End Line": 1880
-                        },
-                        {
-                            "Function Name": "_dataReceived_BODY",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2117,
-                            "End Line": 2134
-                        },
-                        {
-                            "Function Name": "resumeProducing",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2932,
-                            "End Line": 2949
+                            "Start Line": 73,
+                            "End Line": 82
                         },
                         {
-                            "Function Name": "getClientIP",
+                            "Function Name": "ExpectBytes",
                             "Structural Impact": 4.9,
                             "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1626,
-                            "End Line": 1638
-                        },
-                        {
-                            "Function Name": "unregisterProducer",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2870,
-                            "End Line": 2883
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 100,
+                            "End Line": 112
                         },
                         {
-                            "Function Name": "registerProducer",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "eqlApprox",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 1,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1124,
-                            "End Line": 1136
-                        },
-                        {
-                            "Function Name": "_getContentFile",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 837,
-                            "End Line": 843
+                            "Start Line": 17,
+                            "End Line": 24
                         },
                         {
-                            "Function Name": "__eq__",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "eql",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1747,
-                            "End Line": 1765
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 12,
+                            "End Line": 14
                         },
                         {
-                            "Function Name": "sendHeader",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "eqlBinary",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 702,
-                            "End Line": 708
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 27,
+                            "End Line": 29
                         },
                         {
-                            "Function Name": "getHeader",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 16,
+                            "Function Name": "eql",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1147,
-                            "End Line": 1162
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 40,
+                            "End Line": 42
                         },
                         {
-                            "Function Name": "extractHeader",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "eqlBinary",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 713,
-                            "End Line": 726
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 57,
+                            "End Line": 59
                         },
                         {
-                            "Function Name": "allContentReceived",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 27,
+                            "Function Name": "eql",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2519,
-                            "End Line": 2545
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 68,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "log",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "eqlBinary",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3471,
-                            "End Line": 3480
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 85,
+                            "End Line": 87
                         },
                         {
-                            "Function Name": "_set_logFile",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "eql",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3410,
-                            "End Line": 3418
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 94,
+                            "End Line": 96
                         },
                         {
-                            "Function Name": "datetimeToLogString",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "eql",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 414,
-                            "End Line": 432
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 104,
+                            "End Line": 106
                         },
                         {
-                            "Function Name": "getUser",
+                            "Function Name": "eqlBinary",
                             "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 15,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1695,
-                            "End Line": 1709
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 108,
+                            "End Line": 110
                         },
                         {
-                            "Function Name": "getPassword",
+                            "Function Name": "eql",
                             "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 15,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1711,
-                            "End Line": 1725
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 150,
+                            "End Line": 152
                         },
                         {
-                            "Function Name": "isSecure",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "ExpectComptime",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 2729,
-                            "End Line": 2741
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 91,
+                            "End Line": 98
                         },
                         {
-                            "Function Name": "notifyFinish",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 42,
+                            "Function Name": "expect",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1177,
-                            "End Line": 1218
-                        },
-                        {
-                            "Function Name": "getAllHeaders",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1551,
-                            "End Line": 1562
-                        },
-                        {
-                            "Function Name": "stopProducing",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2885,
-                            "End Line": 2895
-                        },
-                        {
-                            "Function Name": "handleResponseEnd",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 772,
-                            "End Line": 781
-                        },
+                            "Start Line": 204,
+                            "End Line": 206
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 17,
+                        "Function Parameters": 20,
+                        "Function/Method Declarations": 20,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 16,
+                        "State Mutations / Variable Reassignments": 6,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 57,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 5,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 14,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 13,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 5,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 15,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 26,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 17,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 93,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 1,
+                        "Design Snake Case": 11,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 5,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                    },
+                    "9. Extracted Dependencies": [
+                        "main.zig",
+                        "std"
+                    ]
+                },
+                "zig/zls/mach/win32.zig": {
+                    "1. Artifact Identity": {
+                        "Filename": "win32.zig",
+                        "Path": "zig/zls/mach/win32.zig",
+                        "Language": "Zig",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "zig",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -8681.29,
+                        "Y": 281.46,
+                        "Z": -1698.83
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 4254,
+                        "Coding LOC": 4053,
+                        "Documentation LOC": 87,
+                        "Structural Magnitude": 1509.76,
+                        "Control Flow Ratio": "33.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.055
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.85%",
+                        "Error & Exception Exposure": "66.55%",
+                        "Tech Debt Exposure": "69.46%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "16.29%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "5.14%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "99.97%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "noMoreData",
-                            "Structural Impact": 3.3,
+                            "Function Name": "loword",
+                            "Structural Impact": 9.0,
                             "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2157,
-                            "End Line": 2166
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 4224,
+                            "End Line": 4233
                         },
                         {
-                            "Function Name": "connectionMade",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "pxFromPt",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2348,
-                            "End Line": 2355
+                            "Start Line": 4193,
+                            "End Line": 4199
                         },
                         {
-                            "Function Name": "timeoutConnection",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "ptFromPx",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 2695,
-                            "End Line": 2702
+                            "Start Line": 4201,
+                            "End Line": 4207
                         },
                         {
-                            "Function Name": "loseConnection",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
+                            "Function Name": "hiword",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1740,
-                            "End Line": 1745
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 4234,
+                            "End Line": 4243
                         },
                         {
-                            "Function Name": "_get_logFile",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
+                            "Function Name": "hexVal",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 3404,
-                            "End Line": 3407
-                        },
-                        {
-                            "Function Name": "_protocolUpgradeForWebsockets",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2547,
-                            "End Line": 2568
-                        },
-                        {
-                            "Function Name": "setHeader",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1451,
-                            "End Line": 1464
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1986,
-                            "End Line": 1997
-                        },
-                        {
-                            "Function Name": "buildProtocol",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3429,
-                            "End Line": 3444
-                        },
-                        {
-                            "Function Name": "redirect",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1466,
-                            "End Line": 1479
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1826,
-                            "End Line": 1829
-                        },
-                        {
-                            "Function Name": "handleStatus",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 789,
-                            "End Line": 789
-                        },
-                        {
-                            "Function Name": "gotLength",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 997,
-                            "End Line": 1007
-                        },
-                        {
-                            "Function Name": "getCookie",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1164,
-                            "End Line": 1175
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 351,
+                            "End Line": 355
                         },
                         {
-                            "Function Name": "requestFactory",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3165,
-                            "End Line": 3176
+                            "Function Name": "hexVal",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 387,
+                            "End Line": 391
                         },
                         {
-                            "Function Name": "site",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "CreateWindowExW",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 12,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3188,
-                            "End Line": 3199
+                            "Start Line": 1396,
+                            "End Line": 1409
                         },
                         {
-                            "Function Name": "timeOut",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "MethodMixin",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 45,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3209,
-                            "End Line": 3220
+                            "Start Line": 1080,
+                            "End Line": 1124
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "MethodMixin",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 41,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1098,
-                            "End Line": 1112
+                            "Start Line": 3591,
+                            "End Line": 3631
                         },
                         {
-                            "Function Name": "getClientAddress",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "SetWindowPos",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 7,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1640,
-                            "End Line": 1654
+                            "Start Line": 283,
+                            "End Line": 291
                         },
                         {
-                            "Function Name": "write",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "MethodMixin",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2779,
-                            "End Line": 2788
+                            "Start Line": 634,
+                            "End Line": 670
                         },
                         {
-                            "Function Name": "writeSequence",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2790,
-                            "End Line": 2799
+                            "Function Name": "initString",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 379,
+                            "End Line": 385
                         },
                         {
-                            "Function Name": "getClientAddress",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
+                            "Function Name": "dpiFromHwnd",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3050,
-                            "End Line": 3064
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 4179,
+                            "End Line": 4186
                         },
                         {
-                            "Function Name": "proxiedLogFormatter",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "Initialize",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 7,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3093,
-                            "End Line": 3101
+                            "Start Line": 3594,
+                            "End Line": 3596
                         },
                         {
-                            "Function Name": "callLater",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "DirectInput8Create",
+                            "Structural Impact": 2.8,
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                             "Control Flow Branches": 0,
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-                        "Pointer Arithmetic & Addressing": 0,
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-                        "Cryptography": 0,
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-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
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-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
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-                        "Instructional Code Examples": 0,
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-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
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-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
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-                        "Total Upstream (Absolute Fragility)": 3,
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-                    "9. Extracted Dependencies": [
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-                        "base64",
-                        "binascii",
-                        "calendar",
-                        "collections",
-                        "email",
-                        "email.message",
-                        "incremental",
-                        "io",
-                        "math",
-                        "os",
-                        "re",
-                        "tempfile",
-                        "time",
-                        "twisted.internet",
-                        "twisted.internet._producer_helpers",
-                        "twisted.internet.defer",
-                        "twisted.internet.interfaces",
-                        "twisted.logger",
-                        "twisted.protocols",
-                        "twisted.python",
-                        "twisted.python.compat",
-                        "twisted.python.components",
-                        "twisted.python.deprecate",
-                        "twisted.python.failure",
-                        "twisted.web._abnf",
-                        "twisted.web._http2",
-                        "twisted.web._responses",
-                        "twisted.web.http_headers",
-                        "twisted.web.iweb",
-                        "typing",
-                        "urllib.parse",
-                        "warnings",
-                        "zope.interface"
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-                    "1. Artifact Identity": {
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-                        "Path": "python/twisted/reflect.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "Exception, ValueError, InvalidName",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
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-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
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-                        "Y": -135.81,
-                        "Z": 4700.9
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-                    "3. Architectural Profile": {
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
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-                        "Error & Exception Exposure": "45.82%",
-                        "Tech Debt Exposure": "13.92%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "3.52%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "44.26%",
-                        "Commented Logic Exposure": "5.37%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "39.94%",
-                        "Hardcoded Payload Artifacts": "0.0%"
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-                    "5. Function Analysis": [
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                         {
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                             "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 443,
-                            "End Line": 445
+                            "Start Line": 3886,
+                            "End Line": 3888
                         },
                         {
-                            "Function Name": "namedObject",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "GetValue",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 164,
-                            "End Line": 170
+                            "Start Line": 3889,
+                            "End Line": 3891
                         },
                         {
-                            "Function Name": "__call__",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "SetValue",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 447,
-                            "End Line": 448
+                            "Start Line": 3892,
+                            "End Line": 3894
                         },
                         {
-                            "Function Name": "isSame",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "OpenPropertyStore",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 514,
-                            "End Line": 515
+                            "Start Line": 3934,
+                            "End Line": 3936
                         },
                         {
-                            "Function Name": "isLike",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "OnDeviceStateChanged",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 518,
-                            "End Line": 519
+                            "Start Line": 3980,
+                            "End Line": 3982
                         },
                         {
-                            "Function Name": "isOfType",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "OnPropertyValueChanged",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 526,
-                            "End Line": 527
+                            "Start Line": 3992,
+                            "End Line": 3994
                         },
                         {
-                            "Function Name": "findInstances",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "Item",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 530,
-                            "End Line": 531
+                            "Start Line": 4020,
+                            "End Line": 4022
                         },
                         {
-                            "Function Name": "qual",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "GetDevice",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 351,
-                            "End Line": 355
+                            "Start Line": 4067,
+                            "End Line": 4069
                         },
                         {
-                            "Function Name": "getClass",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "MethodMixin",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 458,
-                            "End Line": 462
+                            "Start Line": 3759,
+                            "End Line": 3769
                         },
                         {
-                            "Function Name": "modgrep",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "MethodMixin",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 522,
-                            "End Line": 523
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 67,
-                        "Sequential Logic Declarations": 98,
-                        "Function Parameters": 28,
-                        "Function/Method Declarations": 28,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 30,
-                        "Type/Safety Bypasses": 12,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 28,
-                        "State Mutations / Variable Reassignments": 16,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 24,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 7,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 13,
-                        "Module Dependencies (Imports)": 14,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 7,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 54,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 246,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 52,
-                        "Design Camel Case": 26,
-                        "Design Snake Case": 25,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 5,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 14,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 3,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
-                    },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "a",
-                        "collections",
-                        "io",
-                        "os",
-                        "path",
-                        "pickle",
-                        "re",
-                        "sys",
-                        "traceback",
-                        "twisted.python.compat",
-                        "twisted.python.deprecate",
-                        "types",
-                        "weakref"
-                    ]
-                },
-                "python/twisted/transport.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "transport.py",
-                        "Path": "python/twisted/transport.py",
-                        "Language": "Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "Tuple[_DigestMod, bytes, bytes, int], protocol.Protocol, SSHTransportBase",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (75% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7537.55,
-                        "Y": -69.45,
-                        "Z": 3729.02
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 2264,
-                        "Coding LOC": 1015,
-                        "Documentation LOC": 886,
-                        "Structural Magnitude": 761.4,
-                        "Control Flow Ratio": "41.5%",
-                        "Popularity Rank": 2,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.598
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.63%",
-                        "Error & Exception Exposure": "77.49%",
-                        "Tech Debt Exposure": "10.38%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.55%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.84%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "24.56%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "ssh_KEXINIT",
-                            "Structural Impact": 28.6,
-                            "Lines of Code (LOC)": 121,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 864,
-                            "End Line": 984
-                        },
-                        {
-                            "Function Name": "getPacket",
-                            "Structural Impact": 20.0,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "52.4%",
-                            "Start Line": 662,
-                            "End Line": 722
+                            "Start Line": 4014,
+                            "End Line": 4024
                         },
                         {
-                            "Function Name": "dataReceived",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 7,
+                            "Function Name": "GetClientRect",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 737,
-                            "End Line": 780
-                        },
-                        {
-                            "Function Name": "dispatchMessage",
-                            "Structural Impact": 15.6,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 782,
-                            "End Line": 812
-                        },
-                        {
-                            "Function Name": "_generateECSharedSecret",
-                            "Structural Impact": 13.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1394,
-                            "End Line": 1428
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 99,
+                            "End Line": 102
                         },
                         {
-                            "Function Name": "isEncrypted",
-                            "Structural Impact": 13.0,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 6,
+                            "Function Name": "GetWindowRect",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1252,
-                            "End Line": 1269
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 104,
+                            "End Line": 107
                         },
                         {
-                            "Function Name": "isVerified",
-                            "Structural Impact": 13.0,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 6,
+                            "Function Name": "GetWindowLongPtrW",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1271,
-                            "End Line": 1288
-                        },
-                        {
-                            "Function Name": "sendPacket",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 623,
-                            "End Line": 660
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 231,
+                            "End Line": 234
                         },
                         {
-                            "Function Name": "ssh_KEXINIT",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 5,
+                            "Function Name": "SetCursorPos",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1478,
-                            "End Line": 1496
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 249,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "ssh_KEXINIT",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 4,
+                            "Function Name": "SetWindowTextW",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1805,
-                            "End Line": 1850
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 346,
+                            "End Line": 349
                         },
                         {
-                            "Function Name": "ssh_KEX_DH_GEX_REQUEST_OLD",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 4,
+                            "Function Name": "IDirectInput8W_GetDeviceStatus",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1596,
-                            "End Line": 1631
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 646,
+                            "End Line": 648
                         },
                         {
-                            "Function Name": "_ssh_KEX_ECDH_REPLY",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 3,
+                            "Function Name": "GetCapabilities",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1852,
-                            "End Line": 1917
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 709,
+                            "End Line": 711
                         },
                         {
-                            "Function Name": "_encodeECPublicKey",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 4,
+                            "Function Name": "SetDataFormat",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 1367,
-                            "End Line": 1392
-                        },
-                        {
-                            "Function Name": "_generateECPrivateKey",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 1342,
-                            "End Line": 1365
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 733,
+                            "End Line": 735
                         },
                         {
-                            "Function Name": "ssh_SERVICE_ACCEPT",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
+                            "Function Name": "SetEventNotification",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2109,
-                            "End Line": 2128
-                        },
-                        {
-                            "Function Name": "sendKexInit",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 49,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 547,
-                            "End Line": 595
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 736,
+                            "End Line": 738
                         },
                         {
-                            "Function Name": "ssh_KEX_DH_GEX_GROUP",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
+                            "Function Name": "GetDeviceInfo",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1957,
-                            "End Line": 1980
-                        },
-                        {
-                            "Function Name": "_continue_KEX_ECDH_REPLY",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1875,
-                            "End Line": 1896
-                        },
-                        {
-                            "Function Name": "sendDebug",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1075,
-                            "End Line": 1089
-                        },
-                        {
-                            "Function Name": "_keySetup",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1207,
-                            "End Line": 1230
-                        },
-                        {
-                            "Function Name": "_continueGEX_REPLY",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2042,
-                            "End Line": 2081
-                        },
-                        {
-                            "Function Name": "setKeys",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 145,
-                            "End Line": 165
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 745,
+                            "End Line": 747
                         },
                         {
-                            "Function Name": "_finishEphemeralDH",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 2,
+                            "Function Name": "GetForceFeedbackState",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1157,
-                            "End Line": 1185
-                        },
-                        {
-                            "Function Name": "_newKeys",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 1232,
-                            "End Line": 1250
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 763,
+                            "End Line": 765
                         },
                         {
-                            "Function Name": "_allowedKeyExchangeMessageType",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 2,
+                            "Function Name": "SendForceFeedbackCommand",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 597,
-                            "End Line": 621
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 766,
+                            "End Line": 768
                         },
                         {
-                            "Function Name": "_getHostKeys",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 2,
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-                            "Start Line": 1919,
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-                            "Start Line": 1110,
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-                            "Start Line": 1701,
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-                            "Start Line": 1041,
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                             "Control Flow Ratio": "0.0%",
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-                            "Start Line": 1187,
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                         },
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                         },
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                         },
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                             "Control Flow Branches": 0,
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                         },
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 223,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
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                         },
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1012,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2170,
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                         },
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1091,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1317,
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                         },
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+                            "Function Name": "GetId",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2130,
-                            "End Line": 2138
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1143,
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                         },
                         {
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+                            "Function Name": "OnDeviceAdded",
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 51,
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+                            "Start Line": 3983,
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                         },
                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 844,
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                         {
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 537,
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+                            "Start Line": 4017,
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-                            "Function Name": "getPeer",
+                            "Function Name": "RegisterEndpointNotificationCallback",
                             "Structural Impact": 1.9,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 814,
-                            "End Line": 823
+                            "Start Line": 4070,
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                         },
                         {
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                             "Structural Impact": 1.9,
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 825,
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                         },
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                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1003,
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+                            "Start Line": 4093,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1102,
-                            "End Line": 1108
+                            "Start Line": 4090,
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "GetModuleHandleW",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1797,
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                         },
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-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "SetCursor",
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+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2201,
-                            "End Line": 2207
+                            "Start Line": 240,
+                            "End Line": 242
                         },
                         {
-                            "Function Name": "decryptor",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "GetCursorPos",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2209,
-                            "End Line": 2215
+                            "Start Line": 245,
+                            "End Line": 247
                         },
                         {
-                            "Function Name": "kexAlg",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "BringWindowToTop",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 837,
-                            "End Line": 841
+                            "Start Line": 274,
+                            "End Line": 276
                         },
                         {
-                            "Function Name": "loseConnection",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "SetForegroundWindow",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1290,
-                            "End Line": 1295
+                            "Start Line": 278,
+                            "End Line": 280
                         },
                         {
-                            "Function Name": "connectionSecure",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "decodeHexByte",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2157,
-                            "End Line": 2162
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 144,
-                        "Sequential Logic Declarations": 203,
-                        "Function Parameters": 80,
-                        "Function/Method Declarations": 77,
-                        "Class/Entity Declarations": 8,
-                        "Defensive Programming Constructs": 14,
-                        "Type/Safety Bypasses": 10,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 57,
-                        "State Mutations / Variable Reassignments": 224,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 84,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 3,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 2,
-                        "Generic Type Abstractions": 21,
-                        "Collection Iterators / Comprehensions": 8,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 25,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 3,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 1,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 10,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 178,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 943,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 5,
-                        "Core Var Decl": 246,
-                        "Design Camel Case": 80,
-                        "Design Snake Case": 118,
-                        "Design Pascal Case": 3,
-                        "Design Upper Case": 32,
-                        "Design Short Vars": 26,
-                        "Design Long Vars": 15,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 3,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 1,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 26,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "binascii",
-                        "cryptography.exceptions",
-                        "cryptography.hazmat.backends",
-                        "cryptography.hazmat.decrepit.ciphers.algorithms",
-                        "cryptography.hazmat.primitives",
-                        "cryptography.hazmat.primitives.asymmetric",
-                        "cryptography.hazmat.primitives.ciphers",
-                        "cryptography.hazmat.primitives.ciphers.algorithms",
-                        "hashlib",
-                        "hmac",
-                        "is",
-                        "struct",
-                        "twisted",
-                        "twisted.conch.ssh",
-                        "twisted.conch.ssh.common",
-                        "twisted.conch.ssh.factory",
-                        "twisted.conch.ssh.service",
-                        "twisted.internet",
-                        "twisted.logger",
-                        "twisted.python",
-                        "twisted.python.compat",
-                        "twisted.python.failure",
-                        "types",
-                        "typing",
-                        "zlib"
-                    ]
-                }
-            }
-        },
-        "zig/zls/mach": {
-            "Directory Group Magnitude": 3149.88,
-            "File Count": 8,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "15.68%",
-                "Error & Exception Exposure": "32.92%",
-                "Tech Debt Exposure": "36.48%",
-                "Testing Exposure": "41.24%",
-                "API Exposure": "5.83%",
-                "Concurrency Exposure": "1.67%",
-                "State Flux Exposure": "15.97%",
-                "Commented Logic Exposure": "3.69%",
-                "Specification Exposure": "87.5%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "44.6%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "zig/zls/mach/Core.zig": {
-                    "1. Artifact Identity": {
-                        "Filename": "Core.zig",
-                        "Path": "zig/zls/mach/Core.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Alert": "TYPOSQUATTING THREAT: 'build-options' mimics 'build_options'",
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -9148.28,
-                        "Y": 209.57,
-                        "Z": -1882.34
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 798,
-                        "Coding LOC": 587,
-                        "Documentation LOC": 96,
-                        "Structural Magnitude": 211.94,
-                        "Control Flow Ratio": "56.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.259
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.15%",
-                        "Error & Exception Exposure": "64.18%",
-                        "Tech Debt Exposure": "82.12%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.95%",
-                        "Concurrency Exposure": "13.36%",
-                        "State Flux Exposure": "9.42%",
-                        "Commented Logic Exposure": "5.87%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "31.88%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "initWindow",
-                            "Structural Impact": 27.7,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 147,
-                            "End Line": 215
+                            "Start Line": 357,
+                            "End Line": 359
                         },
                         {
-                            "Function Name": "detectBackendType",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 12,
+                            "Function Name": "IUnknown_AddRef",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 398,
-                            "End Line": 421
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 503,
+                            "End Line": 505
                         },
                         {
-                            "Function Name": "init",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
+                            "Function Name": "IUnknown_Release",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 122,
-                            "End Line": 145
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 507,
+                            "End Line": 509
                         },
                         {
-                            "Function Name": "pushEvent",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 313,
-                            "End Line": 334
+                            "Function Name": "Acquire",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 721,
+                            "End Line": 723
                         },
                         {
-                            "Function Name": "main",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 254,
-                            "End Line": 268
+                            "Function Name": "Unacquire",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 724,
+                            "End Line": 726
                         },
                         {
-                            "Function Name": "printUnhandledErrorCallback",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 387,
-                            "End Line": 396
+                            "Function Name": "Poll",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 775,
+                            "End Line": 777
                         },
                         {
-                            "Function Name": "presentFrame",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 228,
-                            "End Line": 252
+                            "Function Name": "AddRef",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 799,
+                            "End Line": 801
                         },
                         {
-                            "Function Name": "platform_update_callback",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 270,
-                            "End Line": 281
+                            "Function Name": "Release",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 802,
+                            "End Line": 804
                         },
                         {
-                            "Function Name": "tick",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 217,
-                            "End Line": 226
+                            "Function Name": "IDirectInputEffect_Stop",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1104,
+                            "End Line": 1106
                         },
                         {
-                            "Function Name": "deinit",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
+                            "Function Name": "IDirectInputEffect_Download",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 287,
-                            "End Line": 302
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1112,
+                            "End Line": 1114
                         },
                         {
-                            "Function Name": "assertHasDecl",
-                            "Structural Impact": 3.6,
+                            "Function Name": "IDirectInputEffect_Unload",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 775,
-                            "End Line": 777
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1116,
+                            "End Line": 1118
                         },
                         {
-                            "Function Name": "assertHasField",
-                            "Structural Impact": 3.6,
+                            "Function Name": "RegisterClassW",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 779,
-                            "End Line": 781
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1322,
+                            "End Line": 1324
                         },
                         {
-                            "Function Name": "outOfMemory",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
+                            "Function Name": "ShowCursor",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 339,
-                            "End Line": 343
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1411,
+                            "End Line": 1413
                         },
                         {
-                            "Function Name": "requestAdapterCallback",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "GetKeyState",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 365,
-                            "End Line": 376
+                            "Start Line": 2336,
+                            "End Line": 2338
                         },
                         {
-                            "Function Name": "deviceLostCallback",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "GetAsyncKeyState",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 380,
-                            "End Line": 385
+                            "Start Line": 2341,
+                            "End Line": 2343
                         },
                         {
-                            "Function Name": "keyPressed",
-                            "Structural Impact": 1.9,
+                            "Function Name": "GetKeyboardState",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 345,
-                            "End Line": 347
+                            "Start Line": 2346,
+                            "End Line": 2348
                         },
                         {
-                            "Function Name": "keyReleased",
-                            "Structural Impact": 1.9,
+                            "Function Name": "SetCapture",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 349,
-                            "End Line": 351
+                            "Start Line": 2353,
+                            "End Line": 2355
                         },
                         {
-                            "Function Name": "mousePressed",
-                            "Structural Impact": 1.9,
+                            "Function Name": "GetModuleHandleA",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 353,
-                            "End Line": 355
+                            "Start Line": 2610,
+                            "End Line": 2612
                         },
                         {
-                            "Function Name": "mouseReleased",
-                            "Structural Impact": 1.9,
+                            "Function Name": "ExitProcess",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 359
+                            "Start Line": 2617,
+                            "End Line": 2619
                         },
                         {
-                            "Function Name": "isKeyPressed",
-                            "Structural Impact": 1.9,
+                            "Function Name": "Start",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 444,
-                            "End Line": 446
+                            "Start Line": 3615,
+                            "End Line": 3617
                         },
                         {
-                            "Function Name": "isKeyReleased",
-                            "Structural Impact": 1.9,
+                            "Function Name": "Stop",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 448,
-                            "End Line": 450
+                            "Start Line": 3618,
+                            "End Line": 3620
                         },
                         {
-                            "Function Name": "isMouseButtonPressed",
-                            "Structural Impact": 1.9,
+                            "Function Name": "Reset",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 452,
-                            "End Line": 454
+                            "Start Line": 3621,
+                            "End Line": 3623
                         },
                         {
-                            "Function Name": "isMouseButtonReleased",
-                            "Structural Impact": 1.9,
+                            "Function Name": "Commit",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 456,
-                            "End Line": 458
+                            "Start Line": 3895,
+                            "End Line": 3897
                         },
                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 1.9,
+                            "Function Name": "GetDpiForWindow",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 733,
-                            "End Line": 735
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                         {
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 285
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                         {
-                            "Function Name": "nextEvent",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 308
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                         {
-                            "Function Name": "mousePosition",
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                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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-                        "Function Parameters": 27,
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-                        "Global State Dependencies": 28,
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-                        "Planned Work (TODOs)": 9,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
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-                        "Event Publishers / Emitters": 0,
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-                        "Resource Deallocation & Cleanup": 5,
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-                        "Bypassed / Skipped Tests": 0,
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-                        "Structural Space Indentations": 482,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
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-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
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-                        "Hyperlinked Literature References": 0,
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-                        "Safety & Constraint Bypasses": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 2,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "build-options",
-                        "builtin",
-                        "main.zig",
-                        "std"
-                    ]
-                },
-                "zig/zls/mach/StringTable.zig": {
-                    "1. Artifact Identity": {
-                        "Filename": "StringTable.zig",
-                        "Path": "zig/zls/mach/StringTable.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8839.26,
-                        "Y": 316.36,
-                        "Z": -1456.59
-                    },
-                    "3. Architectural Profile": {
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
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-                        "Documentation LOC": 18,
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-                        "Control Flow Ratio": "64.3%",
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-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
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-                        "Cognitive Load Exposure": "15.42%",
-                        "Error & Exception Exposure": "14.44%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.48%",
-                        "API Exposure": "3.67%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "46.16%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "End Line": 4253
+                        },
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                         },
                         {
-                            "Function Name": "string",
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                         {
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                         {
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-                        "Planned Work (TODOs)": 0,
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                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 9,
-                        "Manual Memory Allocation": 1,
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                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 13,
-                        "Fatal Aborts & Exceptions": 8,
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                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
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                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 23,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 15,
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+                        "Resource Deallocation & Cleanup": 0,
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                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 48,
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                         "Auth Middleware": 0,
@@ -523386,23 +524329,23 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 19,
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                         "Design Camel Case": 0,
-                        "Design Snake Case": 7,
-                        "Design Pascal Case": 9,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Design Snake Case": 374,
+                        "Design Pascal Case": 70,
+                        "Design Upper Case": 1027,
+                        "Design Short Vars": 359,
+                        "Design Long Vars": 82,
+                        "Duplicate Logic": 2,
+                        "Orphaned Logic": 71,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 1,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 2,
                         "Global Environment Mutation": 0,
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                         "Low-Level Bitwise / Cryptographic Math": 0,
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                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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                     "8. Dependency Network": {
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-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 4
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
+                        "builtin",
                         "std"
                     ]
-                },
-                "zig/zls/mach/collision.zig": {
+                }
+            }
+        },
+        "rust/serde": {
+            "Directory Group Magnitude": 3139.78,
+            "File Count": 7,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "8.74%",
+                "Error & Exception Exposure": "14.88%",
+                "Tech Debt Exposure": "47.19%",
+                "Testing Exposure": "2.37%",
+                "API Exposure": "3.04%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "42.34%",
+                "Commented Logic Exposure": "9.86%",
+                "Specification Exposure": "85.71%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "21.82%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "rust/serde/serde_core_de_impls.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "collision.zig",
-                        "Path": "zig/zls/mach/collision.zig",
-                        "Language": "Zig",
+                        "Filename": "serde_core_de_impls.rs",
+                        "Path": "rust/serde/serde_core_de_impls.rs",
+                        "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
+                        "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8365.05,
-                        "Y": 280.57,
-                        "Z": -1496.61
+                        "X": -6841.55,
+                        "Y": 25.69,
+                        "Z": 4372.44
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -523451,3813 +524419,4175 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 825,
-                        "Coding LOC": 623,
-                        "Documentation LOC": 92,
-                        "Structural Magnitude": 265.96,
-                        "Control Flow Ratio": "76.6%",
+                        "Total LOC": 3174,
+                        "Coding LOC": 2655,
+                        "Documentation LOC": 116,
+                        "Structural Magnitude": 945.2,
+                        "Control Flow Ratio": "27.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.506
+                        "Raw Cognitive Density": 0.421
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.67%",
-                        "Error & Exception Exposure": "19.14%",
-                        "Tech Debt Exposure": "12.15%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.23%",
+                        "Cognitive Load Exposure": "10.57%",
+                        "Error & Exception Exposure": "6.09%",
+                        "Tech Debt Exposure": "62.11%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "3.18%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "9.63%",
-                        "Commented Logic Exposure": "12.91%",
+                        "State Flux Exposure": "49.32%",
+                        "Commented Logic Exposure": "5.28%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.72%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "polygonPolygonContact",
-                            "Structural Impact": 34.5,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "65.4%",
-                            "Start Line": 558,
-                            "End Line": 623
+                            "Function Name": "deserialize",
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+                            "Lines of Code (LOC)": 139,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.8%",
+                            "Start Line": 2272,
+                            "End Line": 2410
                         },
                         {
-                            "Function Name": "collisionRect",
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-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 40,
-                            "End Line": 58
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+                            "Control Flow Branches": 14,
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+                            "Control Flow Ratio": "28.0%",
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                         },
                         {
-                            "Function Name": "circlePolygonContact",
-                            "Structural Impact": 15.7,
-                            "Lines of Code (LOC)": 71,
+                            "Function Name": "deserialize",
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+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.8%",
+                            "Start Line": 2877,
+                            "End Line": 2975
+                        },
+                        {
+                            "Function Name": "deserialize",
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+                            "Lines of Code (LOC)": 99,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.8%",
+                            "Start Line": 2987,
+                            "End Line": 3085
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+                        {
+                            "Function Name": "visit_map",
+                            "Structural Impact": 14.0,
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                             "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 698,
-                            "End Line": 768
+                            "Control Flow Ratio": "31.6%",
+                            "Start Line": 2366,
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                         {
-                            "Function Name": "collidesLine",
-                            "Structural Impact": 15.1,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 7,
+                            "Function Name": "visit_map",
+                            "Structural Impact": 13.8,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 284,
-                            "End Line": 308
+                            "Control Flow Ratio": "31.6%",
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                         {
-                            "Function Name": "collidesRect",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 24,
+                            "Function Name": "visit_map",
+                            "Structural Impact": 13.7,
+                            "Lines of Code (LOC)": 32,
                             "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 102,
-                            "End Line": 125
+                            "Control Flow Ratio": "31.6%",
+                            "Start Line": 2558,
+                            "End Line": 2589
                         },
                         {
-                            "Function Name": "findMinSeparation",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 26,
+                            "Function Name": "deserialize_in_place",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 46,
                             "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 501,
-                            "End Line": 526
+                            "Control Flow Ratio": "22.7%",
+                            "Start Line": 1178,
+                            "End Line": 1223
                         },
                         {
-                            "Function Name": "findDeepestVertex",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 2888,
+                            "End Line": 2945
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+                        {
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+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 1607,
+                            "End Line": 1663
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+                        {
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+                            "Control Flow Branches": 5,
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+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 3001,
+                            "End Line": 3055
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                             "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 420,
-                            "End Line": 434
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                         {
-                            "Function Name": "minmaxProjectionDistance",
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-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "visit_map",
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                             "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 379,
-                            "End Line": 391
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                         {
-                            "Function Name": "collidesPoly",
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                             "Structural Impact": 9.7,
                             "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 4,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 204,
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                         {
-                            "Function Name": "circleCircleContact",
-                            "Structural Impact": 7.8,
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                             "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
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                             "Input Parameters": 2,
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-                            "Start Line": 786,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 244,
-                            "End Line": 259
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                         {
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
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-                            "End Line": 146
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 332,
-                            "End Line": 342
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+                            "Control Flow Branches": 3,
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                         {
-                            "Function Name": "collidesRect",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 23,
-                            "End Line": 28
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-                            "Function Name": "collidesRect",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Function Name": "deserialize",
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+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 2778,
+                            "End Line": 2816
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 162,
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                         {
-                            "Function Name": "collidesCircle",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 185,
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-                            "Function Name": "vertices",
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-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 54,
-                        "Function Parameters": 17,
-                        "Function/Method Declarations": 17,
-                        "Class/Entity Declarations": 9,
-                        "Defensive Programming Constructs": 112,
-                        "Type/Safety Bypasses": 8,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 22,
-                        "State Mutations / Variable Reassignments": 69,
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-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 12,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 38,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 28,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 100,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 133,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 145,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 580,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 183,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 159,
-                        "Design Pascal Case": 24,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 42,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "../testing.zig",
-                        "main.zig",
-                        "std"
-                    ]
-                },
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-                    "1. Artifact Identity": {
-                        "Filename": "graph.zig",
-                        "Path": "zig/zls/mach/graph.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8619.01,
-                        "Y": 207.58,
-                        "Z": -2252.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 653,
-                        "Coding LOC": 486,
-                        "Documentation LOC": 60,
-                        "Structural Magnitude": 329.62,
-                        "Control Flow Ratio": "67.8%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.848
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "29.83%",
-                        "Error & Exception Exposure": "8.95%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "1.1%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.65%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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+                            "Start Line": 994,
+                            "End Line": 1030
+                        },
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-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 19,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "63.3%",
-                            "Start Line": 227,
-                            "End Line": 292
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "13.3%",
+                            "Start Line": 1139,
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                         },
                         {
-                            "Function Name": "init",
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-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 142,
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "14.3%",
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                         },
                         {
-                            "Function Name": "preallocateNodes2",
-                            "Structural Impact": 16.7,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 295,
-                            "End Line": 314
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2207,
+                            "End Line": 2225
                         },
                         {
-                            "Function Name": "removeChild",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 7,
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 6.1,
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 36,
-                            "End Line": 62
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+                            "Start Line": 2346,
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                         },
                         {
-                            "Function Name": "getChildren",
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-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 362,
-                            "End Line": 386
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2539,
+                            "End Line": 2556
                         },
                         {
-                            "Function Name": "acquireResultList",
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-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 388,
-                            "End Line": 410
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+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 1398,
+                            "End Line": 1432
                         },
                         {
-                            "Function Name": "getParent",
-                            "Structural Impact": 8.8,
+                            "Function Name": "visit_bytes",
+                            "Structural Impact": 6.0,
                             "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 420,
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                         },
                         {
-                            "Function Name": "addChild",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
+                            "Function Name": "visit_bytes",
+                            "Structural Impact": 6.0,
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 24,
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                         },
                         {
-                            "Function Name": "processThread",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
+                            "Function Name": "visit_bytes",
+                            "Structural Impact": 5.9,
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+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 209,
-                            "End Line": 215
+                            "Control Flow Ratio": "66.7%",
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+                            "End Line": 3051
                         },
                         {
-                            "Function Name": "addChild",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "deserialize",
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                             "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 316,
-                            "End Line": 323
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+                            "Control Flow Ratio": "28.6%",
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+                            "End Line": 125
                         },
                         {
-                            "Function Name": "removeChild",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "deserialize",
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                             "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 325,
-                            "End Line": 331
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1707,
+                            "End Line": 1721
                         },
                         {
-                            "Function Name": "setParent",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 5.0,
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                             "Control Flow Branches": 2,
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                         {
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-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1579,
+                            "End Line": 1588
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+                        {
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+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1737,
+                            "End Line": 1746
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+                        {
+                            "Function Name": "visit_enum",
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+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 15,
-                            "End Line": 21
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1923,
+                            "End Line": 1938
                         },
                         {
-                            "Function Name": "removeParent",
+                            "Function Name": "visit_byte_buf",
                             "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 15,
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+                            "Control Flow Ratio": "50.0%",
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                         {
-                            "Function Name": "deinit",
+                            "Function Name": "visit_seq",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 1049,
+                            "End Line": 1063
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+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1414,
+                            "End Line": 1428
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1448,
+                            "End Line": 1461
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+                        {
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+                            "End Line": 1921
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+                        {
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 616,
+                            "End Line": 627
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+                        {
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+                            "Control Flow Branches": 1,
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+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 655,
+                            "End Line": 667
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+                            "Function Name": "visit_seq",
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+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 787,
+                            "End Line": 799
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-                            "Control Flow Ratio": "100.0%",
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                         {
-                            "Function Name": "cleanupIsolatedNode",
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-                            "Lines of Code (LOC)": 7,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 218,
-                            "End Line": 224
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+                            "Start Line": 1157,
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                         {
-                            "Function Name": "releaseResultList",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
+                            "Function Name": "visit_seq",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 412,
-                            "End Line": 418
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-                            "Function Name": "getNode",
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-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
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-                        "Sequential Logic Declarations": 75,
-                        "Function Parameters": 19,
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-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
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-                        "Event Publishers / Emitters": 0,
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-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 38,
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-                        "Inline Assembly Blocks": 0,
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-                        "Bitwise Operations": 48,
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-                        "Resource Deallocation & Cleanup": 36,
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-                        "Structural Tab Indentations": 0,
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-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
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-                        "Hyperlinked Literature References": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
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-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "9. Extracted Dependencies": [
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-                        "std"
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-                },
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-                        "Path": "zig/zls/mach/main.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
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-                    "2. Topological Coordinates": {
-                        "X": -8958.27,
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
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-                        "Ownership Entropy": 0.0,
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-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "8.19%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "57.09%",
-                        "Hardcoded Payload Artifacts": "0.0%"
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-                    "5. Function Analysis": [],
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-                        "Sequential Logic Declarations": 0,
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-                        "Pointer Arithmetic & Addressing": 0,
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-                        "Inline Assembly Blocks": 0,
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-                        "Cryptography": 0,
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-                        "Ipc Rpc Bridges": 0,
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-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
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-                    "8. Dependency Network": {
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-                    "9. Extracted Dependencies": [
-                        "Frequency.zig",
-                        "Timer.zig",
-                        "std"
-                    ]
-                },
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-                        "Path": "zig/zls/mach/module.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
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-                        "X": -8968.6,
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-                    },
-                    "3. Architectural Profile": {
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-                        "Repository Fingerprint": {},
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-                        "Authorship Centralization": 0.0,
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-                    },
-                    "4. Vulnerability & Risk Exposures": {
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-                        "Error & Exception Exposure": "63.97%",
-                        "Tech Debt Exposure": "28.14%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "4.12%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "12.1%",
-                        "Commented Logic Exposure": "5.61%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "83.14%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Function Name": "Objects",
-                            "Structural Impact": 101.9,
-                            "Lines of Code (LOC)": 444,
-                            "Control Flow Branches": 45,
+                            "Function Name": "visit_bytes",
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+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 29,
-                            "End Line": 472
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+                            "Start Line": 2168,
+                            "End Line": 2180
                         },
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-                            "Function Name": "Modules",
-                            "Structural Impact": 59.7,
-                            "Lines of Code (LOC)": 205,
-                            "Control Flow Branches": 34,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.6%",
-                            "Start Line": 587,
-                            "End Line": 791
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                         },
                         {
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-                            "Control Flow Branches": 18,
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                         },
                         {
-                            "Function Name": "run",
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-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 15,
+                            "Function Name": "visit_bytes",
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 701,
-                            "End Line": 767
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+                            "Start Line": 2662,
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                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 29.0,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 14,
+                            "Function Name": "visit_seq",
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "82.4%",
-                            "Start Line": 132,
-                            "End Line": 192
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 2695,
+                            "End Line": 2706
                         },
                         {
-                            "Function Name": "ModuleTuple",
-                            "Structural Impact": 25.1,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 843,
-                            "End Line": 892
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+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2801,
+                            "End Line": 2812
                         },
                         {
-                            "Function Name": "init",
-                            "Structural Impact": 17.6,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 8,
+                            "Function Name": "visit_seq",
+                            "Structural Impact": 4.1,
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                         {
-                            "Function Name": "slice",
-                            "Structural Impact": 1.7,
+                            "Function Name": "visit_str",
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                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 330
+                            "Start Line": 815,
+                            "End Line": 820
                         },
                         {
-                            "Function Name": "getFunction",
-                            "Structural Impact": 1.7,
+                            "Function Name": "visit_string",
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                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "tryLock",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__private_visit_untagged_option",
+                            "Structural Impact": 2.0,
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                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 115,
-                            "End Line": 117
+                            "Start Line": 908,
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                         },
                         {
-                            "Function Name": "lock",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize_in_place",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 122,
-                            "End Line": 124
+                            "Start Line": 1334,
+                            "End Line": 1339
                         },
                         {
-                            "Function Name": "unlock",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "visit_borrowed_str",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 130
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                         },
                         {
-                            "Function Name": "moduleTuple",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "visit_str",
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+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 115,
-                        "Sequential Logic Declarations": 78,
-                        "Function Parameters": 56,
-                        "Function/Method Declarations": 55,
-                        "Class/Entity Declarations": 10,
-                        "Defensive Programming Constructs": 47,
-                        "Type/Safety Bypasses": 33,
-                        "High-Risk Execution Commands": 3,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 64,
-                        "State Mutations / Variable Reassignments": 70,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 136,
-                        "Unit Test Assertions": 3,
-                        "Asynchronous/Concurrent Execution": 7,
-                        "UI / View Layer Components": 3,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 10,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 61,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 4,
-                        "Metaprogramming & Reflection": 83,
-                        "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 22,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 20,
-                        "Manual Memory Allocation": 4,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 19,
-                        "Fatal Aborts & Exceptions": 54,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 103,
-                        "Thread Synchronization Locks": 5,
-                        "Immutable Data Declarations": 125,
-                        "Resource Deallocation & Cleanup": 10,
-                        "Private / Encapsulated Scopes": 123,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 677,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 139,
-                        "Design Camel Case": 1,
-                        "Design Snake Case": 101,
-                        "Design Pascal Case": 27,
-                        "Design Upper Case": 3,
-                        "Design Short Vars": 15,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 4,
-                        "Total Upstream (Absolute Fragility)": 3,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
-                    },
-                    "9. Extracted Dependencies": [
-                        "StringTable.zig",
-                        "graph.zig",
-                        "main.zig",
-                        "std"
-                    ]
-                },
-                "zig/zls/mach/testing.zig": {
-                    "1. Artifact Identity": {
-                        "Filename": "testing.zig",
-                        "Path": "zig/zls/mach/testing.zig",
-                        "Language": "Zig",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "zig",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .zig)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8180.6,
-                        "Y": 256.0,
-                        "Z": -2000.79
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 224,
-                        "Coding LOC": 115,
-                        "Documentation LOC": 84,
-                        "Structural Magnitude": 123.4,
-                        "Control Flow Ratio": "54.1%",
-                        "Popularity Rank": 3,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.365
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.83%",
-                        "Error & Exception Exposure": "26.11%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.7%",
-                        "API Exposure": "5.07%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
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-                            "Function Name": "Expect",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 114,
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                         {
-                            "Function Name": "ExpectVector",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 33,
-                            "End Line": 61
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+                            "Control Flow Ratio": "0.0%",
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                         {
-                            "Function Name": "ExpectVecMat",
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-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 63,
-                            "End Line": 89
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                         {
-                            "Function Name": "ExpectFloat",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 7,
-                            "End Line": 31
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                         },
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-                            "Function Name": "eqlApprox",
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-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
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-                            "End Line": 54
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                         },
                         {
-                            "Function Name": "eqlApprox",
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-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "50.0%",
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                         },
                         {
-                            "Function Name": "ExpectBytes",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 100,
-                            "End Line": 112
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                         {
-                            "Function Name": "eqlApprox",
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-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 17,
-                            "End Line": 24
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                         },
                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 3.6,
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                             "Lines of Code (LOC)": 3,
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-                            "Start Line": 12,
-                            "End Line": 14
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                         },
                         {
-                            "Function Name": "eqlBinary",
-                            "Structural Impact": 3.6,
+                            "Function Name": "expecting",
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                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
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-                            "Start Line": 27,
-                            "End Line": 29
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                         },
                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 3.6,
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                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
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                             "Input Parameters": 2,
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-                            "Start Line": 40,
-                            "End Line": 42
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                         },
                         {
-                            "Function Name": "eqlBinary",
-                            "Structural Impact": 3.6,
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                             "Lines of Code (LOC)": 3,
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-                            "Start Line": 57,
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                         },
                         {
-                            "Function Name": "eql",
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                         {
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-                            "Structural Impact": 3.6,
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                             "Lines of Code (LOC)": 3,
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                             "Input Parameters": 2,
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                         {
-                            "Function Name": "eql",
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                             "Lines of Code (LOC)": 3,
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                         {
-                            "Function Name": "eql",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 965,
+                            "End Line": 973
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                             "Input Parameters": 2,
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-                            "Start Line": 104,
-                            "End Line": 106
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                         },
                         {
-                            "Function Name": "eqlBinary",
-                            "Structural Impact": 3.6,
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                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
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                             "Input Parameters": 2,
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-                            "Start Line": 108,
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                         },
                         {
-                            "Function Name": "eql",
-                            "Structural Impact": 3.6,
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                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
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                             "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 150,
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                         {
-                            "Function Name": "ExpectComptime",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 91,
-                            "End Line": 98
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "expect",
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                             "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 204,
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-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 17,
-                        "Function Parameters": 20,
-                        "Function/Method Declarations": 20,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 10,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 16,
-                        "State Mutations / Variable Reassignments": 6,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 57,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 5,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 14,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 13,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 5,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 15,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 26,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 17,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 93,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
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-                        "Deep Learning & Neural Networks": 0,
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-                        "Design Snake Case": 11,
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-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
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-                        "Non-Standard Unicode / Homoglyphs": 0,
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-                        "Sec Extension Mismatch": 0,
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-                        "Sec Tainted Injection": 0,
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-                        "Agentic Rce": 0,
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-                    "9. Extracted Dependencies": [
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-                        "std"
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-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
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-                        "Lock Tier": 2,
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-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
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-                        "Raw Cognitive Density": 0.055
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-                        "Error & Exception Exposure": "66.55%",
-                        "Tech Debt Exposure": "69.46%",
-                        "Testing Exposure": "80.0%",
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-                        "State Flux Exposure": "0.0%",
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+                        "crate::private::size_hint",
+                        "std::os::unix::ffi::OsStringExt",
+                        "std::os::windows::ffi::OsStringExt"
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                         {
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+                        "DeserializeOwned",
+                        "DeserializeSeed",
+                        "Deserializer",
+                        "IntoDeserializer",
+                        "Result",
+                        "SeqAccess",
+                        "Unexpected",
+                        "VariantAccess",
+                        "Visitor",
+                        "core::error::Error",
+                        "crate::lib::*",
+                        "crate::std_error::Error",
+                        "self::Unexpected::*",
+                        "self::ignored_any::IgnoredAny",
+                        "serde::Deserialize",
+                        "serde::de::Deserialize",
+                        "serde::de::DeserializeSeed",
+                        "serde::de::self",
+                        "serde::de::value",
+                        "serde_derive::Deserialize",
+                        "std::error::Error",
+                        "std::fmt",
+                        "std::io::Read",
+                        "std::marker::PhantomData",
+                        "std::ops::Add",
+                        "std::str::FromStr",
+                        "value"
+                    ]
+                },
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+                        "Filename": "serde_core_macros.rs",
+                        "Path": "rust/serde/serde_core_macros.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
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+                        "Y": 44.17,
+                        "Z": 4725.14
+                    },
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+                        "Repository Fingerprint": {},
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+                        "Documentation LOC": 109,
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+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
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+                    },
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+                        "Testing Exposure": "2.3%",
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+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
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+                        "Hardcoded Payload Artifacts": "0.0%"
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+                    "6. Contextual Mitigations & Amplifications": "None Detected",
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+                        "Visitor",
+                        "serde::de::value",
+                        "serde::forward_to_deserialize_any",
+                        "std::marker::PhantomData"
+                    ]
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+                        "Filename": "serde_derive_de.rs",
+                        "Path": "rust/serde/serde_derive_de.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
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+                        "Folder Dominant Lang": "rust",
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+                        "Y": 139.3,
+                        "Z": 3731.27
+                    },
+                    "3. Architectural Profile": {
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+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
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+                        "Coding LOC": 800,
+                        "Documentation LOC": 82,
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+                        "Control Flow Ratio": "31.5%",
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+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.28
+                    },
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+                        "Error & Exception Exposure": "21.75%",
+                        "Tech Debt Exposure": "16.45%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "1.6%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "54.98%",
+                        "Commented Logic Exposure": "5.18%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
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+                            "Structural Impact": 39.5,
+                            "Lines of Code (LOC)": 102,
+                            "Control Flow Branches": 12,
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+                            "Control Flow Ratio": "30.8%",
+                            "Start Line": 451,
+                            "End Line": 552
                         },
                         {
-                            "Function Name": "GetModuleHandleA",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
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+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 554,
+                            "End Line": 641
+                        },
+                        {
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+                            "Control Flow Ratio": "76.9%",
+                            "Start Line": 306,
+                            "End Line": 330
+                        },
+                        {
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+                            "Start Line": 332,
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+                        },
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+                            "Start Line": 383,
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+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 719,
+                            "End Line": 764
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+                            "Start Line": 25,
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+                        {
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+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 236,
+                            "End Line": 245
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+                        {
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+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 766,
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+                        {
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+                            "Start Line": 808,
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+                        {
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+                            "Control Flow Ratio": "30.0%",
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+                            "Start Line": 841,
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+                            "Start Line": 861,
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+                        {
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+                            "Start Line": 270,
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+                        {
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+                            "Start Line": 263,
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+                            "Start Line": 850,
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-                            "Start Line": 2610,
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+                            "Start Line": 710,
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 950,
+                            "End Line": 958
                         },
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-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 0,
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-                            "Start Line": 2617,
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+                            "Start Line": 174,
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-                            "Function Name": "Start",
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-                            "Start Line": 3615,
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                         {
-                            "Function Name": "Stop",
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-                            "Lines of Code (LOC)": 3,
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-                            "Start Line": 3618,
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                         {
-                            "Function Name": "Reset",
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+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3621,
-                            "End Line": 3623
+                            "Start Line": 377,
+                            "End Line": 380
                         },
                         {
-                            "Function Name": "Commit",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3895,
-                            "End Line": 3897
+                            "Start Line": 692,
+                            "End Line": 701
                         },
                         {
-                            "Function Name": "GetDpiForWindow",
-                            "Structural Impact": 1.6,
+                            "Function Name": "to_tokens",
+                            "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4175,
-                            "End Line": 4177
+                            "Start Line": 943,
+                            "End Line": 945
                         },
                         {
-                            "Function Name": "getDpiFactor",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "deserialize_from",
+                            "Structural Impact": 1.8,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4188,
-                            "End Line": 4191
+                            "Start Line": 426,
+                            "End Line": 432
                         },
                         {
-                            "Function Name": "xFromLparam",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "deserialize_try_from",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4245,
-                            "End Line": 4247
+                            "Start Line": 435,
+                            "End Line": 441
                         },
                         {
-                            "Function Name": "yFromLparam",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4248,
-                            "End Line": 4250
+                            "Start Line": 66,
+                            "End Line": 71
                         },
                         {
-                            "Function Name": "pointFromLparam",
+                            "Function Name": "type_name",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4251,
-                            "End Line": 4253
+                            "Start Line": 167,
+                            "End Line": 169
                         },
                         {
-                            "Function Name": "TranslateMessage",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "field_i",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 120,
-                            "End Line": 120
+                            "Start Line": 658,
+                            "End Line": 660
                         },
                         {
-                            "Function Name": "DispatchMessageW",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "in_place",
+                            "Structural Impact": 1.6,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 121,
-                            "End Line": 121
+                            "Start Line": 911,
+                            "End Line": 913
                         },
                         {
-                            "Function Name": "CoTaskMemFree",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "in_place",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3742,
-                            "End Line": 3742
+                            "Start Line": 963,
+                            "End Line": 965
                         },
                         {
-                            "Function Name": "GetLastError",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "place_lifetime",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 35,
-                            "End Line": 35
+                            "Start Line": 968,
+                            "End Line": 976
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 93,
+                        "Sequential Logic Declarations": 202,
+                        "Function Parameters": 67,
+                        "Function/Method Declarations": 40,
+                        "Class/Entity Declarations": 10,
+                        "Defensive Programming Constructs": 115,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 53,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 30,
+                        "Unit Test Assertions": 1,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 5,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 14,
+                        "Generic Type Abstractions": 52,
+                        "Collection Iterators / Comprehensions": 21,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 13,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 35,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 2,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 679,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 98,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 93,
+                        "Design Pascal Case": 5,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 7,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 33,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Ctxt",
+                        "Data",
+                        "Derive",
+                        "Field",
+                        "Fragment",
+                        "Ident",
+                        "Index",
+                        "Member",
+                        "Stmts",
+                        "Style",
+                        "ToTokens",
+                        "TokenStream",
+                        "Variant",
+                        "crate::bound",
+                        "crate::deprecated::allow_deprecated",
+                        "crate::fragment::Expr",
+                        "crate::internals::ast::Container",
+                        "crate::internals::attr",
+                        "crate::internals::name::Name",
+                        "dummy",
+                        "pretend",
+                        "private",
+                        "proc_macro2::Span",
+                        "quote::quote",
+                        "quote_spanned",
+                        "replace_receiver",
+                        "std::collections::BTreeSet",
+                        "std::ptr",
+                        "syn::parse_quote",
+                        "syn::punctuated::Punctuated",
+                        "syn::spanned::Spanned",
+                        "this",
+                        "ungroup"
+                    ]
+                },
+                "rust/serde/serde_internals_ast.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "serde_internals_ast.rs",
+                        "Path": "rust/serde/serde_internals_ast.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -6049.45,
+                        "Y": 121.45,
+                        "Z": 4003.93
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 226,
+                        "Coding LOC": 190,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 91.1,
+                        "Control Flow Ratio": "32.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.221
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.38%",
+                        "Error & Exception Exposure": "31.25%",
+                        "Tech Debt Exposure": "12.2%",
+                        "Testing Exposure": "2.38%",
+                        "API Exposure": "5.78%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "63.35%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "74.09%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "from_ast",
+                            "Structural Impact": 18.4,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 62,
+                            "End Line": 115
                         },
                         {
-                            "Function Name": "GetMessageTime",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 118,
-                            "End Line": 118
+                            "Function Name": "enum_from_ast",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 133,
+                            "End Line": 172
                         },
                         {
-                            "Function Name": "GetFocus",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2330,
-                            "End Line": 2330
+                            "Function Name": "fields_from_ast",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 198,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "GetKBCodePage",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2333,
-                            "End Line": 2333
+                            "Function Name": "struct_from_ast",
+                            "Structural Impact": 8.5,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 174,
+                            "End Line": 196
                         },
                         {
-                            "Function Name": "GetCapture",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2350,
-                            "End Line": 2350
+                            "Function Name": "all_fields",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 119,
+                            "End Line": 126
                         },
                         {
-                            "Function Name": "ReleaseCapture",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "has_getter",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2358,
-                            "End Line": 2358
+                            "Start Line": 128,
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                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 85,
-                        "Sequential Logic Declarations": 171,
-                        "Function Parameters": 403,
-                        "Function/Method Declarations": 181,
-                        "Class/Entity Declarations": 159,
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-                        "Exposed API / Public Exports": 1028,
-                        "State Mutations / Variable Reassignments": 3,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 0,
+                        "Control Flow Branches": 14,
+                        "Sequential Logic Declarations": 29,
+                        "Function Parameters": 10,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 19,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 22,
+                        "State Mutations / Variable Reassignments": 14,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 18,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 806,
-                        "Decorators and Annotations": 0,
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-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 23,
-                        "Metaprogramming & Reflection": 12,
-                        "Module Dependencies (Imports)": 135,
+                        "Closures and Anonymous Functions": 1,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 1,
+                        "Generic Type Abstractions": 32,
+                        "Collection Iterators / Comprehensions": 4,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 27,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 728,
-                        "Manual Memory Allocation": 0,
+                        "Pointer Arithmetic & Addressing": 6,
+                        "Manual Memory Allocation": 3,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 416,
-                        "Fatal Aborts & Exceptions": 139,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 32,
+                        "Bitwise Operations": 8,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1624,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 20,
+                        "Private / Encapsulated Scopes": 22,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2970,
+                        "Structural Space Indentations": 162,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -527274,15 +528604,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1494,
+                        "Core Var Decl": 7,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 374,
-                        "Design Pascal Case": 70,
-                        "Design Upper Case": 1027,
-                        "Design Short Vars": 359,
-                        "Design Long Vars": 82,
-                        "Duplicate Logic": 2,
-                        "Orphaned Logic": 71,
+                        "Design Snake Case": 6,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -527290,7 +528620,7 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 2,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -527306,44 +528636,25 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 7,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "builtin",
-                        "std"
+                        "Ctxt",
+                        "Derive",
+                        "check",
+                        "crate::internals::attr",
+                        "proc_macro2::Ident",
+                        "syn::Token",
+                        "syn::punctuated::Punctuated"
                     ]
-                }
-            }
-        },
-        "rust/serde": {
-            "Directory Group Magnitude": 3139.78,
-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "8.74%",
-                "Error & Exception Exposure": "14.88%",
-                "Tech Debt Exposure": "47.19%",
-                "Testing Exposure": "2.37%",
-                "API Exposure": "3.04%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "42.34%",
-                "Commented Logic Exposure": "9.86%",
-                "Specification Exposure": "85.71%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "21.82%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "rust/serde/serde_core_de_impls.rs": {
+                },
+                "rust/serde/serde_internals_attr.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_core_de_impls.rs",
-                        "Path": "rust/serde/serde_core_de_impls.rs",
+                        "Filename": "serde_internals_attr.rs",
+                        "Path": "rust/serde/serde_internals_attr.rs",
                         "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -527353,9 +528664,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6841.55,
-                        "Y": 25.69,
-                        "Z": 4372.44
+                        "X": -6565.24,
+                        "Y": 78.53,
+                        "Z": 4074.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -527364,1885 +528675,995 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3174,
-                        "Coding LOC": 2655,
-                        "Documentation LOC": 116,
-                        "Structural Magnitude": 945.2,
-                        "Control Flow Ratio": "27.1%",
+                        "Total LOC": 1819,
+                        "Coding LOC": 1507,
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                         "Raw Churn Frequency": 0.0,
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                         "Ownership Entropy": 0.0,
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-                        "Error & Exception Exposure": "6.09%",
-                        "Tech Debt Exposure": "62.11%",
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-                        "API Exposure": "3.18%",
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                         {
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                         {
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                         {
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-                            "End Line": 76
+                            "Start Line": 972,
+                            "End Line": 974
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "name",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 689,
-                            "End Line": 694
+                            "Start Line": 1264,
+                            "End Line": 1266
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "aliases",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 731,
-                            "End Line": 736
+                            "Start Line": 1268,
+                            "End Line": 1270
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "skip_serializing",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 766,
-                            "End Line": 771
+                            "Start Line": 1286,
+                            "End Line": 1288
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "skip_deserializing",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 833,
-                            "End Line": 838
+                            "Start Line": 1290,
+                            "End Line": 1292
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "skip_serializing_if",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 848,
-                            "End Line": 853
+                            "Start Line": 1294,
+                            "End Line": 1296
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "default",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1259,
-                            "End Line": 1264
+                            "Start Line": 1298,
+                            "End Line": 1300
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "serialize_with",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1327,
-                            "End Line": 1332
+                            "Start Line": 1302,
+                            "End Line": 1304
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "deserialize_with",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1815,
-                            "End Line": 1820
+                            "Start Line": 1306,
+                            "End Line": 1308
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "ser_bound",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1870,
-                            "End Line": 1875
+                            "Start Line": 1310,
+                            "End Line": 1312
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "de_bound",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1944,
-                            "End Line": 1949
+                            "Start Line": 1314,
+                            "End Line": 1316
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "borrowed_lifetimes",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2053,
-                            "End Line": 2058
+                            "Start Line": 1318,
+                            "End Line": 1320
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "getter",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2095,
-                            "End Line": 2100
+                            "Start Line": 1322,
+                            "End Line": 1324
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "flatten",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3094,
-                            "End Line": 3099
+                            "Start Line": 1326,
+                            "End Line": 1328
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "transparent",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3109,
-                            "End Line": 3114
+                            "Start Line": 1330,
+                            "End Line": 1332
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "mark_transparent",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3147,
-                            "End Line": 3152
+                            "Start Line": 1334,
+                            "End Line": 1336
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "is_str",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1234,
-                            "End Line": 1238
+                            "Start Line": 1684,
+                            "End Line": 1686
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 226,
-                        "Sequential Logic Declarations": 608,
-                        "Function Parameters": 191,
-                        "Function/Method Declarations": 180,
-                        "Class/Entity Declarations": 49,
-                        "Defensive Programming Constructs": 612,
+                        "Control Flow Branches": 328,
+                        "Sequential Logic Declarations": 329,
+                        "Function Parameters": 108,
+                        "Function/Method Declarations": 91,
+                        "Class/Entity Declarations": 11,
+                        "Defensive Programming Constructs": 342,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 12,
-                        "State Mutations / Variable Reassignments": 165,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 802,
+                        "Exposed API / Public Exports": 66,
+                        "State Mutations / Variable Reassignments": 138,
+                        "Commented-out Code (Dead Logic)": 9,
+                        "Structured Documentation Blocks": 43,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
+                        "Closures and Anonymous Functions": 6,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 130,
-                        "Generic Type Abstractions": 940,
-                        "Collection Iterators / Comprehensions": 20,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 51,
-                        "Module Dependencies (Imports)": 17,
+                        "Decorators and Annotations": 4,
+                        "Generic Type Abstractions": 65,
+                        "Collection Iterators / Comprehensions": 11,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 13,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 20,
-                        "Pointer Arithmetic & Addressing": 198,
-                        "Manual Memory Allocation": 1,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 85,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 33,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
-                        "Thread Synchronization Locks": 4,
-                        "Immutable Data Declarations": 15,
+                        "Bitwise Operations": 17,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 12,
+                        "Private / Encapsulated Scopes": 66,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2309,
+                        "Structural Space Indentations": 1384,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -529261,13 +529682,13 @@
                         "Vectorized Math & Tensor Operations": 0,
                         "Core Var Decl": 136,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 49,
-                        "Design Pascal Case": 67,
+                        "Design Snake Case": 119,
+                        "Design Pascal Case": 3,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 20,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 18,
-                        "Orphaned Logic": 5,
+                        "Design Short Vars": 14,
+                        "Design Long Vars": 2,
+                        "Duplicate Logic": 25,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -529291,37 +529712,40 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 19,
+                        "Direct Upstream (Fragility)": 22,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Deserializer",
-                        "EnumAccess",
-                        "Error",
-                        "InPlaceSeed",
-                        "MapAccess",
-                        "SeqAccess",
-                        "Unexpected",
-                        "VariantAccess",
-                        "Visitor",
-                        "crate::de::\n    Deserialize",
-                        "crate::de::Deserialize",
-                        "crate::lib::*",
-                        "crate::lib::net::IpAddr",
-                        "crate::lib::net::SocketAddr",
-                        "crate::private",
-                        "crate::private::self",
-                        "crate::private::size_hint",
-                        "std::os::unix::ffi::OsStringExt",
-                        "std::os::windows::ffi::OsStringExt"
+                        "Ctxt",
+                        "Ident",
+                        "Lifetime",
+                        "Name",
+                        "Span",
+                        "Token",
+                        "TokenStream",
+                        "TokenTree",
+                        "crate::internals::case::RenameRule",
+                        "crate::internals::name::MultiName",
+                        "crate::internals::symbol::*",
+                        "crate::internals::ungroup",
+                        "proc_macro2::Spacing",
+                        "quote::ToTokens",
+                        "std::borrow::Cow",
+                        "std::collections::BTreeSet",
+                        "std::iter::FromIterator",
+                        "syn::meta::ParseNestedMeta",
+                        "syn::parse::ParseStream",
+                        "syn::punctuated::Punctuated",
+                        "syn::spanned::Spanned",
+                        "syn::token"
                     ]
                 },
-                "rust/serde/serde_core_de_mod.rs": {
+                "rust/serde/test_annotations.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_core_de_mod.rs",
-                        "Path": "rust/serde/serde_core_de_mod.rs",
+                        "Filename": "test_annotations.rs",
+                        "Path": "rust/serde/test_annotations.rs",
                         "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -529331,9 +529755,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6246.42,
-                        "Y": 43.44,
-                        "Z": 4489.54
+                        "X": -7107.13,
+                        "Y": 28.12,
+                        "Z": 3962.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -529342,26 +529766,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2393,
-                        "Coding LOC": 831,
-                        "Documentation LOC": 1401,
-                        "Structural Magnitude": 331.22,
-                        "Control Flow Ratio": "11.4%",
+                        "Total LOC": 3577,
+                        "Coding LOC": 3187,
+                        "Documentation LOC": 130,
+                        "Structural Magnitude": 295.54,
+                        "Control Flow Ratio": "13.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.314
+                        "Raw Cognitive Density": 0.038
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.43%",
-                        "Error & Exception Exposure": "1.73%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "3.78%",
+                        "Cognitive Load Exposure": "5.49%",
+                        "Error & Exception Exposure": "33.15%",
+                        "Tech Debt Exposure": "53.97%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.34%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "41.23%",
-                        "Commented Logic Exposure": "32.23%",
+                        "State Flux Exposure": "9.54%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -529370,1167 +529794,1279 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 32,
+                            "Function Name": "deserialize_string_as_variant",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2360,
-                            "End Line": 2391
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 1205,
+                            "End Line": 1224
                         },
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2338,
-                            "End Line": 2354
+                            "Function Name": "flatten_any_after_flatten_struct",
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "23.5%",
+                            "Start Line": 2426,
+                            "End Line": 2485
                         },
                         {
-                            "Function Name": "unknown_variant",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "test_partially_untagged_enum_desugared",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 85,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 251,
-                            "End Line": 265
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 1680,
+                            "End Line": 1764
                         },
                         {
-                            "Function Name": "unknown_field",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 269,
-                            "End Line": 283
+                            "Function Name": "deserialize",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 2432,
+                            "End Line": 2455
                         },
                         {
-                            "Function Name": "next_entry_seed",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1872,
-                            "End Line": 1889
+                            "Function Name": "deserialize_with",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 71,
+                            "End Line": 80
                         },
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 1,
+                            "Function Name": "serialize_with",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 402,
-                            "End Line": 424
-                        },
-                        {
-                            "Function Name": "deserialize_tuple_struct",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1136,
-                            "End Line": 1143
-                        },
-                        {
-                            "Function Name": "deserialize_struct",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1152,
-                            "End Line": 1159
-                        },
-                        {
-                            "Function Name": "deserialize_enum",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1163,
-                            "End Line": 1170
-                        },
-                        {
-                            "Function Name": "next_entry_seed",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1964,
-                            "End Line": 1975
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 58,
+                            "End Line": 67
                         },
                         {
-                            "Function Name": "deserialize_unit_struct",
-                            "Structural Impact": 2.4,
+                            "Function Name": "visit_map",
+                            "Structural Impact": 5.5,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1105,
-                            "End Line": 1111
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2445,
+                            "End Line": 2451
                         },
                         {
-                            "Function Name": "deserialize_newtype_struct",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "lifetime_propagation",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 82,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1115,
-                            "End Line": 1121
+                            "Start Line": 2198,
+                            "End Line": 2279
                         },
                         {
-                            "Function Name": "struct_variant",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2273,
-                            "End Line": 2279
+                            "Function Name": "deserialize_i8_as_unit_variant",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1187,
+                            "End Line": 1196
                         },
                         {
-                            "Function Name": "visit_i128",
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+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 44,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 34,
+                        "Design Pascal Case": 7,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 12,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 52,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 28,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Deserialize",
+                        "Deserializer",
+                        "E::*",
+                        "Exp::*",
+                        "HashMap",
+                        "IgnoredAny",
+                        "MapAccess",
+                        "Serialize",
+                        "Serializer",
+                        "Test::*",
+                        "Token",
+                        "Unexpected",
+                        "Visitor",
+                        "assert_de_tokens_error",
+                        "assert_ser_tokens",
+                        "assert_ser_tokens_error",
+                        "assert_tokens",
+                        "desugared::Test",
+                        "serde::de::self",
+                        "serde::ser::Serialize",
+                        "serde_derive::Deserialize",
+                        "serde_test::\n    assert_de_tokens",
+                        "std::collections::BTreeMap",
+                        "std::convert::TryFrom",
+                        "std::fmt",
+                        "std::iter::FromIterator",
+                        "std::marker::PhantomData",
+                        "super::*"
+                    ]
+                }
+            }
+        },
+        "c/doom": {
+            "Directory Group Magnitude": 3020.0,
+            "File Count": 13,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "84.6%",
+                "Static: Literature & Documentation": "15.4%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "32.13%",
+                "Error & Exception Exposure": "60.76%",
+                "Tech Debt Exposure": "14.87%",
+                "Testing Exposure": "31.86%",
+                "API Exposure": "6.92%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "63.06%",
+                "Commented Logic Exposure": "8.0%",
+                "Specification Exposure": "76.92%",
+                "Instability Exposure": "42.31%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "26.74%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "c/doom/d_main.c": {
+                    "1. Artifact Identity": {
+                        "Filename": "d_main.c",
+                        "Path": "c/doom/d_main.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (58.4% Spaces / 41.6% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5829.47,
+                        "Y": -150.25,
+                        "Z": -5659.43
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1172,
+                        "Coding LOC": 788,
+                        "Documentation LOC": 175,
+                        "Structural Magnitude": 812.16,
+                        "Control Flow Ratio": "72.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.367
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "92.18%",
+                        "Error & Exception Exposure": "98.61%",
+                        "Tech Debt Exposure": "18.47%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "9.69%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.34%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "48.21%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "newtype_variant",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2179,
-                            "End Line": 2185
+                            "Function Name": "D_DoomMain",
+                            "Structural Impact": 107.8,
+                            "Lines of Code (LOC)": 376,
+                            "Control Flow Branches": 88,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.0%",
+                            "Start Line": 796,
+                            "End Line": 1171
                         },
                         {
-                            "Function Name": "visit_none",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1637,
-                            "End Line": 1642
+                            "Function Name": "D_Display",
+                            "Structural Impact": 55.6,
+                            "Lines of Code (LOC)": 153,
+                            "Control Flow Branches": 47,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "77.0%",
+                            "Start Line": 193,
+                            "End Line": 345
                         },
                         {
-                            "Function Name": "visit_unit",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1658,
-                            "End Line": 1663
+                            "Function Name": "D_DoAdvanceDemo",
+                            "Structural Impact": 29.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 25,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 454,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "custom",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 195,
-                            "End Line": 197
+                            "Function Name": "IdentifyVersion",
+                            "Structural Impact": 23.8,
+                            "Lines of Code (LOC)": 155,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 563,
+                            "End Line": 717
                         },
                         {
-                            "Function Name": "missing_field",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 288,
-                            "End Line": 291
+                            "Function Name": "FindResponseFile",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.2%",
+                            "Start Line": 722,
+                            "End Line": 790
                         },
                         {
-                            "Function Name": "duplicate_field",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 295,
-                            "End Line": 298
+                            "Function Name": "D_DoomLoop",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 354,
+                            "End Line": 407
                         },
                         {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 561,
-                            "End Line": 563
+                            "Function Name": "D_ProcessEvents",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 161,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "is_human_readable",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "D_AddFile",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1252,
-                            "End Line": 1255
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 543,
+                            "End Line": 555
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1777,
-                            "End Line": 1780
+                            "Function Name": "D_PageTicker",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 423,
+                            "End Line": 427
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "D_PostEvent",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1805,
-                            "End Line": 1808
+                            "Start Line": 150,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "D_StartTitle",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1936,
-                            "End Line": 1939
+                            "Start Line": 525,
+                            "End Line": 530
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
+                            "Function Name": "D_PageDrawer",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2002,
-                            "End Line": 2005
-                        },
-                        {
-                            "Function Name": "unit_variant",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2128,
-                            "End Line": 2128
+                            "Start Line": 434,
+                            "End Line": 437
                         },
                         {
-                            "Function Name": "into_deserializer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "D_AdvanceDemo",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2321,
-                            "End Line": 2321
+                            "Start Line": 444,
+                            "End Line": 447
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 27,
-                        "Sequential Logic Declarations": 209,
-                        "Function Parameters": 111,
-                        "Function/Method Declarations": 111,
-                        "Class/Entity Declarations": 16,
-                        "Defensive Programming Constructs": 150,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 18,
-                        "State Mutations / Variable Reassignments": 52,
-                        "Commented-out Code (Dead Logic)": 60,
-                        "Structured Documentation Blocks": 1654,
+                        "Control Flow Branches": 203,
+                        "Sequential Logic Declarations": 76,
+                        "Function Parameters": 32,
+                        "Function/Method Declarations": 13,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 26,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 49,
+                        "State Mutations / Variable Reassignments": 484,
+                        "Commented-out Code (Dead Logic)": 4,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 60,
-                        "Generic Type Abstractions": 402,
+                        "Global State Dependencies": 13,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 5,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 6,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 12,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 30,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 5,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 1,
-                        "Pointer Arithmetic & Addressing": 111,
-                        "Manual Memory Allocation": 0,
+                        "Preprocessor Macros": 7,
+                        "Pointer Arithmetic & Addressing": 15,
+                        "Manual Memory Allocation": 8,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 9,
+                        "Ad-hoc Print / Debug Statements": 33,
+                        "Explicit Type Casts": 1,
                         "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 3,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 19,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 18,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 7,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 737,
+                        "Structural Tab Indentations": 219,
+                        "Structural Space Indentations": 308,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -530547,15 +531083,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 45,
+                        "Core Var Decl": 131,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 19,
-                        "Design Pascal Case": 18,
+                        "Design Snake Case": 131,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 8,
+                        "Design Short Vars": 18,
                         "Design Long Vars": 0,
-                        "Duplicate Logic": 4,
-                        "Orphaned Logic": 67,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -530579,72 +531115,74 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 28,
+                        "Direct Upstream (Fragility)": 30,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 5,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Deserialize",
-                        "DeserializeOwned",
-                        "DeserializeSeed",
-                        "Deserializer",
-                        "IntoDeserializer",
-                        "Result",
-                        "SeqAccess",
-                        "Unexpected",
-                        "VariantAccess",
-                        "Visitor",
-                        "core::error::Error",
-                        "crate::lib::*",
-                        "crate::std_error::Error",
-                        "self::Unexpected::*",
-                        "self::ignored_any::IgnoredAny",
-                        "serde::Deserialize",
-                        "serde::de::Deserialize",
-                        "serde::de::DeserializeSeed",
-                        "serde::de::self",
-                        "serde::de::value",
-                        "serde_derive::Deserialize",
-                        "std::error::Error",
-                        "std::fmt",
-                        "std::io::Read",
-                        "std::marker::PhantomData",
-                        "std::ops::Add",
-                        "std::str::FromStr",
-                        "value"
+                        "am_map.h",
+                        "d_main.h",
+                        "doomdef.h",
+                        "doomstat.h",
+                        "dstrings.h",
+                        "f_finale.h",
+                        "f_wipe.h",
+                        "fcntl.h",
+                        "g_game.h",
+                        "hu_stuff.h",
+                        "i_sound.h",
+                        "i_system.h",
+                        "i_video.h",
+                        "m_argv.h",
+                        "m_menu.h",
+                        "m_misc.h",
+                        "p_setup.h",
+                        "r_local.h",
+                        "s_sound.h",
+                        "sounds.h",
+                        "st_stuff.h",
+                        "stdio.h",
+                        "stdlib.h",
+                        "sys/stat.h",
+                        "sys/types.h",
+                        "unistd.h",
+                        "v_video.h",
+                        "w_wad.h",
+                        "wi_stuff.h",
+                        "z_zone.h"
                     ]
                 },
-                "rust/serde/serde_core_macros.rs": {
+                "c/doom/doomdef.h": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_core_macros.rs",
-                        "Path": "rust/serde/serde_core_macros.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
+                        "Filename": "doomdef.h",
+                        "Path": "c/doom/doomdef.h",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6712.32,
-                        "Y": 44.17,
-                        "Z": 4725.14
+                        "X": -4947.7,
+                        "Y": -239.87,
+                        "Z": -5690.91
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 231,
-                        "Coding LOC": 119,
-                        "Documentation LOC": 109,
-                        "Structural Magnitude": 17.38,
+                        "Total LOC": 339,
+                        "Coding LOC": 134,
+                        "Documentation LOC": 120,
+                        "Structural Magnitude": 32.68,
                         "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
+                        "Popularity Rank": 6,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
@@ -530652,55 +531190,55 @@
                     },
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Error & Exception Exposure": "58.68%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "API Exposure": "8.23%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "19.13%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "28.75%",
+                        "Commented Logic Exposure": "7.81%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 4,
+                        "Sequential Logic Declarations": 21,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Class/Entity Declarations": 11,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 107,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 5,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 6,
-                        "Generic Type Abstractions": 12,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 3,
-                        "Pointer Arithmetic & Addressing": 1,
+                        "Preprocessor Macros": 42,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -530708,15 +531246,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 9,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 108,
+                        "Structural Space Indentations": 58,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -530733,12 +531271,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -530765,522 +531303,239 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 6,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 6
                     },
                     "9. Extracted Dependencies": [
-                        "Deserializer",
-                        "Visitor",
-                        "serde::de::value",
-                        "serde::forward_to_deserialize_any",
-                        "std::marker::PhantomData"
+                        "stdio.h",
+                        "string.h"
                     ]
                 },
-                "rust/serde/serde_derive_de.rs": {
+                "c/doom/i_system.c": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_derive_de.rs",
-                        "Path": "rust/serde/serde_derive_de.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Filename": "i_system.c",
+                        "Path": "c/doom/i_system.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (95.2% Spaces / 4.8% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6512.77,
-                        "Y": 139.3,
-                        "Z": 3731.27
+                        "X": -5092.59,
+                        "Y": -93.74,
+                        "Z": -6291.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 977,
-                        "Coding LOC": 800,
-                        "Documentation LOC": 82,
-                        "Structural Magnitude": 347.2,
-                        "Control Flow Ratio": "31.5%",
+                        "Total LOC": 184,
+                        "Coding LOC": 107,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 59.34,
+                        "Control Flow Ratio": "16.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.28
+                        "Raw Cognitive Density": 0.47
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.27%",
-                        "Error & Exception Exposure": "21.75%",
-                        "Tech Debt Exposure": "16.45%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "1.6%",
+                        "Cognitive Load Exposure": "24.57%",
+                        "Error & Exception Exposure": "77.35%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.44%",
+                        "API Exposure": "9.65%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "54.98%",
-                        "Commented Logic Exposure": "5.18%",
+                        "State Flux Exposure": "96.75%",
+                        "Commented Logic Exposure": "7.51%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "88.21%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "deserialize_seq",
-                            "Structural Impact": 39.5,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "30.8%",
-                            "Start Line": 451,
-                            "End Line": 552
-                        },
-                        {
-                            "Function Name": "deserialize_seq_in_place",
-                            "Structural Impact": 26.8,
-                            "Lines of Code (LOC)": 88,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 554,
-                            "End Line": 641
-                        },
-                        {
-                            "Function Name": "deserialize_body",
-                            "Structural Impact": 20.3,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "76.9%",
-                            "Start Line": 306,
-                            "End Line": 330
-                        },
-                        {
-                            "Function Name": "deserialize_in_place_body",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 332,
-                            "End Line": 375
-                        },
-                        {
-                            "Function Name": "deserialize_transparent",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "38.5%",
-                            "Start Line": 383,
-                            "End Line": 423
-                        },
-                        {
-                            "Function Name": "unwrap_to_variant_closure",
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-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 719,
-                            "End Line": 764
-                        },
-                        {
-                            "Function Name": "expand_derive_deserialize",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.8%",
-                            "Start Line": 25,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "needs_deserialize_bound",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 236,
-                            "End Line": 245
-                        },
-                        {
-                            "Function Name": "expr_is_missing",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 766,
-                            "End Line": 806
-                        },
-                        {
-                            "Function Name": "expr_is_missing_seq",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 808,
-                            "End Line": 839
-                        },
-                        {
-                            "Function Name": "to_tokens",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 876,
-                            "End Line": 906
-                        },
-                        {
-                            "Function Name": "wrap_deserialize_with",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 664,
-                            "End Line": 708
-                        },
-                        {
-                            "Function Name": "borrowed_lifetimes",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 292,
-                            "End Line": 304
-                        },
-                        {
-                            "Function Name": "precondition_no_de_lifetime",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 102,
-                            "End Line": 114
-                        },
-                        {
-                            "Function Name": "precondition_sized",
-                            "Structural Impact": 7.5,
+                            "Function Name": "I_WaitVBL",
+                            "Structural Impact": 4.8,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 89,
-                            "End Line": 100
-                        },
-                        {
-                            "Function Name": "build_generics",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 192,
-                            "End Line": 228
-                        },
-                        {
-                            "Function Name": "requires_default",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 249,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "de_type_generics_to_tokens",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 920,
-                            "End Line": 940
-                        },
-                        {
-                            "Function Name": "effective_style",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 841,
-                            "End Line": 846
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 126,
+                            "End Line": 137
                         },
                         {
-                            "Function Name": "to_tokens",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "I_Error",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 861,
-                            "End Line": 871
-                        },
-                        {
-                            "Function Name": "de_lifetime_param",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 270,
-                            "End Line": 280
-                        },
-                        {
-                            "Function Name": "de_lifetime",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 263,
-                            "End Line": 268
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 162,
+                            "End Line": 183
                         },
                         {
-                            "Function Name": "has_flatten",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "I_GetTime",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 850,
-                            "End Line": 854
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 145,
-                            "End Line": 163
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 88,
+                            "End Line": 100
                         },
                         {
-                            "Function Name": "wrap_deserialize_field_with",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "I_Tactile",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 710,
-                            "End Line": 716
+                            "Start Line": 54,
+                            "End Line": 62
                         },
                         {
-                            "Function Name": "to_tokens",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "I_AllocLow",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 950,
-                            "End Line": 958
+                            "Start Line": 147,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "generics_with_de_lifetime",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "I_ZoneBase",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 174,
-                            "End Line": 186
+                            "Start Line": 76,
+                            "End Line": 80
                         },
                         {
-                            "Function Name": "deserialize_in_place",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "I_Quit",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 366,
-                            "End Line": 371
+                            "Start Line": 116,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "precondition",
-                            "Structural Impact": 1.9,
+                            "Function Name": "I_BaseTiccmd",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 84,
-                            "End Line": 87
+                            "Start Line": 65,
+                            "End Line": 68
                         },
                         {
-                            "Function Name": "deserialize_in_place_body",
-                            "Structural Impact": 1.9,
+                            "Function Name": "I_GetHeapSize",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 377,
-                            "End Line": 380
-                        },
-                        {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 692,
-                            "End Line": 701
-                        },
-                        {
-                            "Function Name": "to_tokens",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 943,
-                            "End Line": 945
-                        },
-                        {
-                            "Function Name": "deserialize_from",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 426,
-                            "End Line": 432
-                        },
-                        {
-                            "Function Name": "deserialize_try_from",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 435,
-                            "End Line": 441
-                        },
-                        {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 66,
-                            "End Line": 71
-                        },
-                        {
-                            "Function Name": "type_name",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 167,
-                            "End Line": 169
+                            "Start Line": 71,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "field_i",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "I_Init",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 658,
-                            "End Line": 660
+                            "Start Line": 107,
+                            "End Line": 111
                         },
                         {
-                            "Function Name": "in_place",
-                            "Structural Impact": 1.6,
+                            "Function Name": "I_BeginRead",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 911,
-                            "End Line": 913
+                            "Start Line": 139,
+                            "End Line": 141
                         },
                         {
-                            "Function Name": "in_place",
-                            "Structural Impact": 1.6,
+                            "Function Name": "I_EndRead",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 963,
-                            "End Line": 965
-                        },
-                        {
-                            "Function Name": "place_lifetime",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 968,
-                            "End Line": 976
+                            "Start Line": 143,
+                            "End Line": 145
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 93,
-                        "Sequential Logic Declarations": 202,
-                        "Function Parameters": 67,
-                        "Function/Method Declarations": 40,
-                        "Class/Entity Declarations": 10,
-                        "Defensive Programming Constructs": 115,
-                        "Type/Safety Bypasses": 3,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 21,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 12,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 53,
+                        "Exposed API / Public Exports": 16,
+                        "State Mutations / Variable Reassignments": 16,
                         "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 30,
-                        "Unit Test Assertions": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 5,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 14,
-                        "Generic Type Abstractions": 52,
-                        "Collection Iterators / Comprehensions": 21,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 13,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 35,
-                        "Manual Memory Allocation": 0,
+                        "Preprocessor Macros": 6,
+                        "Pointer Arithmetic & Addressing": 6,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 2,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 679,
+                        "Structural Tab Indentations": 2,
+                        "Structural Space Indentations": 40,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -531288,7 +531543,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -531297,15 +531552,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 98,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 93,
-                        "Design Pascal Case": 5,
+                        "Design Snake Case": 6,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -531329,210 +531584,322 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 33,
+                        "Direct Upstream (Fragility)": 13,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Ctxt",
-                        "Data",
-                        "Derive",
-                        "Field",
-                        "Fragment",
-                        "Ident",
-                        "Index",
-                        "Member",
-                        "Stmts",
-                        "Style",
-                        "ToTokens",
-                        "TokenStream",
-                        "Variant",
-                        "crate::bound",
-                        "crate::deprecated::allow_deprecated",
-                        "crate::fragment::Expr",
-                        "crate::internals::ast::Container",
-                        "crate::internals::attr",
-                        "crate::internals::name::Name",
-                        "dummy",
-                        "pretend",
-                        "private",
-                        "proc_macro2::Span",
-                        "quote::quote",
-                        "quote_spanned",
-                        "replace_receiver",
-                        "std::collections::BTreeSet",
-                        "std::ptr",
-                        "syn::parse_quote",
-                        "syn::punctuated::Punctuated",
-                        "syn::spanned::Spanned",
-                        "this",
-                        "ungroup"
+                        "d_net.h",
+                        "doomdef.h",
+                        "g_game.h",
+                        "i_sound.h",
+                        "i_system.h",
+                        "i_video.h",
+                        "m_misc.h",
+                        "stdarg.h",
+                        "stdio.h",
+                        "stdlib.h",
+                        "string.h",
+                        "sys/time.h",
+                        "unistd.h"
                     ]
                 },
-                "rust/serde/serde_internals_ast.rs": {
+                "c/doom/m_fixed.c": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_internals_ast.rs",
-                        "Path": "rust/serde/serde_internals_ast.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Filename": "m_fixed.c",
+                        "Path": "c/doom/m_fixed.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (86.7% Spaces / 13.3% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6049.45,
-                        "Y": 121.45,
-                        "Z": 4003.93
+                        "X": -6188.98,
+                        "Y": -82.17,
+                        "Z": -5835.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 226,
-                        "Coding LOC": 190,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 91.1,
-                        "Control Flow Ratio": "32.6%",
+                        "Total LOC": 88,
+                        "Coding LOC": 41,
+                        "Documentation LOC": 26,
+                        "Structural Magnitude": 26.42,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.221
+                        "Raw Cognitive Density": 0.38
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.38%",
-                        "Error & Exception Exposure": "31.25%",
-                        "Tech Debt Exposure": "12.2%",
-                        "Testing Exposure": "2.38%",
-                        "API Exposure": "5.78%",
+                        "Cognitive Load Exposure": "18.54%",
+                        "Error & Exception Exposure": "71.97%",
+                        "Tech Debt Exposure": "99.85%",
+                        "Testing Exposure": "2.49%",
+                        "API Exposure": "4.63%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "63.35%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "94.27%",
+                        "Commented Logic Exposure": "12.16%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "74.09%",
+                        "Documentation Exposure": "17.04%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "from_ast",
-                            "Structural Impact": 18.4,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 62,
-                            "End Line": 115
-                        },
-                        {
-                            "Function Name": "enum_from_ast",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "FixedDiv2",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 133,
-                            "End Line": 172
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 69,
+                            "End Line": 87
                         },
                         {
-                            "Function Name": "fields_from_ast",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 28,
+                            "Function Name": "FixedDiv",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 5,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 198,
-                            "End Line": 225
-                        },
-                        {
-                            "Function Name": "struct_from_ast",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 174,
-                            "End Line": 196
-                        },
-                        {
-                            "Function Name": "all_fields",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 119,
-                            "End Line": 126
+                            "Start Line": 57,
+                            "End Line": 65
                         },
                         {
-                            "Function Name": "has_getter",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "FixedMul",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 130
+                            "Start Line": 43,
+                            "End Line": 49
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 14,
-                        "Sequential Logic Declarations": 29,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 19,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 22,
-                        "State Mutations / Variable Reassignments": 14,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 18,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 7,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 1,
-                        "Generic Type Abstractions": 32,
-                        "Collection Iterators / Comprehensions": 4,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 4,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 4,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 4,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 2,
+                        "Structural Space Indentations": 13,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 2,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 2,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 1,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "doomtype.h",
+                        "i_system.h",
+                        "m_fixed.h",
+                        "stdlib.h"
+                    ]
+                },
+                "c/doom/m_fixed.h": {
+                    "1. Artifact Identity": {
+                        "Filename": "m_fixed.h",
+                        "Path": "c/doom/m_fixed.h",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Sibling Anchor (.c)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5250.94,
+                        "Y": 63.22,
+                        "Z": -6598.12
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 52,
+                        "Coding LOC": 12,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 19.24,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 3,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "8.11%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "21.94%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "24.87%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 6,
-                        "Manual Memory Allocation": 3,
+                        "Preprocessor Macros": 6,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 8,
+                        "Bitwise Operations": 1,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 22,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 162,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -531549,15 +531916,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 1,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 1,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -531581,1018 +531948,838 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
-                    "9. Extracted Dependencies": [
-                        "Ctxt",
-                        "Derive",
-                        "check",
-                        "crate::internals::attr",
-                        "proc_macro2::Ident",
-                        "syn::Token",
-                        "syn::punctuated::Punctuated"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "rust/serde/serde_internals_attr.rs": {
+                "c/doom/p_mobj.c": {
                     "1. Artifact Identity": {
-                        "Filename": "serde_internals_attr.rs",
-                        "Path": "rust/serde/serde_internals_attr.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Filename": "p_mobj.c",
+                        "Path": "c/doom/p_mobj.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (63.6% Spaces / 36.4% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6565.24,
-                        "Y": 78.53,
-                        "Z": 4074.14
+                        "X": -5535.22,
+                        "Y": -102.3,
+                        "Z": -5989.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1819,
-                        "Coding LOC": 1507,
-                        "Documentation LOC": 173,
-                        "Structural Magnitude": 1112.14,
-                        "Control Flow Ratio": "49.9%",
+                        "Total LOC": 989,
+                        "Coding LOC": 631,
+                        "Documentation LOC": 158,
+                        "Structural Magnitude": 879.12,
+                        "Control Flow Ratio": "76.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.581
+                        "Raw Cognitive Density": 1.007
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.07%",
-                        "Error & Exception Exposure": "10.16%",
-                        "Tech Debt Exposure": "85.57%",
-                        "Testing Exposure": "2.5%",
-                        "API Exposure": "5.6%",
+                        "Cognitive Load Exposure": "73.63%",
+                        "Error & Exception Exposure": "99.35%",
+                        "Tech Debt Exposure": "46.93%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "8.96%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "77.95%",
-                        "Commented Logic Exposure": "7.21%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.14%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "31.0%",
+                        "Documentation Exposure": "20.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
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-                            "Structural Impact": 216.1,
-                            "Lines of Code (LOC)": 248,
-                            "Control Flow Branches": 76,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "53.9%",
-                            "Start Line": 1015,
-                            "End Line": 1262
-                        },
-                        {
-                            "Function Name": "from_ast",
-                            "Structural Impact": 180.0,
-                            "Lines of Code (LOC)": 309,
-                            "Control Flow Branches": 94,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "51.6%",
-                            "Start Line": 237,
-                            "End Line": 545
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-                        {
-                            "Function Name": "from_ast",
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-                            "Lines of Code (LOC)": 168,
-                            "Control Flow Branches": 55,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 748,
-                            "End Line": 915
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-                        {
-                            "Function Name": "get_ser_and_de",
-                            "Structural Impact": 38.0,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "57.7%",
-                            "Start Line": 1341,
-                            "End Line": 1384
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-                            "Function Name": "parse_lit_into_lifetimes",
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-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 1541,
-                            "End Line": 1577
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-                        {
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-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 622,
-                            "End Line": 681
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-                        {
-                            "Function Name": "get_lit_str2",
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-                            "Control Flow Branches": 6,
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-                            "Start Line": 1419,
-                            "End Line": 1453
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-                            "Start Line": 1732,
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-                            "Control Flow Branches": 6,
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-                            "Start Line": 1609,
-                            "End Line": 1631
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-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
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-                            "Start Line": 1633,
-                            "End Line": 1655
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-                        {
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-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
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-                            "Control Flow Ratio": "45.5%",
-                            "Start Line": 1799,
-                            "End Line": 1818
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-                        {
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1497,
-                            "End Line": 1516
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-                        {
-                            "Function Name": "parse_lit_into_path",
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-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 1455,
-                            "End Line": 1474
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-                        {
-                            "Function Name": "parse_lit_into_expr_path",
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-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
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-                            "Start Line": 1476,
-                            "End Line": 1495
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-                        {
-                            "Function Name": "parse_lit_into_ty",
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-                            "Control Flow Branches": 3,
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-                            "Start Line": 1518,
-                            "End Line": 1537
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-                        {
-                            "Function Name": "is_primitive_path",
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-                            "Control Flow Branches": 3,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1702,
-                            "End Line": 1707
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-                        {
-                            "Function Name": "borrowable_lifetimes",
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-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1716,
-                            "End Line": 1730
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-                        {
-                            "Function Name": "decide_identifier",
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 683,
-                            "End Line": 725
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-                        {
-                            "Function Name": "set",
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-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 41,
-                            "End Line": 51
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-                        {
-                            "Function Name": "rename_by_rules",
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-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 925,
-                            "End Line": 938
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-                        {
-                            "Function Name": "rename_by_rules",
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-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1272,
-                            "End Line": 1284
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-                        {
-                            "Function Name": "is_reference",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1677,
-                            "End Line": 1682
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-                        {
-                            "Function Name": "is_primitive_type",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1695,
-                            "End Line": 1700
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-                        {
-                            "Function Name": "at_most_one",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 117,
-                            "End Line": 126
-                        },
-                        {
-                            "Function Name": "get_renames",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1386,
-                            "End Line": 1393
-                        },
-                        {
-                            "Function Name": "insert",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 110,
-                            "End Line": 115
-                        },
-                        {
-                            "Function Name": "set_opt",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 53,
-                            "End Line": 57
-                        },
-                        {
-                            "Function Name": "get_multiple_renames",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1395,
-                            "End Line": 1401
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-                        {
-                            "Function Name": "get_where_predicates",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1403,
-                            "End Line": 1409
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-                        {
-                            "Function Name": "set_if_none",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 59,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "is_some",
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-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 226,
-                            "End Line": 232
-                        },
-                        {
-                            "Function Name": "get_with_tokens",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 69,
-                            "End Line": 74
-                        },
-                        {
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1005,
-                            "End Line": 1010
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-                        {
-                            "Function Name": "is_slice_u8",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1688,
-                            "End Line": 1693
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-                        {
-                            "Function Name": "is_implicitly_borrowed",
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1579,
-                            "End Line": 1581
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-                        {
-                            "Function Name": "is_implicitly_borrowed_reference",
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-                            "Control Flow Branches": 1,
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-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1583,
-                            "End Line": 1585
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-                        {
-                            "Function Name": "get_lit_str",
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-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1411,
-                            "End Line": 1417
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-                        {
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-                            "Start Line": 32,
-                            "End Line": 39
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-                        {
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-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 108
-                        },
-                        {
-                            "Function Name": "or",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
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-                            "Start Line": 146,
-                            "End Line": 151
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-                        {
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-                            "Start Line": 80,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "set_true",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 84,
-                            "End Line": 86
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-                        {
-                            "Function Name": "get",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 67
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-                        {
-                            "Function Name": "get",
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-                            "Control Flow Branches": 0,
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-                            "Start Line": 88,
-                            "End Line": 90
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-                        {
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "unraw",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 135
-                        },
-                        {
-                            "Function Name": "name",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 547,
-                            "End Line": 549
-                        },
-                        {
-                            "Function Name": "rename_all_rules",
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-                            "Start Line": 551,
-                            "End Line": 553
-                        },
-                        {
-                            "Function Name": "rename_all_fields_rules",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
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-                            "Start Line": 555,
-                            "End Line": 557
-                        },
-                        {
-                            "Function Name": "transparent",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 559,
-                            "End Line": 561
-                        },
-                        {
-                            "Function Name": "deny_unknown_fields",
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-                            "Start Line": 563,
-                            "End Line": 565
-                        },
-                        {
-                            "Function Name": "default",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 567,
-                            "End Line": 569
-                        },
-                        {
-                            "Function Name": "ser_bound",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 571,
-                            "End Line": 573
-                        },
-                        {
-                            "Function Name": "de_bound",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 575,
-                            "End Line": 577
-                        },
-                        {
-                            "Function Name": "tag",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 579,
-                            "End Line": 581
-                        },
-                        {
-                            "Function Name": "type_from",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 583,
-                            "End Line": 585
-                        },
-                        {
-                            "Function Name": "type_try_from",
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-                            "Lines of Code (LOC)": 3,
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 587,
-                            "End Line": 589
-                        },
-                        {
-                            "Function Name": "type_into",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 591,
-                            "End Line": 593
-                        },
-                        {
-                            "Function Name": "remote",
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-                            "Lines of Code (LOC)": 3,
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 595,
-                            "End Line": 597
-                        },
-                        {
-                            "Function Name": "is_packed",
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-                            "Start Line": 599,
-                            "End Line": 601
-                        },
-                        {
-                            "Function Name": "identifier",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 603,
-                            "End Line": 605
-                        },
-                        {
-                            "Function Name": "custom_serde_path",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 607,
-                            "End Line": 609
-                        },
-                        {
-                            "Function Name": "expecting",
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-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 613,
-                            "End Line": 615
-                        },
-                        {
-                            "Function Name": "non_exhaustive",
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 617,
-                            "End Line": 619
-                        },
-                        {
-                            "Function Name": "name",
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-                            "Lines of Code (LOC)": 3,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 917,
-                            "End Line": 919
-                        },
-                        {
-                            "Function Name": "aliases",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 921,
-                            "End Line": 923
-                        },
-                        {
-                            "Function Name": "rename_all_rules",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 940,
-                            "End Line": 942
-                        },
-                        {
-                            "Function Name": "ser_bound",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_XYMovement",
+                            "Structural Impact": 68.6,
+                            "Lines of Code (LOC)": 128,
+                            "Control Flow Branches": 43,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 944,
-                            "End Line": 946
+                            "Control Flow Ratio": "86.0%",
+                            "Start Line": 114,
+                            "End Line": 241
                         },
                         {
-                            "Function Name": "de_bound",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_ZMovement",
+                            "Structural Impact": 44.8,
+                            "Lines of Code (LOC)": 104,
+                            "Control Flow Branches": 27,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 948,
-                            "End Line": 950
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 246,
+                            "End Line": 349
                         },
                         {
-                            "Function Name": "skip_deserializing",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_SpawnMapThing",
+                            "Structural Impact": 42.7,
+                            "Lines of Code (LOC)": 90,
+                            "Control Flow Branches": 26,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 952,
-                            "End Line": 954
+                            "Control Flow Ratio": "78.8%",
+                            "Start Line": 708,
+                            "End Line": 797
                         },
                         {
-                            "Function Name": "skip_serializing",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_MobjThinker",
+                            "Structural Impact": 27.0,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 16,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 956,
-                            "End Line": 958
+                            "Control Flow Ratio": "64.0%",
+                            "Start Line": 415,
+                            "End Line": 473
                         },
                         {
-                            "Function Name": "other",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 960,
-                            "End Line": 962
+                            "Function Name": "P_SpawnMobj",
+                            "Structural Impact": 16.2,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 479,
+                            "End Line": 534
                         },
                         {
-                            "Function Name": "serialize_with",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 964,
-                            "End Line": 966
+                            "Function Name": "P_SpawnBlood",
+                            "Structural Impact": 14.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 838,
+                            "End Line": 859
                         },
                         {
-                            "Function Name": "deserialize_with",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_SpawnPlayer",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 968,
-                            "End Line": 970
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 642,
+                            "End Line": 700
                         },
                         {
-                            "Function Name": "untagged",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 972,
-                            "End Line": 974
+                            "Function Name": "P_RespawnSpecials",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 578,
+                            "End Line": 631
                         },
                         {
-                            "Function Name": "name",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1264,
-                            "End Line": 1266
+                            "Function Name": "P_SpawnPlayerMissile",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 934,
+                            "End Line": 987
                         },
                         {
-                            "Function Name": "aliases",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1268,
-                            "End Line": 1270
+                            "Function Name": "P_SetMobjState",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 53,
+                            "End Line": 84
                         },
                         {
-                            "Function Name": "skip_serializing",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1286,
-                            "End Line": 1288
+                            "Function Name": "P_SpawnMissile",
+                            "Structural Impact": 10.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 888,
+                            "End Line": 927
                         },
                         {
-                            "Function Name": "skip_deserializing",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_NightmareRespawn",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1290,
-                            "End Line": 1292
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 356,
+                            "End Line": 409
                         },
                         {
-                            "Function Name": "skip_serializing_if",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_RemoveMobj",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1294,
-                            "End Line": 1296
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 546,
+                            "End Line": 570
                         },
                         {
-                            "Function Name": "default",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1298,
-                            "End Line": 1300
+                            "Function Name": "P_SpawnPuff",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 811,
+                            "End Line": 831
                         },
                         {
-                            "Function Name": "serialize_with",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_ExplodeMissile",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1302,
-                            "End Line": 1304
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 90,
+                            "End Line": 105
                         },
                         {
-                            "Function Name": "deserialize_with",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "P_CheckMissileSpawn",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1306,
-                            "End Line": 1308
-                        },
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 868,
+                            "End Line": 882
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 162,
+                        "Sequential Logic Declarations": 50,
+                        "Function Parameters": 18,
+                        "Function/Method Declarations": 16,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 24,
+                        "State Mutations / Variable Reassignments": 536,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 10,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 2,
+                        "Pointer Arithmetic & Addressing": 364,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 33,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 169,
+                        "Structural Space Indentations": 295,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 65,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 65,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 35,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 5,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 10,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "doomdef.h",
+                        "doomstat.h",
+                        "hu_stuff.h",
+                        "i_system.h",
+                        "m_random.h",
+                        "p_local.h",
+                        "s_sound.h",
+                        "sounds.h",
+                        "st_stuff.h",
+                        "z_zone.h"
+                    ]
+                },
+                "c/doom/p_mobj.h": {
+                    "1. Artifact Identity": {
+                        "Filename": "p_mobj.h",
+                        "Path": "c/doom/p_mobj.h",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Sibling Anchor (.c)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5735.95,
+                        "Y": -233.3,
+                        "Z": -5437.65
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 296,
+                        "Coding LOC": 80,
+                        "Documentation LOC": 169,
+                        "Structural Magnitude": 46.6,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "87.21%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "3.86%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.32%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 10,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 28,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 5,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 4,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 63,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 28,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 28,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                    },
+                    "9. Extracted Dependencies": [
+                        "d_think.h",
+                        "doomdata.h",
+                        "info.h",
+                        "m_fixed.h",
+                        "tables.h"
+                    ]
+                },
+                "c/doom/r_bsp.c": {
+                    "1. Artifact Identity": {
+                        "Filename": "r_bsp.c",
+                        "Path": "c/doom/r_bsp.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (70.7% Spaces / 29.3% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5485.49,
+                        "Y": -28.38,
+                        "Z": -6246.0
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 581,
+                        "Coding LOC": 331,
+                        "Documentation LOC": 127,
+                        "Structural Magnitude": 391.72,
+                        "Control Flow Ratio": "61.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.001
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "73.17%",
+                        "Error & Exception Exposure": "98.45%",
+                        "Tech Debt Exposure": "14.87%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "9.11%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.36%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "33.16%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "ser_bound",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "R_CheckBBox",
+                            "Structural Impact": 32.2,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1310,
-                            "End Line": 1312
+                            "Control Flow Ratio": "56.2%",
+                            "Start Line": 381,
+                            "End Line": 487
                         },
                         {
-                            "Function Name": "de_bound",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "R_AddLine",
+                            "Structural Impact": 31.8,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1314,
-                            "End Line": 1316
+                            "Control Flow Ratio": "72.0%",
+                            "Start Line": 259,
+                            "End Line": 356
                         },
                         {
-                            "Function Name": "borrowed_lifetimes",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1318,
-                            "End Line": 1320
+                            "Function Name": "R_ClipSolidWallSegment",
+                            "Structural Impact": 23.2,
+                            "Lines of Code (LOC)": 83,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 103,
+                            "End Line": 185
                         },
                         {
-                            "Function Name": "getter",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1322,
-                            "End Line": 1324
+                            "Function Name": "R_ClipPassWallSegment",
+                            "Structural Impact": 14.3,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 196,
+                            "End Line": 238
                         },
                         {
-                            "Function Name": "flatten",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "R_Subsector",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1326,
-                            "End Line": 1328
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 497,
+                            "End Line": 542
                         },
                         {
-                            "Function Name": "transparent",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "R_RenderBSPNode",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1330,
-                            "End Line": 1332
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 552,
+                            "End Line": 578
                         },
                         {
-                            "Function Name": "mark_transparent",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "R_ClearClipSegs",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1334,
-                            "End Line": 1336
+                            "Start Line": 245,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "is_str",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "R_ClearDrawSegs",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1684,
-                            "End Line": 1686
+                            "Start Line": 68,
+                            "End Line": 71
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 328,
-                        "Sequential Logic Declarations": 329,
-                        "Function Parameters": 108,
-                        "Function/Method Declarations": 91,
-                        "Class/Entity Declarations": 11,
-                        "Defensive Programming Constructs": 342,
+                        "Control Flow Branches": 63,
+                        "Sequential Logic Declarations": 39,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 66,
-                        "State Mutations / Variable Reassignments": 138,
-                        "Commented-out Code (Dead Logic)": 9,
-                        "Structured Documentation Blocks": 43,
+                        "Exposed API / Public Exports": 20,
+                        "State Mutations / Variable Reassignments": 239,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 6,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 4,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 2,
+                        "Pointer Arithmetic & Addressing": 74,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 8,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 72,
+                        "Structural Space Indentations": 174,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 55,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 55,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 6,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "doomdef.h",
+                        "doomstat.h",
+                        "i_system.h",
+                        "m_bbox.h",
+                        "r_main.h",
+                        "r_plane.h",
+                        "r_state.h",
+                        "r_things.h"
+                    ]
+                },
+                "c/doom/r_defs.h": {
+                    "1. Artifact Identity": {
+                        "Filename": "r_defs.h",
+                        "Path": "c/doom/r_defs.h",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5841.56,
+                        "Y": 109.12,
+                        "Z": -6331.35
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 491,
+                        "Coding LOC": 179,
+                        "Documentation LOC": 171,
+                        "Structural Magnitude": 37.58,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "9.67%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "15.23%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "26.08%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 40,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 20,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 19,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 7,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 4,
-                        "Generic Type Abstractions": 65,
-                        "Collection Iterators / Comprehensions": 11,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 13,
-                        "Authorship Metadata": 0,
+                        "Module Dependencies (Imports)": 4,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 85,
+                        "Preprocessor Macros": 9,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -532600,15 +532787,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 17,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 66,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1384,
+                        "Structural Space Indentations": 113,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -532625,15 +532812,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 136,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 119,
-                        "Design Pascal Case": 3,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 14,
-                        "Design Long Vars": 2,
-                        "Duplicate Logic": 25,
-                        "Orphaned Logic": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -532657,1019 +532844,543 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
+                        "Direct Upstream (Fragility)": 4,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 3,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Ctxt",
-                        "Ident",
-                        "Lifetime",
-                        "Name",
-                        "Span",
-                        "Token",
-                        "TokenStream",
-                        "TokenTree",
-                        "crate::internals::case::RenameRule",
-                        "crate::internals::name::MultiName",
-                        "crate::internals::symbol::*",
-                        "crate::internals::ungroup",
-                        "proc_macro2::Spacing",
-                        "quote::ToTokens",
-                        "std::borrow::Cow",
-                        "std::collections::BTreeSet",
-                        "std::iter::FromIterator",
-                        "syn::meta::ParseNestedMeta",
-                        "syn::parse::ParseStream",
-                        "syn::punctuated::Punctuated",
-                        "syn::spanned::Spanned",
-                        "syn::token"
+                        "d_think.h",
+                        "doomdef.h",
+                        "m_fixed.h",
+                        "p_mobj.h"
                     ]
                 },
-                "rust/serde/test_annotations.rs": {
+                "c/doom/w_wad.c": {
                     "1. Artifact Identity": {
-                        "Filename": "test_annotations.rs",
-                        "Path": "rust/serde/test_annotations.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Filename": "w_wad.c",
+                        "Path": "c/doom/w_wad.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (67.1% Spaces / 32.9% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7107.13,
-                        "Y": 28.12,
-                        "Z": 3962.58
+                        "X": -5286.63,
+                        "Y": -202.18,
+                        "Z": -5479.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3577,
-                        "Coding LOC": 3187,
-                        "Documentation LOC": 130,
-                        "Structural Magnitude": 295.54,
-                        "Control Flow Ratio": "13.4%",
+                        "Total LOC": 578,
+                        "Coding LOC": 323,
+                        "Documentation LOC": 116,
+                        "Structural Magnitude": 367.46,
+                        "Control Flow Ratio": "64.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.038
+                        "Raw Cognitive Density": 0.908
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.49%",
-                        "Error & Exception Exposure": "33.15%",
-                        "Tech Debt Exposure": "53.97%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.34%",
+                        "Cognitive Load Exposure": "65.28%",
+                        "Error & Exception Exposure": "98.57%",
+                        "Tech Debt Exposure": "13.23%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "9.58%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "9.54%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "7.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "38.97%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "deserialize_string_as_variant",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
+                            "Function Name": "W_AddFile",
+                            "Structural Impact": 19.9,
+                            "Lines of Code (LOC)": 86,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 1205,
-                            "End Line": 1224
-                        },
-                        {
-                            "Function Name": "flatten_any_after_flatten_struct",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "23.5%",
-                            "Start Line": 2426,
-                            "End Line": 2485
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 141,
+                            "End Line": 226
                         },
                         {
-                            "Function Name": "test_partially_untagged_enum_desugared",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 85,
-                            "Control Flow Branches": 2,
+                            "Function Name": "W_Profile",
+                            "Structural Impact": 15.7,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 1680,
-                            "End Line": 1764
-                        },
-                        {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 2432,
-                            "End Line": 2455
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 522,
+                            "End Line": 575
                         },
                         {
-                            "Function Name": "deserialize_with",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
+                            "Function Name": "W_ReadLump",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "75.0%",
-                            "Start Line": 71,
-                            "End Line": 80
+                            "Start Line": 431,
+                            "End Line": 467
                         },
                         {
-                            "Function Name": "serialize_with",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
+                            "Function Name": "ExtractFileBase",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 58,
-                            "End Line": 67
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 85,
+                            "End Line": 114
                         },
                         {
-                            "Function Name": "visit_map",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
+                            "Function Name": "W_CacheLumpNum",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 2445,
-                            "End Line": 2451
-                        },
-                        {
-                            "Function Name": "lifetime_propagation",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2198,
-                            "End Line": 2279
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 475,
+                            "End Line": 500
                         },
                         {
-                            "Function Name": "deserialize_i8_as_unit_variant",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
+                            "Function Name": "W_CheckNumForName",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1187,
-                            "End Line": 1196
-                        },
-                        {
-                            "Function Name": "test_partially_untagged_enum_generic",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "9.1%",
-                            "Start Line": 1641,
-                            "End Line": 1678
+                            "Start Line": 351,
+                            "End Line": 390
                         },
                         {
-                            "Function Name": "structs",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 0,
+                            "Function Name": "W_Reload",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3422,
-                            "End Line": 3484
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 236,
+                            "End Line": 275
                         },
                         {
-                            "Function Name": "unit_enum_with_unknown_fields",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3486,
-                            "End Line": 3542
+                            "Function Name": "W_InitMultipleFiles",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 292,
+                            "End Line": 316
                         },
                         {
-                            "Function Name": "into",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "W_GetNumForName",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1537,
-                            "End Line": 1545
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 399,
+                            "End Line": 409
                         },
                         {
-                            "Function Name": "from",
+                            "Function Name": "filelength",
                             "Structural Impact": 3.3,
                             "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1549,
-                            "End Line": 1557
-                        },
-                        {
-                            "Function Name": "test_expecting_message_identifier_enum",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1898,
-                            "End Line": 1943
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 74,
+                            "End Line": 82
                         },
                         {
-                            "Function Name": "try_from",
+                            "Function Name": "W_LumpLength",
                             "Structural Impact": 3.2,
                             "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1570,
-                            "End Line": 1576
-                        },
-                        {
-                            "Function Name": "from",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1712,
-                            "End Line": 1719
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 416,
+                            "End Line": 422
                         },
                         {
-                            "Function Name": "into",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "strupr",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1513,
-                            "End Line": 1517
-                        },
-                        {
-                            "Function Name": "test_expecting_message",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1834,
-                            "End Line": 1876
-                        },
-                        {
-                            "Function Name": "map_twice",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2052,
-                            "End Line": 2093
-                        },
-                        {
-                            "Function Name": "complex",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 103,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1948,
-                            "End Line": 2050
-                        },
-                        {
-                            "Function Name": "option",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2331,
-                            "End Line": 2399
-                        },
-                        {
-                            "Function Name": "straightforward",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2609,
-                            "End Line": 2645
-                        },
-                        {
-                            "Function Name": "test_partially_untagged_enum",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1610,
-                            "End Line": 1639
-                        },
-                        {
-                            "Function Name": "test_partially_untagged_internally_tagged_enum",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1766,
-                            "End Line": 1794
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 69,
+                            "End Line": 72
                         },
                         {
-                            "Function Name": "unknown_field",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 37,
+                            "Function Name": "W_CacheLumpName",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2129,
-                            "End Line": 2165
+                            "Start Line": 507,
+                            "End Line": 513
                         },
                         {
-                            "Function Name": "non_string_keys",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 30,
+                            "Function Name": "W_InitFile",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2167,
-                            "End Line": 2196
+                            "Start Line": 325,
+                            "End Line": 332
                         },
                         {
-                            "Function Name": "enum_tuple_and_struct",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 48,
+                            "Function Name": "W_NumLumps",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2282,
-                            "End Line": 2329
-                        },
+                            "Start Line": 339,
+                            "End Line": 342
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 51,
+                        "Sequential Logic Declarations": 28,
+                        "Function Parameters": 17,
+                        "Function/Method Declarations": 15,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 5,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 19,
+                        "Exposed API / Public Exports": 23,
+                        "State Mutations / Variable Reassignments": 227,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 13,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 5,
+                        "Pointer Arithmetic & Addressing": 38,
+                        "Manual Memory Allocation": 4,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 5,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 1,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 72,
+                        "Structural Space Indentations": 147,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 33,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 33,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 9,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 13,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "alloca.h",
+                        "ctype.h",
+                        "doomtype.h",
+                        "fcntl.h",
+                        "i_system.h",
+                        "m_swap.h",
+                        "malloc.h",
+                        "string.h",
+                        "sys/stat.h",
+                        "sys/types.h",
+                        "unistd.h",
+                        "w_wad.h",
+                        "z_zone.h"
+                    ]
+                },
+                "c/doom/z_zone.c": {
+                    "1. Artifact Identity": {
+                        "Filename": "z_zone.c",
+                        "Path": "c/doom/z_zone.c",
+                        "Language": "C",
+                        "Architect": "(C) 1993-1996 by id Software, Inc",
+                        "Indentation Style": "Mixed (61.0% Spaces / 39.0% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -6107.83,
+                        "Y": 1.26,
+                        "Z": -6134.09
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 468,
+                        "Coding LOC": 256,
+                        "Documentation LOC": 99,
+                        "Structural Magnitude": 339.22,
+                        "Control Flow Ratio": "67.9%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.965
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "70.25%",
+                        "Error & Exception Exposure": "99.63%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "8.45%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "6.82%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "26.35%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "serialize_variant_as_string",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Z_Malloc",
+                            "Structural Impact": 35.4,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1198,
-                            "End Line": 1203
-                        },
-                        {
-                            "Function Name": "unit_struct",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2575,
-                            "End Line": 2599
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 183,
+                            "End Line": 289
                         },
                         {
-                            "Function Name": "test_skip_serializing_struct",
-                            "Structural Impact": 2.0,
+                            "Function Name": "Z_DumpHeap",
+                            "Structural Impact": 19.1,
                             "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 818,
-                            "End Line": 852
-                        },
-                        {
-                            "Function Name": "test_skip_serializing_tuple_struct",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 863,
-                            "End Line": 890
-                        },
-                        {
-                            "Function Name": "test_skip_serializing_enum",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 947,
-                            "End Line": 1010
-                        },
-                        {
-                            "Function Name": "serialize_with",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1021,
-                            "End Line": 1026
-                        },
-                        {
-                            "Function Name": "test_elt_not_serialize",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1044,
-                            "End Line": 1067
-                        },
-                        {
-                            "Function Name": "test_serialize_with_struct",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1079,
-                            "End Line": 1111
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 326,
+                            "End Line": 360
                         },
                         {
-                            "Function Name": "test_serialize_with_enum",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1125,
-                            "End Line": 1159
+                            "Function Name": "Z_FileDumpHeap",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 366,
+                            "End Line": 392
                         },
                         {
-                            "Function Name": "assert_tokens_desugared",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1722,
-                            "End Line": 1726
+                            "Function Name": "Z_Free",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 122,
+                            "End Line": 172
                         },
                         {
-                            "Function Name": "test_transparent_struct",
-                            "Structural Impact": 2.0,
+                            "Function Name": "Z_FreeTags",
+                            "Structural Impact": 11.5,
                             "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1796,
-                            "End Line": 1818
-                        },
-                        {
-                            "Function Name": "test_expecting_message_externally_tagged_enum",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1878,
-                            "End Line": 1896
-                        },
-                        {
-                            "Function Name": "unsupported_type",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2095,
-                            "End Line": 2127
-                        },
-                        {
-                            "Function Name": "ignored_any",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2401,
-                            "End Line": 2424
-                        },
-                        {
-                            "Function Name": "alias",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2487,
-                            "End Line": 2547
-                        },
-                        {
-                            "Function Name": "unit",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2552,
-                            "End Line": 2573
-                        },
-                        {
-                            "Function Name": "unit",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2664,
-                            "End Line": 2696
-                        },
-                        {
-                            "Function Name": "newtype",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2698,
-                            "End Line": 2736
-                        },
-                        {
-                            "Function Name": "tuple",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2741,
-                            "End Line": 2779
-                        },
-                        {
-                            "Function Name": "struct_from_seq",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2784,
-                            "End Line": 2825
-                        },
-                        {
-                            "Function Name": "struct_from_map",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
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-                            "Control Flow Branches": 0,
+                            "Function Name": "Z_FreeMemory",
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-                            "Function Name": "default",
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-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "Z_ClearZone",
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-                        "Function Parameters": 88,
-                        "Function/Method Declarations": 88,
-                        "Class/Entity Declarations": 95,
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                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
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+                        "Global State Dependencies": 1,
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+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 21,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Scientific & Mathematical Operations": 0,
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+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
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                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 26,
-                        "Manual Memory Allocation": 3,
+                        "Preprocessor Macros": 2,
+                        "Pointer Arithmetic & Addressing": 147,
+                        "Manual Memory Allocation": 7,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 4,
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                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 1,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2887,
+                        "Structural Tab Indentations": 67,
+                        "Structural Space Indentations": 105,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -533686,15 +533397,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 44,
+                        "Core Var Decl": 24,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 34,
-                        "Design Pascal Case": 7,
+                        "Design Snake Case": 24,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 12,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 52,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -533718,46 +533429,335 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 28,
+                        "Direct Upstream (Fragility)": 3,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
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-                        "Exp::*",
-                        "HashMap",
-                        "IgnoredAny",
-                        "MapAccess",
-                        "Serialize",
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-                        "Token",
-                        "Unexpected",
-                        "Visitor",
-                        "assert_de_tokens_error",
-                        "assert_ser_tokens",
-                        "assert_ser_tokens_error",
-                        "assert_tokens",
-                        "desugared::Test",
-                        "serde::de::self",
-                        "serde::ser::Serialize",
-                        "serde_derive::Deserialize",
-                        "serde_test::\n    assert_de_tokens",
-                        "std::collections::BTreeMap",
-                        "std::convert::TryFrom",
-                        "std::fmt",
-                        "std::iter::FromIterator",
-                        "std::marker::PhantomData",
-                        "super::*"
+                        "doomdef.h",
+                        "i_system.h",
+                        "z_zone.h"
                     ]
+                },
+                "c/doom/LICENSE.TXT": {
+                    "1. Artifact Identity": {
+                        "Filename": "LICENSE.TXT",
+                        "Path": "c/doom/LICENSE.TXT",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5329.72,
+                        "Y": -268.97,
+                        "Z": -5114.69
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 341,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 281,
+                        "Structural Magnitude": 6.82,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "c/doom/README.TXT": {
+                    "1. Artifact Identity": {
+                        "Filename": "README.TXT",
+                        "Path": "c/doom/README.TXT",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "c",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Prose Extension (.txt)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -6185.92,
+                        "Y": 77.16,
+                        "Z": -6360.32
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "N/A",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 82,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 62,
+                        "Structural Magnitude": 1.64,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
                 }
             }
         },
         "objective-c/worldwideweb": {
-            "Directory Group Magnitude": 3005.8,
+            "Directory Group Magnitude": 2947.8,
             "File Count": 6,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -533767,14 +533767,14 @@
                 "Error & Exception Exposure": "76.33%",
                 "Tech Debt Exposure": "16.63%",
                 "Testing Exposure": "67.09%",
-                "API Exposure": "9.29%",
+                "API Exposure": "9.11%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "83.31%",
                 "Commented Logic Exposure": "3.45%",
                 "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "48.6%",
+                "Documentation Exposure": "48.56%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -533791,9 +533791,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9498.0,
-                        "Y": -139.03,
-                        "Z": -711.29
+                        "X": -9497.58,
+                        "Y": -138.86,
+                        "Z": -711.93
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -533805,7 +533805,7 @@
                         "Total LOC": 794,
                         "Coding LOC": 507,
                         "Documentation LOC": 154,
-                        "Structural Magnitude": 929.34,
+                        "Structural Magnitude": 868.34,
                         "Control Flow Ratio": "68.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -533818,14 +533818,14 @@
                         "Error & Exception Exposure": "99.51%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "14.95%",
+                        "API Exposure": "13.34%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.28%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.97%",
+                        "Documentation Exposure": "97.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -534251,7 +534251,7 @@
                         "Type/Safety Bypasses": 15,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 146,
+                        "Exposed API / Public Exports": 85,
                         "State Mutations / Variable Reassignments": 422,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
@@ -534365,9 +534365,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8916.42,
+                        "X": -8916.62,
                         "Y": 2.03,
-                        "Z": -690.17
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -534379,7 +534379,7 @@
                         "Total LOC": 364,
                         "Coding LOC": 220,
                         "Documentation LOC": 85,
-                        "Structural Magnitude": 183.8,
+                        "Structural Magnitude": 184.8,
                         "Control Flow Ratio": "53.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -534392,14 +534392,14 @@
                         "Error & Exception Exposure": "88.59%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "8.13%",
+                        "API Exposure": "8.42%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "18.21%",
+                        "Documentation Exposure": "20.83%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -534675,7 +534675,7 @@
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 10,
+                        "Exposed API / Public Exports": 11,
                         "State Mutations / Variable Reassignments": 89,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -534793,9 +534793,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9216.09,
+                        "X": -9216.33,
                         "Y": 29.16,
-                        "Z": -1235.56
+                        "Z": -1235.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -535288,9 +535288,9 @@
                         "Identity Proof": "Sibling Anchor (.m)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9806.19,
-                        "Y": -36.11,
-                        "Z": -1108.59
+                        "X": -9806.65,
+                        "Y": -36.14,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -535302,7 +535302,7 @@
                         "Total LOC": 95,
                         "Coding LOC": 62,
                         "Documentation LOC": 10,
-                        "Structural Magnitude": 91.44,
+                        "Structural Magnitude": 93.44,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 4,
                         "Raw Churn Frequency": 0.0,
@@ -535315,7 +535315,7 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "15.82%",
+                        "API Exposure": "16.05%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
@@ -535728,7 +535728,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 36,
+                        "Exposed API / Public Exports": 38,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -535841,9 +535841,9 @@
                         "Identity Proof": "Sibling Anchor (.h)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9281.04,
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                         "Y": -16.03,
-                        "Z": -1097.7
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -536541,9 +536541,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8808.24,
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                         "Y": 60.4,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550067,9 +550067,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7061.63,
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                         "Y": 53.06,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550309,9 +550309,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7984.64,
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                         "Y": -125.15,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550499,9 +550499,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8108.56,
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                         "Y": -83.53,
-                        "Z": -1627.52
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550730,9 +550730,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
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                     "2. Topological Coordinates": {
-                        "X": -7236.67,
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                         "Y": -68.34,
-                        "Z": -783.03
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550941,9 +550941,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
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                     "2. Topological Coordinates": {
-                        "X": -7825.0,
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                         "Y": -48.85,
-                        "Z": -1786.98
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551191,9 +551191,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6945.36,
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                         "Y": 32.05,
-                        "Z": -998.43
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551412,9 +551412,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6896.74,
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                         "Y": -17.15,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551592,9 +551592,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8291.68,
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                         "Y": -149.66,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551772,9 +551772,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7978.88,
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                         "Y": -120.86,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551973,9 +551973,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7211.09,
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                         "Y": 26.16,
-                        "Z": -1722.67
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552144,9 +552144,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7605.63,
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                         "Y": -3.2,
-                        "Z": -1802.56
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552326,9 +552326,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7289.73,
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                         "Y": -96.89,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552577,9 +552577,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7802.61,
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                         "Y": -126.43,
-                        "Z": -981.13
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552980,9 +552980,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7441.22,
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                         "Y": -50.38,
-                        "Z": -1498.05
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553181,9 +553181,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7565.26,
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                         "Y": -78.71,
-                        "Z": -1053.31
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553402,9 +553402,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7647.78,
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                         "Y": -103.05,
-                        "Z": -382.94
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553603,9 +553603,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6767.66,
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                         "Y": 9.14,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553773,9 +553773,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8120.7,
+                        "X": -8119.79,
                         "Y": -125.97,
-                        "Z": -728.01
+                        "Z": -727.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554018,9 +554018,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6689.67,
+                        "X": 6688.89,
                         "Y": 41.07,
-                        "Z": -5555.41
+                        "Z": -5554.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554540,9 +554540,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6407.18,
+                        "X": 6406.39,
                         "Y": 4.05,
-                        "Z": -4717.82
+                        "Z": -4717.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -555060,9 +555060,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6975.55,
+                        "X": 6974.77,
                         "Y": -122.07,
-                        "Z": -4573.65
+                        "Z": -4573.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -555455,9 +555455,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6731.85,
+                        "X": 6731.07,
                         "Y": -1.82,
-                        "Z": -5012.42
+                        "Z": -5011.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -557680,9 +557680,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7127.67,
+                        "X": 7126.88,
                         "Y": -36.01,
-                        "Z": -5410.17
+                        "Z": -5409.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -557968,9 +557968,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6494.09,
+                        "X": 6493.3,
                         "Y": -4.97,
-                        "Z": -4441.8
+                        "Z": -4441.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -558162,9 +558162,9 @@
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6151.52,
+                        "X": 6150.74,
                         "Y": 119.37,
-                        "Z": -5176.19
+                        "Z": -5175.59
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -558388,6 +558388,1787 @@
                 }
             }
         },
+        "perl/mojo": {
+            "Directory Group Magnitude": 2369.02,
+            "File Count": 5,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "74.56%",
+                "Error & Exception Exposure": "77.95%",
+                "Tech Debt Exposure": "17.72%",
+                "Testing Exposure": "64.46%",
+                "API Exposure": "1.67%",
+                "Concurrency Exposure": "40.0%",
+                "State Flux Exposure": "80.0%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "80.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "38.0%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "perl/mojo/IOLoop.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "IOLoop.pm",
+                        "Path": "perl/mojo/IOLoop.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5241.92,
+                        "Y": -220.15,
+                        "Z": 8057.15
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 552,
+                        "Coding LOC": 353,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 709.26,
+                        "Control Flow Ratio": "31.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 3.829
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "97.17%",
+                        "Error & Exception Exposure": "98.06%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.71%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "34.96%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_remove",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.0%",
+                            "Start Line": 187,
+                            "End Line": 202
+                        },
+                        {
+                            "Function Name": "_stream",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 204,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "server",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 104,
+                            "End Line": 127
+                        },
+                        {
+                            "Function Name": "reset",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 90,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "_maybe_accepting",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 171,
+                            "End Line": 176
+                        },
+                        {
+                            "Function Name": "remove",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 83,
+                            "End Line": 88
+                        },
+                        {
+                            "Function Name": "stream",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 144,
+                            "End Line": 149
+                        },
+                        {
+                            "Function Name": "_id",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 158,
+                            "End Line": 163
+                        },
+                        {
+                            "Function Name": "_not_accepting",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 178,
+                            "End Line": 183
+                        },
+                        {
+                            "Function Name": "subprocess",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 151,
+                            "End Line": 154
+                        },
+                        {
+                            "Function Name": "acceptor",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 31,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "one_tick",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 75,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "start",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 131,
+                            "End Line": 135
+                        },
+                        {
+                            "Function Name": "_instance",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 167,
+                            "End Line": 167
+                        },
+                        {
+                            "Function Name": "_limit",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 169,
+                            "End Line": 169
+                        },
+                        {
+                            "Function Name": "_in",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 165,
+                            "End Line": 165
+                        },
+                        {
+                            "Function Name": "_out",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 185,
+                            "End Line": 185
+                        },
+                        {
+                            "Function Name": "client",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 46,
+                            "End Line": 65
+                        },
+                        {
+                            "Function Name": "next_tick",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 69,
+                            "End Line": 73
+                        },
+                        {
+                            "Function Name": "_timer",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 217,
+                            "End Line": 221
+                        },
+                        {
+                            "Function Name": "stop_gracefully",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 139,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "is_running",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 67,
+                            "End Line": 67
+                        },
+                        {
+                            "Function Name": "recurring",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 81,
+                            "End Line": 81
+                        },
+                        {
+                            "Function Name": "singleton",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 129,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "stop",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 137,
+                            "End Line": 137
+                        },
+                        {
+                            "Function Name": "timer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 156,
+                            "End Line": 156
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 85,
+                        "Sequential Logic Declarations": 186,
+                        "Function Parameters": 52,
+                        "Function/Method Declarations": 26,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 19,
+                        "Exposed API / Public Exports": 16,
+                        "State Mutations / Variable Reassignments": 232,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 334,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 43,
+                        "Global State Dependencies": 12,
+                        "Decorators and Annotations": 123,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 6,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 12,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 8,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 34,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 13,
+                        "Private / Encapsulated Scopes": 68,
+                        "Event Listeners & Subscribers": 8,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 199,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 7,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 6,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 7,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 2,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 12,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::IOLoop",
+                        "Mojo::IOLoop::Client",
+                        "Mojo::IOLoop::Server",
+                        "Mojo::IOLoop::Stream",
+                        "Mojo::IOLoop::Subprocess",
+                        "Mojo::Reactor::Poll",
+                        "Mojo::Util",
+                        "Scalar::Util",
+                        "constant",
+                        "events"
+                    ]
+                },
+                "perl/mojo/Makefile.PL": {
+                    "1. Artifact Identity": {
+                        "Filename": "Makefile.PL",
+                        "Path": "perl/mojo/Makefile.PL",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5440.92,
+                        "Y": -177.32,
+                        "Z": 7761.19
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 38,
+                        "Coding LOC": 32,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 15.64,
+                        "Control Flow Ratio": "73.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.28
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "9.27%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 14,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 11,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 26,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 21,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 12,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ExtUtils::MakeMaker",
+                        "strict",
+                        "warnings"
+                    ]
+                },
+                "perl/mojo/Promise.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "Promise.pm",
+                        "Path": "perl/mojo/Promise.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4953.59,
+                        "Y": -211.99,
+                        "Z": 7621.32
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 551,
+                        "Coding LOC": 379,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 744.78,
+                        "Control Flow Ratio": "34.4%",
+                        "Popularity Rank": 7,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 4.352
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "97.36%",
+                        "Error & Exception Exposure": "96.46%",
+                        "Tech Debt Exposure": "70.35%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.12%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "68.64%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_all",
+                            "Structural Impact": 22.6,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "32.1%",
+                            "Start Line": 125,
+                            "End Line": 177
+                        },
+                        {
+                            "Function Name": "_settle",
+                            "Structural Impact": 18.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.3%",
+                            "Start Line": 216,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "_finally",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "41.2%",
+                            "Start Line": 199,
+                            "End Line": 214
+                        },
+                        {
+                            "Function Name": "map",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.0%",
+                            "Start Line": 68,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "AWAIT_GET",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 18,
+                            "End Line": 24
+                        },
+                        {
+                            "Function Name": "DESTROY",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 51,
+                            "End Line": 56
+                        },
+                        {
+                            "Function Name": "_timer",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 254,
+                            "End Line": 260
+                        },
+                        {
+                            "Function Name": "_settle_await",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 236,
+                            "End Line": 242
+                        },
+                        {
+                            "Function Name": "_defer",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 189,
+                            "End Line": 197
+                        },
+                        {
+                            "Function Name": "_then_cb",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 244,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "wait",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 117,
+                            "End Line": 123
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 89,
+                            "End Line": 94
+                        },
+                        {
+                            "Function Name": "then",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 101,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "AWAIT_IS_READY",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 28,
+                            "End Line": 32
+                        },
+                        {
+                            "Function Name": "catch",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 62,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "AWAIT_WAIT",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 45,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "finally",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 66,
+                            "End Line": 66
+                        },
+                        {
+                            "Function Name": "AWAIT_ON_READY",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 39,
+                            "End Line": 43
+                        },
+                        {
+                            "Function Name": "_await",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 182,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "reject",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 98,
+                            "End Line": 98
+                        },
+                        {
+                            "Function Name": "resolve",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 99,
+                            "End Line": 99
+                        },
+                        {
+                            "Function Name": "timer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 114,
+                            "End Line": 114
+                        },
+                        {
+                            "Function Name": "timeout",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 115,
+                            "End Line": 115
+                        },
+                        {
+                            "Function Name": "AWAIT_CHAIN_CANCEL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 13,
+                            "End Line": 13
+                        },
+                        {
+                            "Function Name": "AWAIT_CLONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14,
+                            "End Line": 14
+                        },
+                        {
+                            "Function Name": "AWAIT_DONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 15,
+                            "End Line": 15
+                        },
+                        {
+                            "Function Name": "AWAIT_FAIL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 16,
+                            "End Line": 16
+                        },
+                        {
+                            "Function Name": "AWAIT_IS_CANCELLED",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "AWAIT_NEW_DONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 34,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "AWAIT_NEW_FAIL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 35,
+                            "End Line": 35
+                        },
+                        {
+                            "Function Name": "AWAIT_ON_CANCEL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 37
+                        },
+                        {
+                            "Function Name": "all",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 58,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "all_settled",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 59
+                        },
+                        {
+                            "Function Name": "any",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 60,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "clone",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "race",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 96,
+                            "End Line": 96
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 120,
+                        "Sequential Logic Declarations": 229,
+                        "Function Parameters": 46,
+                        "Function/Method Declarations": 37,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 29,
+                        "State Mutations / Variable Reassignments": 256,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 270,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 57,
+                        "Global State Dependencies": 11,
+                        "Decorators and Annotations": 59,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 33,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 12,
+                        "Dependency Injection Constructs": 36,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 45,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 14,
+                        "Explicit Type Casts": 5,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 71,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 235,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 2,
+                        "Time Date Logic": 3,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 12,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 7,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::Exception",
+                        "Mojo::IOLoop",
+                        "Mojo::Promise",
+                        "Mojo::UserAgent",
+                        "Scalar::Util",
+                        "constant"
+                    ]
+                },
+                "perl/mojo/Template.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "Template.pm",
+                        "Path": "perl/mojo/Template.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4880.86,
+                        "Y": -142.33,
+                        "Z": 7463.52
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 673,
+                        "Coding LOC": 422,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 611.54,
+                        "Control Flow Ratio": "52.6%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.113
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "79.08%",
+                        "Error & Exception Exposure": "99.43%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.2%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "17.08%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse",
+                            "Structural Impact": 128.6,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 70,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.3%",
+                            "Start Line": 27,
+                            "End Line": 138
+                        },
+                        {
+                            "Function Name": "_compile",
+                            "Structural Impact": 49.6,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 32,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.1%",
+                            "Start Line": 176,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "process",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "35.7%",
+                            "Start Line": 140,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "_wrap",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "26.7%",
+                            "Start Line": 255,
+                            "End Line": 274
+                        },
+                        {
+                            "Function Name": "_trim",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 242,
+                            "End Line": 253
+                        },
+                        {
+                            "Function Name": "render_file",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 165,
+                            "End Line": 174
+                        },
+                        {
+                            "Function Name": "_line",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 236,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "render",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 163,
+                            "End Line": 163
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 153,
+                        "Sequential Logic Declarations": 138,
+                        "Function Parameters": 19,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 375,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 148,
+                        "Closures and Anonymous Functions": 7,
+                        "Global State Dependencies": 9,
+                        "Decorators and Annotations": 47,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 8,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 15,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 42,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 16,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 18,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 95,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 291,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 20,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 11,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 13,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::ByteStream",
+                        "Mojo::Exception",
+                        "Mojo::File",
+                        "Mojo::Template",
+                        "Mojo::Util",
+                        "Time::Piece",
+                        "a",
+                        "at",
+                        "constant",
+                        "newline",
+                        "warnings"
+                    ]
+                },
+                "perl/mojo/WebSocket.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "WebSocket.pm",
+                        "Path": "perl/mojo/WebSocket.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4606.51,
+                        "Y": -214.81,
+                        "Z": 8273.67
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 455,
+                        "Coding LOC": 275,
+                        "Documentation LOC": 12,
+                        "Structural Magnitude": 287.8,
+                        "Control Flow Ratio": "39.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.409
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "89.91%",
+                        "Error & Exception Exposure": "95.8%",
+                        "Tech Debt Exposure": "18.24%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "3.31%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "69.32%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse_message",
+                            "Structural Impact": 34.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.9%",
+                            "Start Line": 66,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "build_message",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13,
+                            "End Line": 35
+                        },
+                        {
+                            "Function Name": "finish",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 48,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "server_read",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 124,
+                            "End Line": 135
+                        },
+                        {
+                            "Function Name": "server_write",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 137,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "closed",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 40,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "send",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 116,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "with_protocols",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 152,
+                            "End Line": 160
+                        },
+                        {
+                            "Function Name": "with_compression",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 144,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "client_read",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 37
+                        },
+                        {
+                            "Function Name": "client_write",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 38,
+                            "End Line": 38
+                        },
+                        {
+                            "Function Name": "connection",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 46,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "kept_alive",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 62,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "local_address",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 63,
+                            "End Line": 63
+                        },
+                        {
+                            "Function Name": "local_port",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "protocol",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 107,
+                            "End Line": 107
+                        },
+                        {
+                            "Function Name": "remote_address",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 109,
+                            "End Line": 109
+                        },
+                        {
+                            "Function Name": "remote_port",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 110,
+                            "End Line": 110
+                        },
+                        {
+                            "Function Name": "req",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 111,
+                            "End Line": 111
+                        },
+                        {
+                            "Function Name": "res",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 112,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "is_websocket",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 60,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "resume",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 114,
+                            "End Line": 114
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 75,
+                        "Sequential Logic Declarations": 116,
+                        "Function Parameters": 36,
+                        "Function/Method Declarations": 22,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 22,
+                        "State Mutations / Variable Reassignments": 148,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 18,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 56,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 11,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 12,
+                        "Dependency Injection Constructs": 1,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 48,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 12,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 28,
+                        "Private / Encapsulated Scopes": 46,
+                        "Event Listeners & Subscribers": 16,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 143,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Compress::Raw::Zlib",
+                        "List::Util",
+                        "Mojo::Base",
+                        "Mojo::JSON",
+                        "Mojo::Transaction::WebSocket",
+                        "Mojo::Util",
+                        "Mojo::WebSocket"
+                    ]
+                }
+            }
+        },
         "powershell/PowerToys": {
             "Directory Group Magnitude": 2359.8,
             "File Count": 24,
@@ -562441,1581 +564222,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "powershell/PowerToys/generateMonacoWxs.ps1": {
-                    "1. Artifact Identity": {
-                        "Filename": "generateMonacoWxs.ps1",
-                        "Path": "powershell/PowerToys/generateMonacoWxs.ps1",
-                        "Language": "Powershell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -3150.15,
-                        "Y": -208.07,
-                        "Z": 1908.24
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 97,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 71.08,
-                        "Control Flow Ratio": "90.9%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.028
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "75.23%",
-                        "Error & Exception Exposure": "99.53%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "3.02%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 54,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 8,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 4,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 25,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 6,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 2,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 2,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "perl/mojo": {
-            "Directory Group Magnitude": 2298.02,
-            "File Count": 5,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "74.56%",
-                "Error & Exception Exposure": "77.95%",
-                "Tech Debt Exposure": "17.72%",
-                "Testing Exposure": "64.46%",
-                "API Exposure": "0.0%",
-                "Concurrency Exposure": "40.0%",
-                "State Flux Exposure": "80.0%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "80.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "2.51%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "perl/mojo/IOLoop.pm": {
-                    "1. Artifact Identity": {
-                        "Filename": "IOLoop.pm",
-                        "Path": "perl/mojo/IOLoop.pm",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5241.03,
-                        "Y": -220.14,
-                        "Z": 8056.15
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 552,
-                        "Coding LOC": 353,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 693.26,
-                        "Control Flow Ratio": "31.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.829
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "97.17%",
-                        "Error & Exception Exposure": "98.06%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "_remove",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.0%",
-                            "Start Line": 187,
-                            "End Line": 202
-                        },
-                        {
-                            "Function Name": "_stream",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 204,
-                            "End Line": 215
-                        },
-                        {
-                            "Function Name": "server",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 104,
-                            "End Line": 127
-                        },
-                        {
-                            "Function Name": "reset",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 90,
-                            "End Line": 102
-                        },
-                        {
-                            "Function Name": "_maybe_accepting",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 171,
-                            "End Line": 176
-                        },
-                        {
-                            "Function Name": "remove",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 83,
-                            "End Line": 88
-                        },
-                        {
-                            "Function Name": "stream",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 144,
-                            "End Line": 149
-                        },
-                        {
-                            "Function Name": "_id",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 158,
-                            "End Line": 163
-                        },
-                        {
-                            "Function Name": "_not_accepting",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 178,
-                            "End Line": 183
-                        },
-                        {
-                            "Function Name": "subprocess",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 151,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "acceptor",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 31,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "one_tick",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 75,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "start",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 131,
-                            "End Line": 135
-                        },
-                        {
-                            "Function Name": "_instance",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 167,
-                            "End Line": 167
-                        },
-                        {
-                            "Function Name": "_limit",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 169,
-                            "End Line": 169
-                        },
-                        {
-                            "Function Name": "_in",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 165,
-                            "End Line": 165
-                        },
-                        {
-                            "Function Name": "_out",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 185,
-                            "End Line": 185
-                        },
-                        {
-                            "Function Name": "client",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "next_tick",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 69,
-                            "End Line": 73
-                        },
-                        {
-                            "Function Name": "_timer",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 217,
-                            "End Line": 221
-                        },
-                        {
-                            "Function Name": "stop_gracefully",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "is_running",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 67,
-                            "End Line": 67
-                        },
-                        {
-                            "Function Name": "recurring",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 81
-                        },
-                        {
-                            "Function Name": "singleton",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 129,
-                            "End Line": 129
-                        },
-                        {
-                            "Function Name": "stop",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 137,
-                            "End Line": 137
-                        },
-                        {
-                            "Function Name": "timer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 156,
-                            "End Line": 156
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 85,
-                        "Sequential Logic Declarations": 186,
-                        "Function Parameters": 52,
-                        "Function/Method Declarations": 26,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 2,
-                        "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 232,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 334,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 43,
-                        "Global State Dependencies": 12,
-                        "Decorators and Annotations": 123,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 6,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 12,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 8,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 34,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 11,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 1,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 13,
-                        "Private / Encapsulated Scopes": 68,
-                        "Event Listeners & Subscribers": 8,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 199,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 7,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 6,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 12,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::IOLoop",
-                        "Mojo::IOLoop::Client",
-                        "Mojo::IOLoop::Server",
-                        "Mojo::IOLoop::Stream",
-                        "Mojo::IOLoop::Subprocess",
-                        "Mojo::Reactor::Poll",
-                        "Mojo::Util",
-                        "Scalar::Util",
-                        "constant",
-                        "events"
-                    ]
-                },
-                "perl/mojo/Makefile.PL": {
-                    "1. Artifact Identity": {
-                        "Filename": "Makefile.PL",
-                        "Path": "perl/mojo/Makefile.PL",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5440.12,
-                        "Y": -177.34,
-                        "Z": 7760.84
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 38,
-                        "Coding LOC": 32,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 15.64,
-                        "Control Flow Ratio": "73.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.28
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.27%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 14,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 11,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 26,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 1,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 21,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 12,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "ExtUtils::MakeMaker",
-                        "strict",
-                        "warnings"
-                    ]
-                },
-                "perl/mojo/Promise.pm": {
-                    "1. Artifact Identity": {
-                        "Filename": "Promise.pm",
-                        "Path": "perl/mojo/Promise.pm",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -4953.31,
-                        "Y": -211.99,
-                        "Z": 7620.87
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 551,
-                        "Coding LOC": 379,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 715.78,
-                        "Control Flow Ratio": "34.4%",
-                        "Popularity Rank": 7,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.352
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "97.36%",
-                        "Error & Exception Exposure": "96.46%",
-                        "Tech Debt Exposure": "70.35%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "_all",
-                            "Structural Impact": 22.6,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "32.1%",
-                            "Start Line": 125,
-                            "End Line": 177
-                        },
-                        {
-                            "Function Name": "_settle",
-                            "Structural Impact": 18.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 216,
-                            "End Line": 234
-                        },
-                        {
-                            "Function Name": "_finally",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "41.2%",
-                            "Start Line": 199,
-                            "End Line": 214
-                        },
-                        {
-                            "Function Name": "map",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.0%",
-                            "Start Line": 68,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "AWAIT_GET",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 18,
-                            "End Line": 24
-                        },
-                        {
-                            "Function Name": "DESTROY",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 51,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "_timer",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 254,
-                            "End Line": 260
-                        },
-                        {
-                            "Function Name": "_settle_await",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 236,
-                            "End Line": 242
-                        },
-                        {
-                            "Function Name": "_defer",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 189,
-                            "End Line": 197
-                        },
-                        {
-                            "Function Name": "_then_cb",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 244,
-                            "End Line": 252
-                        },
-                        {
-                            "Function Name": "wait",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 117,
-                            "End Line": 123
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 89,
-                            "End Line": 94
-                        },
-                        {
-                            "Function Name": "then",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 101,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "AWAIT_IS_READY",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 28,
-                            "End Line": 32
-                        },
-                        {
-                            "Function Name": "catch",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 62,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "AWAIT_WAIT",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 45,
-                            "End Line": 49
-                        },
-                        {
-                            "Function Name": "finally",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 66,
-                            "End Line": 66
-                        },
-                        {
-                            "Function Name": "AWAIT_ON_READY",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 39,
-                            "End Line": 43
-                        },
-                        {
-                            "Function Name": "_await",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 182,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "reject",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 98,
-                            "End Line": 98
-                        },
-                        {
-                            "Function Name": "resolve",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 99,
-                            "End Line": 99
-                        },
-                        {
-                            "Function Name": "timer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 114
-                        },
-                        {
-                            "Function Name": "timeout",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 115,
-                            "End Line": 115
-                        },
-                        {
-                            "Function Name": "AWAIT_CHAIN_CANCEL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13,
-                            "End Line": 13
-                        },
-                        {
-                            "Function Name": "AWAIT_CLONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14,
-                            "End Line": 14
-                        },
-                        {
-                            "Function Name": "AWAIT_DONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 15,
-                            "End Line": 15
-                        },
-                        {
-                            "Function Name": "AWAIT_FAIL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 16,
-                            "End Line": 16
-                        },
-                        {
-                            "Function Name": "AWAIT_IS_CANCELLED",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 26
-                        },
-                        {
-                            "Function Name": "AWAIT_NEW_DONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 34,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "AWAIT_NEW_FAIL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 35,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "AWAIT_ON_CANCEL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "all",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 58,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "all_settled",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 59
-                        },
-                        {
-                            "Function Name": "any",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 60,
-                            "End Line": 60
-                        },
-                        {
-                            "Function Name": "clone",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
-                        },
-                        {
-                            "Function Name": "race",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 96,
-                            "End Line": 96
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 120,
-                        "Sequential Logic Declarations": 229,
-                        "Function Parameters": 46,
-                        "Function/Method Declarations": 37,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 256,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 270,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 57,
-                        "Global State Dependencies": 11,
-                        "Decorators and Annotations": 59,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 33,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 8,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 12,
-                        "Dependency Injection Constructs": 36,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 45,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 14,
-                        "Explicit Type Casts": 5,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 71,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 235,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 2,
-                        "Time Date Logic": 3,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 2,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 7,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::Exception",
-                        "Mojo::IOLoop",
-                        "Mojo::Promise",
-                        "Mojo::UserAgent",
-                        "Scalar::Util",
-                        "constant"
-                    ]
-                },
-                "perl/mojo/Template.pm": {
-                    "1. Artifact Identity": {
-                        "Filename": "Template.pm",
-                        "Path": "perl/mojo/Template.pm",
-                        "Language": "Perl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -4880.63,
-                        "Y": -142.36,
-                        "Z": 7463.68
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 673,
-                        "Coding LOC": 422,
-                        "Documentation LOC": 49,
-                        "Structural Magnitude": 607.54,
-                        "Control Flow Ratio": "52.6%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.113
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "79.08%",
-                        "Error & Exception Exposure": "99.43%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.54%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "parse",
-                            "Structural Impact": 128.6,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 70,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.3%",
-                            "Start Line": 27,
-                            "End Line": 138
-                        },
-                        {
-                            "Function Name": "_compile",
-                            "Structural Impact": 49.6,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 32,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "71.1%",
-                            "Start Line": 176,
-                            "End Line": 234
-                        },
-                        {
-                            "Function Name": "process",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 140,
-                            "End Line": 161
-                        },
-                        {
-                            "Function Name": "_wrap",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "26.7%",
-                            "Start Line": 255,
-                            "End Line": 274
-                        },
-                        {
-                            "Function Name": "_trim",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 242,
-                            "End Line": 253
-                        },
-                        {
-                            "Function Name": "render_file",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 165,
-                            "End Line": 174
-                        },
-                        {
-                            "Function Name": "_line",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 236,
-                            "End Line": 240
-                        },
-                        {
-                            "Function Name": "render",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 163,
-                            "End Line": 163
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 153,
-                        "Sequential Logic Declarations": 138,
-                        "Function Parameters": 19,
-                        "Function/Method Declarations": 8,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 375,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 148,
-                        "Closures and Anonymous Functions": 7,
-                        "Global State Dependencies": 9,
-                        "Decorators and Annotations": 47,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 8,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 15,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 42,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 16,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 11,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 18,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 95,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 291,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 20,
-                        "Time Date Logic": 1,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 11,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 13,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::ByteStream",
-                        "Mojo::Exception",
-                        "Mojo::File",
-                        "Mojo::Template",
-                        "Mojo::Util",
-                        "Time::Piece",
-                        "a",
-                        "at",
-                        "constant",
-                        "newline",
-                        "warnings"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "perl/mojo/WebSocket.pm": {
+                "powershell/PowerToys/generateMonacoWxs.ps1": {
                     "1. Artifact Identity": {
-                        "Filename": "WebSocket.pm",
-                        "Path": "perl/mojo/WebSocket.pm",
-                        "Language": "Perl",
+                        "Filename": "generateMonacoWxs.ps1",
+                        "Path": "powershell/PowerToys/generateMonacoWxs.ps1",
+                        "Language": "Powershell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "powershell",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Ext: .ps1)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4607.11,
-                        "Y": -214.74,
-                        "Z": 8272.08
+                        "X": -3150.15,
+                        "Y": -208.07,
+                        "Z": 1908.24
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564024,313 +564253,92 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 455,
-                        "Coding LOC": 275,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 265.8,
-                        "Control Flow Ratio": "39.3%",
+                        "Total LOC": 97,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 71.08,
+                        "Control Flow Ratio": "90.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.409
+                        "Raw Cognitive Density": 1.028
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "89.91%",
-                        "Error & Exception Exposure": "95.8%",
-                        "Tech Debt Exposure": "18.24%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "75.23%",
+                        "Error & Exception Exposure": "99.53%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "3.02%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "parse_message",
-                            "Structural Impact": 34.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 66,
-                            "End Line": 105
-                        },
-                        {
-                            "Function Name": "build_message",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 13,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "finish",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 48,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "server_read",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 124,
-                            "End Line": 135
-                        },
-                        {
-                            "Function Name": "server_write",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 137,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "closed",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 40,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "send",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 116,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "with_protocols",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 152,
-                            "End Line": 160
-                        },
-                        {
-                            "Function Name": "with_compression",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 144,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "client_read",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "client_write",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 38,
-                            "End Line": 38
-                        },
-                        {
-                            "Function Name": "connection",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "kept_alive",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 62,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "local_address",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 63,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "local_port",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
-                        },
-                        {
-                            "Function Name": "protocol",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 107,
-                            "End Line": 107
-                        },
-                        {
-                            "Function Name": "remote_address",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 109,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "remote_port",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 110,
-                            "End Line": 110
-                        },
-                        {
-                            "Function Name": "req",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 111,
-                            "End Line": 111
-                        },
-                        {
-                            "Function Name": "res",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 112,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "is_websocket",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 60,
-                            "End Line": 60
-                        },
-                        {
-                            "Function Name": "resume",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 114
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 75,
-                        "Sequential Logic Declarations": 116,
-                        "Function Parameters": 36,
-                        "Function/Method Declarations": 22,
-                        "Class/Entity Declarations": 1,
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 148,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 54,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 18,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 56,
+                        "Closures and Anonymous Functions": 8,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 4,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 11,
+                        "Collection Iterators / Comprehensions": 2,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 8,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 4,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 12,
-                        "Dependency Injection Constructs": 1,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 48,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 12,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 28,
-                        "Private / Encapsulated Scopes": 46,
-                        "Event Listeners & Subscribers": 16,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 143,
+                        "Structural Space Indentations": 25,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 6,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -564339,12 +564347,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
                         "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
+                        "Design Pascal Case": 2,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -564352,7 +564360,7 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
+                        "High-Entropy / Obfuscated Logic": 2,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
@@ -564371,20 +564379,12 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "Compress::Raw::Zlib",
-                        "List::Util",
-                        "Mojo::Base",
-                        "Mojo::JSON",
-                        "Mojo::Transaction::WebSocket",
-                        "Mojo::Util",
-                        "Mojo::WebSocket"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
@@ -564423,9 +564423,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7901.93,
+                        "X": -7900.06,
                         "Y": -39.7,
-                        "Z": -4142.52
+                        "Z": -4141.55
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564686,9 +564686,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8214.0,
+                        "X": -8212.14,
                         "Y": -50.45,
-                        "Z": -3868.01
+                        "Z": -3867.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564937,9 +564937,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7997.48,
+                        "X": -7995.62,
                         "Y": 75.91,
-                        "Z": -4550.87
+                        "Z": -4549.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -565169,9 +565169,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9044.85,
+                        "X": -9042.99,
                         "Y": 39.31,
-                        "Z": -4606.1
+                        "Z": -4605.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -565412,9 +565412,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9008.77,
+                        "X": -9006.91,
                         "Y": 33.16,
-                        "Z": -4425.31
+                        "Z": -4424.33
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -565635,9 +565635,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9046.66,
+                        "X": -9044.8,
                         "Y": -72.82,
-                        "Z": -4352.06
+                        "Z": -4351.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -565816,9 +565816,9 @@
                         "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8201.38,
+                        "X": -8199.52,
                         "Y": 89.9,
-                        "Z": -4996.12
+                        "Z": -4995.15
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -566087,9 +566087,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8432.1,
+                        "X": -8430.24,
                         "Y": 26.06,
-                        "Z": -4860.62
+                        "Z": -4859.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -566352,9 +566352,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8436.68,
+                        "X": -8434.82,
                         "Y": 19.08,
-                        "Z": -4571.75
+                        "Z": -4570.78
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -566726,9 +566726,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8730.42,
+                        "X": -8728.56,
                         "Y": 58.11,
-                        "Z": -4928.05
+                        "Z": -4927.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -566937,9 +566937,9 @@
                         "Identity Proof": "Metadata Anchor (boot.py)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8175.15,
+                        "X": -8173.29,
                         "Y": -67.41,
-                        "Z": -4206.46
+                        "Z": -4205.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -567340,9 +567340,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7734.08,
+                        "X": -7732.22,
                         "Y": 7.96,
-                        "Z": -4697.05
+                        "Z": -4696.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -567520,9 +567520,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8729.58,
+                        "X": -8727.72,
                         "Y": -68.26,
-                        "Z": -4108.86
+                        "Z": -4107.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -567855,9 +567855,9 @@
                         "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8591.51,
+                        "X": -8589.65,
                         "Y": -36.74,
-                        "Z": -3761.22
+                        "Z": -3760.25
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -572315,9 +572315,9 @@
                         "Identity Proof": "Prose Extension (.txt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5662.88,
+                        "X": -5662.86,
                         "Y": 206.9,
-                        "Z": 9184.18
+                        "Z": 9184.14
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -572472,9 +572472,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5649.71,
+                        "X": -5649.69,
                         "Y": 177.77,
-                        "Z": 10140.65
+                        "Z": 10140.62
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -572827,9 +572827,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4928.96,
+                        "X": -4928.94,
                         "Y": 202.14,
-                        "Z": 9583.4
+                        "Z": 9583.36
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -573006,9 +573006,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5074.33,
+                        "X": -5074.31,
                         "Y": 201.18,
-                        "Z": 10128.24
+                        "Z": 10128.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -573459,9 +573459,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5893.48,
+                        "X": -5893.45,
                         "Y": 197.64,
-                        "Z": 9522.02
+                        "Z": 9521.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -573724,9 +573724,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5292.22,
+                        "X": -5292.2,
                         "Y": 265.74,
-                        "Z": 9344.21
+                        "Z": 9344.17
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -574025,9 +574025,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5395.15,
+                        "X": -5395.13,
                         "Y": 235.59,
-                        "Z": 9914.37
+                        "Z": 9914.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -574513,9 +574513,9 @@
                         "Identity Proof": "Single Indicator (Ext: .js)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5475.09,
+                        "X": -5475.07,
                         "Y": 156.02,
-                        "Z": 10317.54
+                        "Z": 10317.5
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -574679,7 +574679,7 @@
             }
         },
         "swift/alamofire": {
-            "Directory Group Magnitude": 2100.0,
+            "Directory Group Magnitude": 2098.0,
             "File Count": 7,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -574689,14 +574689,14 @@
                 "Error & Exception Exposure": "28.24%",
                 "Tech Debt Exposure": "12.33%",
                 "Testing Exposure": "46.72%",
-                "API Exposure": "8.32%",
+                "API Exposure": "7.81%",
                 "Concurrency Exposure": "55.74%",
                 "State Flux Exposure": "40.05%",
                 "Commented Logic Exposure": "7.75%",
                 "Specification Exposure": "71.43%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "10.4%",
+                "Documentation Exposure": "8.6%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -574882,8 +574882,8 @@
                     },
                     "2. Topological Coordinates": {
                         "X": -7903.7,
-                        "Y": 286.85,
-                        "Z": 3082.56
+                        "Y": 286.84,
+                        "Z": 3082.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -574895,7 +574895,7 @@
                         "Total LOC": 875,
                         "Coding LOC": 653,
                         "Documentation LOC": 155,
-                        "Structural Magnitude": 238.66,
+                        "Structural Magnitude": 237.66,
                         "Control Flow Ratio": "61.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -574908,14 +574908,14 @@
                         "Error & Exception Exposure": "65.36%",
                         "Tech Debt Exposure": "8.73%",
                         "Testing Exposure": "2.31%",
-                        "API Exposure": "11.43%",
+                        "API Exposure": "11.37%",
                         "Concurrency Exposure": "44.27%",
                         "State Flux Exposure": "94.93%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.2%",
+                        "Documentation Exposure": "12.53%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -574961,7 +574961,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 47,
+                        "Exposed API / Public Exports": 46,
                         "State Mutations / Variable Reassignments": 147,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 129,
@@ -575071,9 +575071,9 @@
                         "Identity Proof": "Metadata Anchor (Package.swift)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7521.98,
-                        "Y": 252.72,
-                        "Z": 2979.57
+                        "X": -7522.44,
+                        "Y": 252.63,
+                        "Z": 2979.86
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -575085,7 +575085,7 @@
                         "Total LOC": 53,
                         "Coding LOC": 26,
                         "Documentation LOC": 24,
-                        "Structural Magnitude": 16.52,
+                        "Structural Magnitude": 15.52,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -575098,14 +575098,14 @@
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "3.48%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -575120,7 +575120,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -586171,1480 +586171,133 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/moby/validate-swagger.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "validate-swagger.sh",
-                        "Path": "shell/moby/validate-swagger.sh",
-                        "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5938.82,
-                        "Y": -201.29,
-                        "Z": 3487.77
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
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-                        "Coding LOC": 11,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 8.02,
-                        "Control Flow Ratio": "83.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.1
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.91%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 11,
-                            "End Line": 16
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 16
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 3,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "assembly/cosmopolitan": {
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-            "File Count": 4,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "23.84%",
-                "Error & Exception Exposure": "39.21%",
-                "Tech Debt Exposure": "10.59%",
-                "Testing Exposure": "41.18%",
-                "API Exposure": "4.42%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "33.2%",
-                "Commented Logic Exposure": "2.9%",
-                "Specification Exposure": "75.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "27.77%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "assembly/cosmopolitan/ape.S": {
-                    "1. Artifact Identity": {
-                        "Filename": "ape.S",
-                        "Path": "assembly/cosmopolitan/ape.S",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (3.6% Spaces / 96.4% Tabs)",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7997.17,
-                        "Y": 134.84,
-                        "Z": 6229.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1889,
-                        "Coding LOC": 1522,
-                        "Documentation LOC": 269,
-                        "Structural Magnitude": 445.44,
-                        "Control Flow Ratio": "31.8%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.159
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.41%",
-                        "Error & Exception Exposure": "57.42%",
-                        "Tech Debt Exposure": "32.61%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "5.51%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "32.78%",
-                        "Commented Logic Exposure": "6.5%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "e820",
-                            "Structural Impact": 31.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "52.4%",
-                            "Start Line": 1413,
-                            "End Line": 1445
-                        },
-                        {
-                            "Function Name": "a20",
-                            "Structural Impact": 30.6,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "35.1%",
-                            "Start Line": 1458,
-                            "End Line": 1508
-                        },
-                        {
-                            "Function Name": "dsknfo",
-                            "Structural Impact": 26.3,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 346,
-                            "End Line": 395
-                        },
-                        {
-                            "Function Name": "lcheck",
-                            "Structural Impact": 23.9,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 1376,
-                            "End Line": 1412
-                        },
-                        {
-                            "Function Name": "pcread",
-                            "Structural Impact": 23.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 412,
-                            "End Line": 446
-                        },
-                        {
-                            "Function Name": "pc",
-                            "Structural Impact": 19.4,
-                            "Lines of Code (LOC)": 95,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "17.2%",
-                            "Start Line": 251,
-                            "End Line": 345
-                        },
-                        {
-                            "Function Name": "loadhi",
-                            "Structural Impact": 19.0,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 1555,
-                            "End Line": 1592
-                        },
-                        {
-                            "Function Name": "stub",
-                            "Structural Impact": 13.9,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 216,
-                            "End Line": 250
-                        },
-                        {
-                            "Function Name": "long",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "17.6%",
-                            "Start Line": 1645,
-                            "End Line": 1700
-                        },
-                        {
-                            "Function Name": "rvputs",
-                            "Structural Impact": 12.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 447,
-                            "End Line": 462
-                        },
-                        {
-                            "Function Name": "sinit4",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 475,
-                            "End Line": 488
-                        },
-                        {
-                            "Function Name": "realmodeloader",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1283,
-                            "End Line": 1296
-                        },
-                        {
-                            "Function Name": "kernel",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "8.7%",
-                            "Start Line": 1743,
-                            "End Line": 1817
-                        },
-                        {
-                            "Function Name": "sinit",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 497,
-                            "End Line": 525
-                        },
-                        {
-                            "Function Name": "longmodeloader",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1365,
-                            "End Line": 1375
-                        },
-                        {
-                            "Function Name": "rldie",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 463,
-                            "End Line": 474
-                        },
-                        {
-                            "Function Name": "lhinit",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1297,
-                            "End Line": 1310
-                        },
-                        {
-                            "Function Name": "pinit",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "9.5%",
-                            "Start Line": 1593,
-                            "End Line": 1620
-                        },
-                        {
-                            "Function Name": "ape_loader_end",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 334,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 713,
-                            "End Line": 1046
-                        },
-                        {
-                            "Function Name": "_gdt",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 1186,
-                            "End Line": 1276
-                        },
-                        {
-                            "Function Name": "cpyhi",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 1516,
-                            "End Line": 1526
-                        },
-                        {
-                            "Function Name": "unreal",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 1534,
-                            "End Line": 1549
-                        },
-                        {
-                            "Function Name": "ape_disk",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 187,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 526,
-                            "End Line": 712
-                        },
-                        {
-                            "Function Name": "ape_grub_entry",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1701,
-                            "End Line": 1713
-                        },
-                        {
-                            "Function Name": "rlinit",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1311,
-                            "End Line": 1316
-                        },
-                        {
-                            "Function Name": "golong",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1626,
-                            "End Line": 1644
-                        },
-                        {
-                            "Function Name": "ape_pe",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 105,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1047,
-                            "End Line": 1151
-                        },
-                        {
-                            "Function Name": "ape_idata_idt",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1152,
-                            "End Line": 1168
-                        },
-                        {
-                            "Function Name": "ape_idata_iat",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1169,
-                            "End Line": 1185
-                        },
-                        {
-                            "Function Name": "__bss_end",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1864,
-                            "End Line": 1888
-                        },
-                        {
-                            "Function Name": "ape_idata_ro",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1839,
-                            "End Line": 1845
-                        },
-                        {
-                            "Function Name": "ape_pad_data",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1833,
-                            "End Line": 1838
-                        },
-                        {
-                            "Function Name": "__data_start",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1846,
-                            "End Line": 1851
-                        },
-                        {
-                            "Function Name": "__data_end",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1852,
-                            "End Line": 1857
-                        },
-                        {
-                            "Function Name": "__bss_start",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1858,
-                            "End Line": 1863
-                        },
-                        {
-                            "Function Name": "ape_pad_head",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1818,
-                            "End Line": 1822
-                        },
-                        {
-                            "Function Name": "ape_pad_text",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1823,
-                            "End Line": 1827
-                        },
-                        {
-                            "Function Name": "ape_pad_privileged",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1828,
-                            "End Line": 1832
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 114,
-                        "Sequential Logic Declarations": 244,
-                        "Function Parameters": 369,
-                        "Function/Method Declarations": 39,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 26,
-                        "Exposed API / Public Exports": 7,
-                        "State Mutations / Variable Reassignments": 64,
-                        "Commented-out Code (Dead Logic)": 7,
-                        "Structured Documentation Blocks": 21,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 7,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 52,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 5,
-                        "Pointer Arithmetic & Addressing": 31,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 102,
-                        "Thread Synchronization Locks": 12,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1007,
-                        "Structural Space Indentations": 38,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 27,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 19,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
-                        "Design Short Vars": 11,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "APE_LOADER"
-                    ]
-                },
-                "assembly/cosmopolitan/notice.inc": {
-                    "1. Artifact Identity": {
-                        "Filename": "notice.inc",
-                        "Path": "assembly/cosmopolitan/notice.inc",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7445.52,
-                        "Y": 124.77,
-                        "Z": 6524.83
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 1,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 10.52,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/cosmopolitan/start.S": {
-                    "1. Artifact Identity": {
-                        "Filename": "start.S",
-                        "Path": "assembly/cosmopolitan/start.S",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7736.03,
-                        "Y": 160.35,
-                        "Z": 5639.61
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 85,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 24,
-                        "Structural Magnitude": 11.08,
-                        "Control Flow Ratio": "33.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.037
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.46%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.43%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "ElfEntrypoint",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 35,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "_start",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 25,
-                            "End Line": 29
-                        },
-                        {
-                            "Function Name": "XnuEntrypoint",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 33,
-                            "End Line": 34
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 31,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/cosmopolitan/loader.c": {
+                "shell/moby/validate-swagger.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "loader.c",
-                        "Path": "assembly/cosmopolitan/loader.c",
-                        "Language": "C",
-                        "Architect": "2021 Justine Alexandra Roberts Tunney                              │",
-                        "Indentation Style": "Spaces",
+                        "Filename": "validate-swagger.sh",
+                        "Path": "shell/moby/validate-swagger.sh",
+                        "Language": "Shell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7711.88,
-                        "Y": 101.25,
-                        "Z": 6028.95
+                        "X": -5938.82,
+                        "Y": -201.29,
+                        "Z": 3487.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1128,
-                        "Coding LOC": 911,
-                        "Documentation LOC": 134,
-                        "Structural Magnitude": 1541.42,
-                        "Control Flow Ratio": "74.8%",
+                        "Total LOC": 17,
+                        "Coding LOC": 11,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 8.02,
+                        "Control Flow Ratio": "83.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.154
+                        "Raw Cognitive Density": 0.1
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "82.51%",
-                        "Error & Exception Exposure": "99.44%",
-                        "Tech Debt Exposure": "9.75%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "12.15%",
+                        "Cognitive Load Exposure": "6.91%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.12%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.17%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Spawn",
-                            "Structural Impact": 138.7,
-                            "Lines of Code (LOC)": 171,
-                            "Control Flow Branches": 45,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "84.9%",
-                            "Start Line": 633,
-                            "End Line": 803
-                        },
-                        {
-                            "Function Name": "TryElf",
-                            "Structural Impact": 132.3,
-                            "Lines of Code (LOC)": 126,
-                            "Control Flow Branches": 41,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "70.7%",
-                            "Start Line": 805,
-                            "End Line": 930
-                        },
-                        {
-                            "Function Name": "Printf",
-                            "Structural Impact": 56.2,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 23,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "95.8%",
-                            "Start Line": 520,
-                            "End Line": 569
-                        },
-                        {
-                            "Function Name": "Mmap",
-                            "Structural Impact": 37.9,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 480,
-                            "End Line": 501
-                        },
-                        {
-                            "Function Name": "Pread",
-                            "Structural Impact": 32.9,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 405,
-                            "End Line": 425
-                        },
-                        {
-                            "Function Name": "Commandv",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 615,
-                            "End Line": 631
-                        },
-                        {
-                            "Function Name": "GetEnv",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 321,
-                            "End Line": 339
-                        },
-                        {
-                            "Function Name": "MemMove",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 291,
-                            "End Line": 319
-                        },
-                        {
-                            "Function Name": "SearchPath",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 596,
-                            "End Line": 613
-                        },
-                        {
-                            "Function Name": "Write",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 427,
-                            "End Line": 439
-                        },
-                        {
-                            "Function Name": "Mprotect",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 466,
-                            "End Line": 478
-                        },
-                        {
-                            "Function Name": "Open",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 457,
-                            "End Line": 464
-                        },
-                        {
-                            "Function Name": "Access",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 441,
-                            "End Line": 447
-                        },
-                        {
-                            "Function Name": "Print",
-                            "Structural Impact": 9.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 503,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "Utoa",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 341,
-                            "End Line": 358
-                        },
-                        {
-                            "Function Name": "Exit",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 376,
-                            "End Line": 389
-                        },
-                        {
-                            "Function Name": "Close",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 391,
-                            "End Line": 403
-                        },
-                        {
-                            "Function Name": "AccessCommand",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 586,
-                            "End Line": 594
-                        },
-                        {
-                            "Function Name": "Perror",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 571,
-                            "End Line": 578
-                        },
-                        {
-                            "Function Name": "CallSystem",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 366,
-                            "End Line": 374
-                        },
-                        {
-                            "Function Name": "MemChr",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 282,
-                            "End Line": 289
-                        },
-                        {
-                            "Function Name": "Msyscall",
+                            "Function Name": "Anonymous_Block",
                             "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 449,
-                            "End Line": 455
-                        },
-                        {
-                            "Function Name": "Bzero",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 267,
-                            "End Line": 280
-                        },
-                        {
-                            "Function Name": "StrCmp",
-                            "Structural Impact": 5.5,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 239,
-                            "End Line": 244
-                        },
-                        {
-                            "Function Name": "Itoa",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 360,
-                            "End Line": 364
-                        },
-                        {
-                            "Function Name": "StrLen",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 232,
-                            "End Line": 237
-                        },
-                        {
-                            "Function Name": "ShowUsage",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 932,
-                            "End Line": 947
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 11,
+                            "End Line": 16
                         },
                         {
-                            "Function Name": "Pexit",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 580,
-                            "End Line": 584
+                            "Start Line": 1,
+                            "End Line": 16
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 288,
-                        "Sequential Logic Declarations": 97,
-                        "Function Parameters": 43,
-                        "Function/Method Declarations": 30,
-                        "Class/Entity Declarations": 16,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 9,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 147,
-                        "State Mutations / Variable Reassignments": 773,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 1,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 16,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 2,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 72,
-                        "Pointer Arithmetic & Addressing": 174,
-                        "Manual Memory Allocation": 5,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 19,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 21,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 33,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 25,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 757,
+                        "Structural Tab Indentations": 3,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 5,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -587657,12 +586310,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 122,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 121,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 47,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -587689,19 +586342,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "ape/ape.h"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
         "typescript/assemblyscript": {
-            "Directory Group Magnitude": 1974.62,
+            "Directory Group Magnitude": 1974.42,
             "File Count": 5,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "80.0%",
@@ -587712,14 +586363,14 @@
                 "Error & Exception Exposure": "51.83%",
                 "Tech Debt Exposure": "11.43%",
                 "Testing Exposure": "48.46%",
-                "API Exposure": "3.53%",
+                "API Exposure": "3.41%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "59.05%",
                 "Commented Logic Exposure": "2.27%",
                 "Specification Exposure": "60.0%",
                 "Instability Exposure": "40.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "22.97%",
+                "Documentation Exposure": "22.92%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -591823,7 +590474,7 @@
                     "2. Topological Coordinates": {
                         "X": 4599.26,
                         "Y": 227.35,
-                        "Z": -9001.67
+                        "Z": -9001.68
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -591835,7 +590486,7 @@
                         "Total LOC": 4588,
                         "Coding LOC": 4099,
                         "Documentation LOC": 194,
-                        "Structural Magnitude": 481.8,
+                        "Structural Magnitude": 481.6,
                         "Control Flow Ratio": "73.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -591848,14 +590499,14 @@
                         "Error & Exception Exposure": "97.23%",
                         "Tech Debt Exposure": "9.51%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "1.92%",
+                        "API Exposure": "1.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "5.5%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.32%",
+                        "Documentation Exposure": "14.08%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -592501,7 +591152,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 17,
-                        "Exposed API / Public Exports": 7,
+                        "Exposed API / Public Exports": 5,
                         "State Mutations / Variable Reassignments": 2473,
                         "Commented-out Code (Dead Logic)": 8,
                         "Structured Documentation Blocks": 28,
@@ -592646,7 +591297,7 @@
                     "2. Topological Coordinates": {
                         "X": 463.53,
                         "Y": -200.51,
-                        "Z": -9539.14
+                        "Z": -9539.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -592806,7 +591457,7 @@
                     "2. Topological Coordinates": {
                         "X": 110.61,
                         "Y": -101.16,
-                        "Z": -8995.08
+                        "Z": -8995.07
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -593334,7 +591985,7 @@
                     "2. Topological Coordinates": {
                         "X": 356.32,
                         "Y": -98.31,
-                        "Z": -9210.06
+                        "Z": -9210.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -604927,715 +603578,2181 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 89,
+                        "Direct Upstream (Fragility)": 89,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "java.lang.StackWalker.StackFrame",
+                        "java.lang.management.ManagementFactory",
+                        "java.lang.reflect.Method",
+                        "java.time.Duration",
+                        "java.util.ArrayList",
+                        "java.util.Arrays",
+                        "java.util.Collection",
+                        "java.util.Collections",
+                        "java.util.Comparator",
+                        "java.util.HashMap",
+                        "java.util.IdentityHashMap",
+                        "java.util.LinkedHashSet",
+                        "java.util.List",
+                        "java.util.Map",
+                        "java.util.Objects",
+                        "java.util.Optional",
+                        "java.util.Properties",
+                        "java.util.Set",
+                        "java.util.concurrent.atomic.AtomicBoolean",
+                        "java.util.concurrent.atomic.AtomicReference",
+                        "java.util.stream.Stream",
+                        "org.apache.commons.logging.Log",
+                        "org.apache.commons.logging.LogFactory",
+                        "org.crac.management.CRaCMXBean",
+                        "org.jspecify.annotations.Nullable",
+                        "org.springframework.aot.AotDetector",
+                        "org.springframework.beans.BeansException",
+                        "org.springframework.beans.factory.NoSuchBeanDefinitionException",
+                        "org.springframework.beans.factory.config.BeanDefinition",
+                        "org.springframework.beans.factory.config.BeanFactoryPostProcessor",
+                        "org.springframework.beans.factory.config.ConfigurableBeanFactory",
+                        "org.springframework.beans.factory.config.ConfigurableListableBeanFactory",
+                        "org.springframework.beans.factory.groovy.GroovyBeanDefinitionReader",
+                        "org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory",
+                        "org.springframework.beans.factory.support.BeanDefinitionRegistry",
+                        "org.springframework.beans.factory.support.BeanNameGenerator",
+                        "org.springframework.beans.factory.support.DefaultListableBeanFactory",
+                        "org.springframework.beans.factory.support.RootBeanDefinition",
+                        "org.springframework.beans.factory.xml.XmlBeanDefinitionReader",
+                        "org.springframework.boot.Banner.Mode",
+                        "org.springframework.boot.bootstrap.BootstrapRegistry",
+                        "org.springframework.boot.bootstrap.BootstrapRegistryInitializer",
+                        "org.springframework.boot.bootstrap.DefaultBootstrapContext",
+                        "org.springframework.boot.context.properties.bind.Bindable",
+                        "org.springframework.boot.context.properties.bind.Binder",
+                        "org.springframework.boot.context.properties.source.ConfigurationPropertySources",
+                        "org.springframework.boot.convert.ApplicationConversionService",
+                        "org.springframework.boot.env.DefaultPropertiesPropertySource",
+                        "org.springframework.boot.system.JavaVersion",
+                        "org.springframework.context.ApplicationContext",
+                        "org.springframework.context.ApplicationContextInitializer",
+                        "org.springframework.context.ApplicationListener",
+                        "org.springframework.context.ConfigurableApplicationContext",
+                        "org.springframework.context.annotation.AnnotatedBeanDefinitionReader",
+                        "org.springframework.context.annotation.AnnotationConfigUtils",
+                        "org.springframework.context.annotation.ClassPathBeanDefinitionScanner",
+                        "org.springframework.context.annotation.ConfigurationClassPostProcessor",
+                        "org.springframework.context.aot.AotApplicationContextInitializer",
+                        "org.springframework.context.event.ApplicationContextEvent",
+                        "org.springframework.context.event.ContextClosedEvent",
+                        "org.springframework.context.event.ContextRefreshedEvent",
+                        "org.springframework.context.support.AbstractApplicationContext",
+                        "org.springframework.context.support.GenericApplicationContext",
+                        "org.springframework.core.GenericTypeResolver",
+                        "org.springframework.core.NativeDetector",
+                        "org.springframework.core.OrderComparator",
+                        "org.springframework.core.OrderComparator.OrderSourceProvider",
+                        "org.springframework.core.Ordered",
+                        "org.springframework.core.annotation.AnnotationAwareOrderComparator",
+                        "org.springframework.core.annotation.Order",
+                        "org.springframework.core.env.CommandLinePropertySource",
+                        "org.springframework.core.env.CompositePropertySource",
+                        "org.springframework.core.env.ConfigurableEnvironment",
+                        "org.springframework.core.env.Environment",
+                        "org.springframework.core.env.MutablePropertySources",
+                        "org.springframework.core.env.PropertySource",
+                        "org.springframework.core.env.SimpleCommandLinePropertySource",
+                        "org.springframework.core.io.DefaultResourceLoader",
+                        "org.springframework.core.io.ResourceLoader",
+                        "org.springframework.core.io.support.SpringFactoriesLoader",
+                        "org.springframework.core.io.support.SpringFactoriesLoader.ArgumentResolver",
+                        "org.springframework.core.metrics.ApplicationStartup",
+                        "org.springframework.util.Assert",
+                        "org.springframework.util.ClassUtils",
+                        "org.springframework.util.CollectionUtils",
+                        "org.springframework.util.ObjectUtils",
+                        "org.springframework.util.StringUtils",
+                        "org.springframework.util.function.ThrowingConsumer",
+                        "org.springframework.util.function.ThrowingSupplier"
+                    ]
+                },
+                "java/springboot/WebMvcAutoConfiguration.java": {
+                    "1. Artifact Identity": {
+                        "Filename": "WebMvcAutoConfiguration.java",
+                        "Path": "java/springboot/WebMvcAutoConfiguration.java",
+                        "Language": "Java",
+                        "Architect": "Phillip Webb",
+                        "Indentation Style": "Tabs",
+                        "Parent Entity": "WebMvcConfigurer, ServletContextAware, DelegatingWebMvcConfiguration implements ResourceLoaderAware, ResourceHandlerRegistrationCustomizer",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "java",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .java)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 10274.08,
+                        "Y": 10.63,
+                        "Z": 5511.5
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 741,
+                        "Coding LOC": 602,
+                        "Documentation LOC": 44,
+                        "Structural Magnitude": 317.54,
+                        "Control Flow Ratio": "27.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.391
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "17.95%",
+                        "Error & Exception Exposure": "77.33%",
+                        "Tech Debt Exposure": "62.01%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "5.95%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "36.06%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "57.22%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "configureApiVersioning",
+                            "Structural Impact": 33.2,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "95.7%",
+                            "Start Line": 404,
+                            "End Line": 416
+                        },
+                        {
+                            "Function Name": "configureApiVersioningUse",
+                            "Structural Impact": 26.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "93.3%",
+                            "Start Line": 418,
+                            "End Line": 424
+                        },
+                        {
+                            "Function Name": "WebMvcAutoConfigurationAdapter",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 222,
+                            "End Line": 241
+                        },
+                        {
+                            "Function Name": "addResourceHandler",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 374,
+                            "End Line": 391
+                        },
+                        {
+                            "Function Name": "configureContentNegotiation",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 293,
+                            "End Line": 306
+                        },
+                        {
+                            "Function Name": "extendHandlerExceptionResolvers",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 624,
+                            "End Line": 634
+                        },
+                        {
+                            "Function Name": "addResourceHandlers",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 353,
+                            "End Line": 368
+                        },
+                        {
+                            "Function Name": "configureAsyncSupport",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 254,
+                            "End Line": 267
+                        },
+                        {
+                            "Function Name": "welcomePageHandlerMapping",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 478,
+                            "End Line": 483
+                        },
+                        {
+                            "Function Name": "welcomePageNotAcceptableHandlerMapping",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 485,
+                            "End Line": 491
+                        },
+                        {
+                            "Function Name": "getIndexHtmlResource",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 552,
+                            "End Line": 563
+                        },
+                        {
+                            "Function Name": "getIndexHtmlResource",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 534,
+                            "End Line": 546
+                        },
+                        {
+                            "Function Name": "getConfigurableWebBindingInitializer",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 601,
+                            "End Line": 610
+                        },
+                        {
+                            "Function Name": "configureResourceChain",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 690,
+                            "End Line": 698
+                        },
+                        {
+                            "Function Name": "singleDispatcherServlet",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 286,
+                            "End Line": 291
+                        },
+                        {
+                            "Function Name": "configurePathMatch",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 269,
+                            "End Line": 284
+                        },
+                        {
+                            "Function Name": "getVersionResourceResolver",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 700,
+                            "End Line": 713
+                        },
+                        {
+                            "Function Name": "getSeconds",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 393,
+                            "End Line": 396
+                        },
+                        {
+                            "Function Name": "createRequestMappingHandlerAdapter",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 467,
+                            "End Line": 476
+                        },
+                        {
+                            "Function Name": "createRequestMappingHandlerMapping",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 590,
+                            "End Line": 599
+                        },
+                        {
+                            "Function Name": "createExceptionHandlerExceptionResolver",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 612,
+                            "End Line": 622
+                        },
+                        {
+                            "Function Name": "customizeResourceHandlerRegistration",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 398,
+                            "End Line": 402
+                        },
+                        {
+                            "Function Name": "EnableWebMvcConfiguration",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 456,
+                            "End Line": 465
+                        },
+                        {
+                            "Function Name": "createWelcomePageHandlerMapping",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 493,
+                            "End Line": 504
+                        },
+                        {
+                            "Function Name": "localeResolver",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 506,
+                            "End Line": 518
+                        },
+                        {
+                            "Function Name": "mvcValidator",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 577,
+                            "End Line": 588
+                        },
+                        {
+                            "Function Name": "getMessageCodesResolver",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 338,
+                            "End Line": 346
+                        },
+                        {
+                            "Function Name": "create",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 664,
+                            "End Line": 665
+                        },
+                        {
+                            "Function Name": "addResourceHandler",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 370,
+                            "End Line": 372
+                        },
+                        {
+                            "Function Name": "viewResolver",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 326,
+                            "End Line": 336
+                        },
+                        {
+                            "Function Name": "registerHints",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 732,
+                            "End Line": 736
+                        },
+                        {
+                            "Function Name": "configureMessageConverters",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 248,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "resourceHandlerRegistrationCustomizer",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 653,
+                            "End Line": 657
+                        },
+                        {
+                            "Function Name": "customize",
+                            "Structural Impact": 1.7,
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 684,
+                            "End Line": 688
+                        },
+                        {
+                            "Function Name": "setServletContext",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 243,
+                            "End Line": 246
+                        },
+                        {
+                            "Function Name": "addFormatters",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 348,
+                            "End Line": 351
+                        },
+                        {
+                            "Function Name": "getIndexHtmlResource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 548,
+                            "End Line": 550
+                        },
+                        {
+                            "Function Name": "mvcConversionService",
+                            "Structural Impact": 1.6,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 565,
+                            "End Line": 575
+                        },
+                        {
+                            "Function Name": "setResourceLoader",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 636,
+                            "End Line": 639
+                        },
+                        {
+                            "Function Name": "ResourceChainResourceHandlerRegistrationCustomizer",
+                            "Structural Impact": 1.6,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 680,
+                            "End Line": 682
+                        },
+                        {
+                            "Function Name": "customize",
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 672,
+                            "End Line": 672
+                        },
+                        {
+                            "Function Name": "defaultViewResolver",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 308,
+                            "End Line": 315
+                        },
+                        {
+                            "Function Name": "beanNameViewResolver",
+                            "Structural Impact": 1.4,
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 317,
+                            "End Line": 324
+                        },
+                        {
+                            "Function Name": "hiddenHttpMethodFilter",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 176,
+                            "End Line": 181
+                        },
+                        {
+                            "Function Name": "formContentFilter",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 183,
+                            "End Line": 188
+                        },
+                        {
+                            "Function Name": "requestContextFilter",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 426,
+                            "End Line": 431
+                        },
+                        {
+                            "Function Name": "flashMapManager",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 520,
+                            "End Line": 525
+                        },
+                        {
+                            "Function Name": "viewNameTranslator",
+                            "Structural Impact": 1.3,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 527,
+                            "End Line": 532
+                        },
+                        {
+                            "Function Name": "problemDetailsExceptionHandler",
+                            "Structural Impact": 1.3,
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+                            "Control Flow Branches": 0,
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+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 721,
+                            "End Line": 726
+                        },
+                        {
+                            "Function Name": "mvcApiVersionStrategy",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 641,
+                            "End Line": 645
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 92,
+                        "Sequential Logic Declarations": 240,
+                        "Function Parameters": 78,
+                        "Function/Method Declarations": 50,
+                        "Class/Entity Declarations": 9,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 34,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 41,
+                        "State Mutations / Variable Reassignments": 38,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 4,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 29,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 78,
+                        "Generic Type Abstractions": 22,
+                        "Collection Iterators / Comprehensions": 8,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 118,
+                        "Authorship Metadata": 10,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 27,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 4,
+                        "Thread Synchronization Locks": 7,
+                        "Immutable Data Declarations": 21,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 37,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 475,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 3,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 43,
+                        "Design Camel Case": 16,
+                        "Design Snake Case": 24,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 3,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 18,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 118,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "jakarta.servlet.Servlet",
+                        "jakarta.servlet.ServletContext",
+                        "java.time.Duration",
+                        "java.util.List",
+                        "java.util.Locale",
+                        "java.util.Map",
+                        "java.util.function.Consumer",
+                        "org.apache.commons.logging.Log",
+                        "org.apache.commons.logging.LogFactory",
+                        "org.jspecify.annotations.Nullable",
+                        "org.springframework.aot.hint.RuntimeHints",
+                        "org.springframework.aot.hint.RuntimeHintsRegistrar",
+                        "org.springframework.aot.hint.TypeReference",
+                        "org.springframework.beans.factory.BeanFactory",
+                        "org.springframework.beans.factory.ListableBeanFactory",
+                        "org.springframework.beans.factory.NoSuchBeanDefinitionException",
+                        "org.springframework.beans.factory.ObjectProvider",
+                        "org.springframework.boot.autoconfigure.AutoConfiguration",
+                        "org.springframework.boot.autoconfigure.AutoConfigureOrder",
+                        "org.springframework.boot.autoconfigure.EnableAutoConfiguration",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnBean",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnBooleanProperty",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnClass",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnMissingBean",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnMissingFilterBean",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnWebApplication",
+                        "org.springframework.boot.autoconfigure.condition.ConditionalOnWebApplication.Type",
+                        "org.springframework.boot.autoconfigure.task.TaskExecutionAutoConfiguration",
+                        "org.springframework.boot.autoconfigure.template.TemplateAvailabilityProviders",
+                        "org.springframework.boot.autoconfigure.web.ConditionalOnEnabledResourceChain",
+                        "org.springframework.boot.autoconfigure.web.WebProperties",
+                        "org.springframework.boot.autoconfigure.web.WebProperties.Resources",
+                        "org.springframework.boot.autoconfigure.web.WebProperties.Resources.Chain.Strategy",
+                        "org.springframework.boot.autoconfigure.web.WebResourcesRuntimeHints",
+                        "org.springframework.boot.autoconfigure.web.format.DateTimeFormatters",
+                        "org.springframework.boot.autoconfigure.web.format.WebConversionService",
+                        "org.springframework.boot.context.properties.EnableConfigurationProperties",
+                        "org.springframework.boot.context.properties.PropertyMapper",
+                        "org.springframework.boot.convert.ApplicationConversionService",
+                        "org.springframework.boot.http.converter.autoconfigure.ServerHttpMessageConvertersCustomizer",
+                        "org.springframework.boot.servlet.filter.OrderedFormContentFilter",
+                        "org.springframework.boot.servlet.filter.OrderedHiddenHttpMethodFilter",
+                        "org.springframework.boot.servlet.filter.OrderedRequestContextFilter",
+                        "org.springframework.boot.validation.autoconfigure.ValidatorAdapter",
+                        "org.springframework.boot.web.servlet.ServletRegistrationBean",
+                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Apiversion",
+                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Apiversion.Use",
+                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Format",
+                        "org.springframework.context.ApplicationContext",
+                        "org.springframework.context.ResourceLoaderAware",
+                        "org.springframework.context.annotation.Bean",
+                        "org.springframework.context.annotation.Configuration",
+                        "org.springframework.context.annotation.Import",
+                        "org.springframework.context.annotation.ImportRuntimeHints",
+                        "org.springframework.core.Ordered",
+                        "org.springframework.core.annotation.Order",
+                        "org.springframework.core.io.Resource",
+                        "org.springframework.core.io.ResourceLoader",
+                        "org.springframework.core.task.AsyncTaskExecutor",
+                        "org.springframework.format.FormatterRegistry",
+                        "org.springframework.format.support.FormattingConversionService",
+                        "org.springframework.http.CacheControl",
+                        "org.springframework.http.MediaType",
+                        "org.springframework.http.converter.HttpMessageConverters.ServerBuilder",
+                        "org.springframework.lang.Contract",
+                        "org.springframework.util.AntPathMatcher",
+                        "org.springframework.util.Assert",
+                        "org.springframework.util.ClassUtils",
+                        "org.springframework.util.CollectionUtils",
+                        "org.springframework.validation.DefaultMessageCodesResolver",
+                        "org.springframework.validation.MessageCodesResolver",
+                        "org.springframework.validation.Validator",
+                        "org.springframework.web.accept.ApiVersionDeprecationHandler",
+                        "org.springframework.web.accept.ApiVersionParser",
+                        "org.springframework.web.accept.ApiVersionResolver",
+                        "org.springframework.web.accept.ApiVersionStrategy",
+                        "org.springframework.web.accept.ContentNegotiationManager",
+                        "org.springframework.web.bind.support.ConfigurableWebBindingInitializer",
+                        "org.springframework.web.context.ServletContextAware",
+                        "org.springframework.web.context.request.RequestContextListener",
+                        "org.springframework.web.context.support.ServletContextResource",
+                        "org.springframework.web.filter.FormContentFilter",
+                        "org.springframework.web.filter.HiddenHttpMethodFilter",
+                        "org.springframework.web.filter.RequestContextFilter",
+                        "org.springframework.web.servlet.DispatcherServlet",
+                        "org.springframework.web.servlet.FlashMapManager",
+                        "org.springframework.web.servlet.HandlerExceptionResolver",
+                        "org.springframework.web.servlet.LocaleResolver",
+                        "org.springframework.web.servlet.RequestToViewNameTranslator",
+                        "org.springframework.web.servlet.View",
+                        "org.springframework.web.servlet.ViewResolver",
+                        "org.springframework.web.servlet.config.annotation.ApiVersionConfigurer",
+                        "org.springframework.web.servlet.config.annotation.AsyncSupportConfigurer",
+                        "org.springframework.web.servlet.config.annotation.ContentNegotiationConfigurer",
+                        "org.springframework.web.servlet.config.annotation.DelegatingWebMvcConfiguration",
+                        "org.springframework.web.servlet.config.annotation.EnableWebMvc",
+                        "org.springframework.web.servlet.config.annotation.PathMatchConfigurer",
+                        "org.springframework.web.servlet.config.annotation.ResourceChainRegistration",
+                        "org.springframework.web.servlet.config.annotation.ResourceHandlerRegistration",
+                        "org.springframework.web.servlet.config.annotation.ResourceHandlerRegistry",
+                        "org.springframework.web.servlet.config.annotation.WebMvcConfigurationSupport",
+                        "org.springframework.web.servlet.config.annotation.WebMvcConfigurer",
+                        "org.springframework.web.servlet.handler.AbstractHandlerExceptionResolver",
+                        "org.springframework.web.servlet.handler.AbstractUrlHandlerMapping",
+                        "org.springframework.web.servlet.i18n.AcceptHeaderLocaleResolver",
+                        "org.springframework.web.servlet.i18n.FixedLocaleResolver",
+                        "org.springframework.web.servlet.mvc.method.annotation.ExceptionHandlerExceptionResolver",
+                        "org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerAdapter",
+                        "org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerMapping",
+                        "org.springframework.web.servlet.mvc.method.annotation.ResponseEntityExceptionHandler",
+                        "org.springframework.web.servlet.resource.EncodedResourceResolver",
+                        "org.springframework.web.servlet.resource.ResourceResolver",
+                        "org.springframework.web.servlet.resource.ResourceUrlProvider",
+                        "org.springframework.web.servlet.resource.VersionResourceResolver",
+                        "org.springframework.web.servlet.view.BeanNameViewResolver",
+                        "org.springframework.web.servlet.view.ContentNegotiatingViewResolver",
+                        "org.springframework.web.servlet.view.InternalResourceViewResolver",
+                        "org.springframework.web.util.UrlPathHelper"
+                    ]
+                }
+            }
+        },
+        "assembly/cosmopolitan": {
+            "Directory Group Magnitude": 1873.46,
+            "File Count": 4,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "23.84%",
+                "Error & Exception Exposure": "39.21%",
+                "Tech Debt Exposure": "10.59%",
+                "Testing Exposure": "41.18%",
+                "API Exposure": "1.97%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "33.2%",
+                "Commented Logic Exposure": "2.9%",
+                "Specification Exposure": "75.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "9.62%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "assembly/cosmopolitan/ape.S": {
+                    "1. Artifact Identity": {
+                        "Filename": "ape.S",
+                        "Path": "assembly/cosmopolitan/ape.S",
+                        "Language": "Assembly",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Mixed (3.6% Spaces / 96.4% Tabs)",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7993.27,
+                        "Y": 134.97,
+                        "Z": 6225.92
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1889,
+                        "Coding LOC": 1522,
+                        "Documentation LOC": 269,
+                        "Structural Magnitude": 445.44,
+                        "Control Flow Ratio": "31.8%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.159
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "7.41%",
+                        "Error & Exception Exposure": "57.42%",
+                        "Tech Debt Exposure": "32.61%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "5.51%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "32.78%",
+                        "Commented Logic Exposure": "6.5%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "e820",
+                            "Structural Impact": 31.0,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "52.4%",
+                            "Start Line": 1413,
+                            "End Line": 1445
+                        },
+                        {
+                            "Function Name": "a20",
+                            "Structural Impact": 30.6,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "35.1%",
+                            "Start Line": 1458,
+                            "End Line": 1508
+                        },
+                        {
+                            "Function Name": "dsknfo",
+                            "Structural Impact": 26.3,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 346,
+                            "End Line": 395
+                        },
+                        {
+                            "Function Name": "lcheck",
+                            "Structural Impact": 23.9,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 1376,
+                            "End Line": 1412
+                        },
+                        {
+                            "Function Name": "pcread",
+                            "Structural Impact": 23.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 412,
+                            "End Line": 446
+                        },
+                        {
+                            "Function Name": "pc",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "17.2%",
+                            "Start Line": 251,
+                            "End Line": 345
+                        },
+                        {
+                            "Function Name": "loadhi",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 38,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 1555,
+                            "End Line": 1592
+                        },
+                        {
+                            "Function Name": "stub",
+                            "Structural Impact": 13.9,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "46.2%",
+                            "Start Line": 216,
+                            "End Line": 250
+                        },
+                        {
+                            "Function Name": "long",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "17.6%",
+                            "Start Line": 1645,
+                            "End Line": 1700
+                        },
+                        {
+                            "Function Name": "rvputs",
+                            "Structural Impact": 12.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 447,
+                            "End Line": 462
+                        },
+                        {
+                            "Function Name": "sinit4",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 475,
+                            "End Line": 488
+                        },
+                        {
+                            "Function Name": "realmodeloader",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1283,
+                            "End Line": 1296
+                        },
+                        {
+                            "Function Name": "kernel",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 75,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "8.7%",
+                            "Start Line": 1743,
+                            "End Line": 1817
+                        },
+                        {
+                            "Function Name": "sinit",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 497,
+                            "End Line": 525
+                        },
+                        {
+                            "Function Name": "longmodeloader",
+                            "Structural Impact": 8.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1365,
+                            "End Line": 1375
+                        },
+                        {
+                            "Function Name": "rldie",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 463,
+                            "End Line": 474
+                        },
+                        {
+                            "Function Name": "lhinit",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1297,
+                            "End Line": 1310
+                        },
+                        {
+                            "Function Name": "pinit",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "9.5%",
+                            "Start Line": 1593,
+                            "End Line": 1620
+                        },
+                        {
+                            "Function Name": "ape_loader_end",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 334,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 713,
+                            "End Line": 1046
+                        },
+                        {
+                            "Function Name": "_gdt",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 91,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 1186,
+                            "End Line": 1276
+                        },
+                        {
+                            "Function Name": "cpyhi",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 1516,
+                            "End Line": 1526
+                        },
+                        {
+                            "Function Name": "unreal",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 1534,
+                            "End Line": 1549
+                        },
+                        {
+                            "Function Name": "ape_disk",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 187,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 526,
+                            "End Line": 712
+                        },
+                        {
+                            "Function Name": "ape_grub_entry",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1701,
+                            "End Line": 1713
+                        },
+                        {
+                            "Function Name": "rlinit",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 1311,
+                            "End Line": 1316
+                        },
+                        {
+                            "Function Name": "golong",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1626,
+                            "End Line": 1644
+                        },
+                        {
+                            "Function Name": "ape_pe",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 105,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1047,
+                            "End Line": 1151
+                        },
+                        {
+                            "Function Name": "ape_idata_idt",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1152,
+                            "End Line": 1168
+                        },
+                        {
+                            "Function Name": "ape_idata_iat",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1169,
+                            "End Line": 1185
+                        },
+                        {
+                            "Function Name": "__bss_end",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1864,
+                            "End Line": 1888
+                        },
+                        {
+                            "Function Name": "ape_idata_ro",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1839,
+                            "End Line": 1845
+                        },
+                        {
+                            "Function Name": "ape_pad_data",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1833,
+                            "End Line": 1838
+                        },
+                        {
+                            "Function Name": "__data_start",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1846,
+                            "End Line": 1851
+                        },
+                        {
+                            "Function Name": "__data_end",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1852,
+                            "End Line": 1857
+                        },
+                        {
+                            "Function Name": "__bss_start",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1858,
+                            "End Line": 1863
+                        },
+                        {
+                            "Function Name": "ape_pad_head",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1818,
+                            "End Line": 1822
+                        },
+                        {
+                            "Function Name": "ape_pad_text",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1823,
+                            "End Line": 1827
+                        },
+                        {
+                            "Function Name": "ape_pad_privileged",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1828,
+                            "End Line": 1832
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 114,
+                        "Sequential Logic Declarations": 244,
+                        "Function Parameters": 369,
+                        "Function/Method Declarations": 39,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 26,
+                        "Exposed API / Public Exports": 7,
+                        "State Mutations / Variable Reassignments": 64,
+                        "Commented-out Code (Dead Logic)": 7,
+                        "Structured Documentation Blocks": 21,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 7,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 52,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 5,
+                        "Pointer Arithmetic & Addressing": 31,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 102,
+                        "Thread Synchronization Locks": 12,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 1007,
+                        "Structural Space Indentations": 38,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 27,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 19,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 11,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "APE_LOADER"
+                    ]
+                },
+                "assembly/cosmopolitan/notice.inc": {
+                    "1. Artifact Identity": {
+                        "Filename": "notice.inc",
+                        "Path": "assembly/cosmopolitan/notice.inc",
+                        "Language": "Assembly",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (70% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7443.45,
+                        "Y": 124.86,
+                        "Z": 6521.46
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "assembly/cosmopolitan/start.S": {
+                    "1. Artifact Identity": {
+                        "Filename": "start.S",
+                        "Path": "assembly/cosmopolitan/start.S",
+                        "Language": "Assembly",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7733.25,
+                        "Y": 160.2,
+                        "Z": 5638.66
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 85,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 24,
+                        "Structural Magnitude": 11.08,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.037
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.46%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.43%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "ElfEntrypoint",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 35,
+                            "End Line": 82
+                        },
+                        {
+                            "Function Name": "_start",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 25,
+                            "End Line": 29
+                        },
+                        {
+                            "Function Name": "XnuEntrypoint",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 33,
+                            "End Line": 34
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 31,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "java.lang.StackWalker.StackFrame",
-                        "java.lang.management.ManagementFactory",
-                        "java.lang.reflect.Method",
-                        "java.time.Duration",
-                        "java.util.ArrayList",
-                        "java.util.Arrays",
-                        "java.util.Collection",
-                        "java.util.Collections",
-                        "java.util.Comparator",
-                        "java.util.HashMap",
-                        "java.util.IdentityHashMap",
-                        "java.util.LinkedHashSet",
-                        "java.util.List",
-                        "java.util.Map",
-                        "java.util.Objects",
-                        "java.util.Optional",
-                        "java.util.Properties",
-                        "java.util.Set",
-                        "java.util.concurrent.atomic.AtomicBoolean",
-                        "java.util.concurrent.atomic.AtomicReference",
-                        "java.util.stream.Stream",
-                        "org.apache.commons.logging.Log",
-                        "org.apache.commons.logging.LogFactory",
-                        "org.crac.management.CRaCMXBean",
-                        "org.jspecify.annotations.Nullable",
-                        "org.springframework.aot.AotDetector",
-                        "org.springframework.beans.BeansException",
-                        "org.springframework.beans.factory.NoSuchBeanDefinitionException",
-                        "org.springframework.beans.factory.config.BeanDefinition",
-                        "org.springframework.beans.factory.config.BeanFactoryPostProcessor",
-                        "org.springframework.beans.factory.config.ConfigurableBeanFactory",
-                        "org.springframework.beans.factory.config.ConfigurableListableBeanFactory",
-                        "org.springframework.beans.factory.groovy.GroovyBeanDefinitionReader",
-                        "org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory",
-                        "org.springframework.beans.factory.support.BeanDefinitionRegistry",
-                        "org.springframework.beans.factory.support.BeanNameGenerator",
-                        "org.springframework.beans.factory.support.DefaultListableBeanFactory",
-                        "org.springframework.beans.factory.support.RootBeanDefinition",
-                        "org.springframework.beans.factory.xml.XmlBeanDefinitionReader",
-                        "org.springframework.boot.Banner.Mode",
-                        "org.springframework.boot.bootstrap.BootstrapRegistry",
-                        "org.springframework.boot.bootstrap.BootstrapRegistryInitializer",
-                        "org.springframework.boot.bootstrap.DefaultBootstrapContext",
-                        "org.springframework.boot.context.properties.bind.Bindable",
-                        "org.springframework.boot.context.properties.bind.Binder",
-                        "org.springframework.boot.context.properties.source.ConfigurationPropertySources",
-                        "org.springframework.boot.convert.ApplicationConversionService",
-                        "org.springframework.boot.env.DefaultPropertiesPropertySource",
-                        "org.springframework.boot.system.JavaVersion",
-                        "org.springframework.context.ApplicationContext",
-                        "org.springframework.context.ApplicationContextInitializer",
-                        "org.springframework.context.ApplicationListener",
-                        "org.springframework.context.ConfigurableApplicationContext",
-                        "org.springframework.context.annotation.AnnotatedBeanDefinitionReader",
-                        "org.springframework.context.annotation.AnnotationConfigUtils",
-                        "org.springframework.context.annotation.ClassPathBeanDefinitionScanner",
-                        "org.springframework.context.annotation.ConfigurationClassPostProcessor",
-                        "org.springframework.context.aot.AotApplicationContextInitializer",
-                        "org.springframework.context.event.ApplicationContextEvent",
-                        "org.springframework.context.event.ContextClosedEvent",
-                        "org.springframework.context.event.ContextRefreshedEvent",
-                        "org.springframework.context.support.AbstractApplicationContext",
-                        "org.springframework.context.support.GenericApplicationContext",
-                        "org.springframework.core.GenericTypeResolver",
-                        "org.springframework.core.NativeDetector",
-                        "org.springframework.core.OrderComparator",
-                        "org.springframework.core.OrderComparator.OrderSourceProvider",
-                        "org.springframework.core.Ordered",
-                        "org.springframework.core.annotation.AnnotationAwareOrderComparator",
-                        "org.springframework.core.annotation.Order",
-                        "org.springframework.core.env.CommandLinePropertySource",
-                        "org.springframework.core.env.CompositePropertySource",
-                        "org.springframework.core.env.ConfigurableEnvironment",
-                        "org.springframework.core.env.Environment",
-                        "org.springframework.core.env.MutablePropertySources",
-                        "org.springframework.core.env.PropertySource",
-                        "org.springframework.core.env.SimpleCommandLinePropertySource",
-                        "org.springframework.core.io.DefaultResourceLoader",
-                        "org.springframework.core.io.ResourceLoader",
-                        "org.springframework.core.io.support.SpringFactoriesLoader",
-                        "org.springframework.core.io.support.SpringFactoriesLoader.ArgumentResolver",
-                        "org.springframework.core.metrics.ApplicationStartup",
-                        "org.springframework.util.Assert",
-                        "org.springframework.util.ClassUtils",
-                        "org.springframework.util.CollectionUtils",
-                        "org.springframework.util.ObjectUtils",
-                        "org.springframework.util.StringUtils",
-                        "org.springframework.util.function.ThrowingConsumer",
-                        "org.springframework.util.function.ThrowingSupplier"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "java/springboot/WebMvcAutoConfiguration.java": {
+                "assembly/cosmopolitan/loader.c": {
                     "1. Artifact Identity": {
-                        "Filename": "WebMvcAutoConfiguration.java",
-                        "Path": "java/springboot/WebMvcAutoConfiguration.java",
-                        "Language": "Java",
-                        "Architect": "Phillip Webb",
-                        "Indentation Style": "Tabs",
-                        "Parent Entity": "WebMvcConfigurer, ServletContextAware, DelegatingWebMvcConfiguration implements ResourceLoaderAware, ResourceHandlerRegistrationCustomizer",
+                        "Filename": "loader.c",
+                        "Path": "assembly/cosmopolitan/loader.c",
+                        "Language": "C",
+                        "Architect": "2021 Justine Alexandra Roberts Tunney                              │",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "java",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .java)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (100% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 10274.08,
-                        "Y": 10.63,
-                        "Z": 5511.5
+                        "X": -7708.98,
+                        "Y": 101.25,
+                        "Z": 6026.66
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 741,
-                        "Coding LOC": 602,
-                        "Documentation LOC": 44,
-                        "Structural Magnitude": 317.54,
-                        "Control Flow Ratio": "27.7%",
+                        "Total LOC": 1128,
+                        "Coding LOC": 911,
+                        "Documentation LOC": 134,
+                        "Structural Magnitude": 1406.42,
+                        "Control Flow Ratio": "74.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.391
+                        "Raw Cognitive Density": 1.154
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.95%",
-                        "Error & Exception Exposure": "77.33%",
-                        "Tech Debt Exposure": "62.01%",
+                        "Cognitive Load Exposure": "82.51%",
+                        "Error & Exception Exposure": "99.44%",
+                        "Tech Debt Exposure": "9.75%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "5.95%",
+                        "API Exposure": "2.37%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "36.06%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "5.12%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "57.22%",
+                        "Documentation Exposure": "26.57%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "configureApiVersioning",
-                            "Structural Impact": 33.2,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "95.7%",
-                            "Start Line": 404,
-                            "End Line": 416
-                        },
-                        {
-                            "Function Name": "configureApiVersioningUse",
-                            "Structural Impact": 26.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "93.3%",
-                            "Start Line": 418,
-                            "End Line": 424
-                        },
-                        {
-                            "Function Name": "WebMvcAutoConfigurationAdapter",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 222,
-                            "End Line": 241
+                            "Function Name": "Spawn",
+                            "Structural Impact": 138.7,
+                            "Lines of Code (LOC)": 171,
+                            "Control Flow Branches": 45,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "84.9%",
+                            "Start Line": 633,
+                            "End Line": 803
                         },
                         {
-                            "Function Name": "addResourceHandler",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 374,
-                            "End Line": 391
+                            "Function Name": "TryElf",
+                            "Structural Impact": 132.3,
+                            "Lines of Code (LOC)": 126,
+                            "Control Flow Branches": 41,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "70.7%",
+                            "Start Line": 805,
+                            "End Line": 930
                         },
                         {
-                            "Function Name": "configureContentNegotiation",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 293,
-                            "End Line": 306
+                            "Function Name": "Printf",
+                            "Structural Impact": 56.2,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 23,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "95.8%",
+                            "Start Line": 520,
+                            "End Line": 569
                         },
                         {
-                            "Function Name": "extendHandlerExceptionResolvers",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 624,
-                            "End Line": 634
+                            "Function Name": "Mmap",
+                            "Structural Impact": 37.9,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 480,
+                            "End Line": 501
                         },
                         {
-                            "Function Name": "addResourceHandlers",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 353,
-                            "End Line": 368
+                            "Function Name": "Pread",
+                            "Structural Impact": 32.9,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 405,
+                            "End Line": 425
                         },
                         {
-                            "Function Name": "configureAsyncSupport",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 254,
-                            "End Line": 267
+                            "Function Name": "Commandv",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 615,
+                            "End Line": 631
                         },
                         {
-                            "Function Name": "welcomePageHandlerMapping",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 478,
-                            "End Line": 483
+                            "Function Name": "GetEnv",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 321,
+                            "End Line": 339
                         },
                         {
-                            "Function Name": "welcomePageNotAcceptableHandlerMapping",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
+                            "Function Name": "MemMove",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 485,
-                            "End Line": 491
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 291,
+                            "End Line": 319
                         },
                         {
-                            "Function Name": "getIndexHtmlResource",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
+                            "Function Name": "SearchPath",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 552,
-                            "End Line": 563
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 596,
+                            "End Line": 613
                         },
                         {
-                            "Function Name": "getIndexHtmlResource",
-                            "Structural Impact": 5.7,
+                            "Function Name": "Write",
+                            "Structural Impact": 11.8,
                             "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 534,
-                            "End Line": 546
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 427,
+                            "End Line": 439
                         },
                         {
-                            "Function Name": "getConfigurableWebBindingInitializer",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 601,
-                            "End Line": 610
+                            "Function Name": "Mprotect",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 466,
+                            "End Line": 478
                         },
                         {
-                            "Function Name": "configureResourceChain",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 690,
-                            "End Line": 698
+                            "Function Name": "Open",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 457,
+                            "End Line": 464
                         },
                         {
-                            "Function Name": "singleDispatcherServlet",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "Access",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 286,
-                            "End Line": 291
+                            "Start Line": 441,
+                            "End Line": 447
                         },
                         {
-                            "Function Name": "configurePathMatch",
-                            "Structural Impact": 5.0,
+                            "Function Name": "Print",
+                            "Structural Impact": 9.7,
                             "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 269,
-                            "End Line": 284
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 503,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "getVersionResourceResolver",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 700,
-                            "End Line": 713
+                            "Function Name": "Utoa",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 341,
+                            "End Line": 358
                         },
                         {
-                            "Function Name": "getSeconds",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 393,
-                            "End Line": 396
+                            "Function Name": "Exit",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 376,
+                            "End Line": 389
                         },
                         {
-                            "Function Name": "createRequestMappingHandlerAdapter",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 467,
-                            "End Line": 476
+                            "Function Name": "Close",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 391,
+                            "End Line": 403
                         },
                         {
-                            "Function Name": "createRequestMappingHandlerMapping",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
+                            "Function Name": "AccessCommand",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 590,
-                            "End Line": 599
+                            "Start Line": 586,
+                            "End Line": 594
                         },
                         {
-                            "Function Name": "createExceptionHandlerExceptionResolver",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "Perror",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 612,
-                            "End Line": 622
-                        },
-                        {
-                            "Function Name": "customizeResourceHandlerRegistration",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 398,
-                            "End Line": 402
-                        },
-                        {
-                            "Function Name": "EnableWebMvcConfiguration",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 456,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "createWelcomePageHandlerMapping",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 493,
-                            "End Line": 504
-                        },
-                        {
-                            "Function Name": "localeResolver",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 506,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "mvcValidator",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 577,
-                            "End Line": 588
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 571,
+                            "End Line": 578
                         },
                         {
-                            "Function Name": "getMessageCodesResolver",
-                            "Structural Impact": 2.5,
+                            "Function Name": "CallSystem",
+                            "Structural Impact": 6.8,
                             "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 338,
-                            "End Line": 346
-                        },
-                        {
-                            "Function Name": "create",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 664,
-                            "End Line": 665
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 366,
+                            "End Line": 374
                         },
                         {
-                            "Function Name": "addResourceHandler",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "MemChr",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 370,
-                            "End Line": 372
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 282,
+                            "End Line": 289
                         },
                         {
-                            "Function Name": "viewResolver",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 326,
-                            "End Line": 336
+                            "Function Name": "Msyscall",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 449,
+                            "End Line": 455
                         },
                         {
-                            "Function Name": "registerHints",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Bzero",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 732,
-                            "End Line": 736
-                        },
-                        {
-                            "Function Name": "configureMessageConverters",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 248,
-                            "End Line": 252
-                        },
-                        {
-                            "Function Name": "resourceHandlerRegistrationCustomizer",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 653,
-                            "End Line": 657
-                        },
-                        {
-                            "Function Name": "customize",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 684,
-                            "End Line": 688
-                        },
-                        {
-                            "Function Name": "setServletContext",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 243,
-                            "End Line": 246
-                        },
-                        {
-                            "Function Name": "addFormatters",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 348,
-                            "End Line": 351
-                        },
-                        {
-                            "Function Name": "getIndexHtmlResource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 548,
-                            "End Line": 550
-                        },
-                        {
-                            "Function Name": "mvcConversionService",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 565,
-                            "End Line": 575
-                        },
-                        {
-                            "Function Name": "setResourceLoader",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 636,
-                            "End Line": 639
-                        },
-                        {
-                            "Function Name": "ResourceChainResourceHandlerRegistrationCustomizer",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 680,
-                            "End Line": 682
-                        },
-                        {
-                            "Function Name": "customize",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 672,
-                            "End Line": 672
-                        },
-                        {
-                            "Function Name": "defaultViewResolver",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 308,
-                            "End Line": 315
-                        },
-                        {
-                            "Function Name": "beanNameViewResolver",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 317,
-                            "End Line": 324
-                        },
-                        {
-                            "Function Name": "hiddenHttpMethodFilter",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 176,
-                            "End Line": 181
-                        },
-                        {
-                            "Function Name": "formContentFilter",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 183,
-                            "End Line": 188
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 267,
+                            "End Line": 280
                         },
                         {
-                            "Function Name": "requestContextFilter",
-                            "Structural Impact": 1.3,
+                            "Function Name": "StrCmp",
+                            "Structural Impact": 5.5,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 426,
-                            "End Line": 431
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 239,
+                            "End Line": 244
                         },
                         {
-                            "Function Name": "flashMapManager",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 520,
-                            "End Line": 525
+                            "Function Name": "Itoa",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 360,
+                            "End Line": 364
                         },
                         {
-                            "Function Name": "viewNameTranslator",
-                            "Structural Impact": 1.3,
+                            "Function Name": "StrLen",
+                            "Structural Impact": 3.1,
                             "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 527,
-                            "End Line": 532
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 232,
+                            "End Line": 237
                         },
                         {
-                            "Function Name": "problemDetailsExceptionHandler",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "ShowUsage",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 721,
-                            "End Line": 726
+                            "Start Line": 932,
+                            "End Line": 947
                         },
                         {
-                            "Function Name": "mvcApiVersionStrategy",
-                            "Structural Impact": 1.2,
+                            "Function Name": "Pexit",
+                            "Structural Impact": 2.5,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 641,
-                            "End Line": 645
+                            "Start Line": 580,
+                            "End Line": 584
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 92,
-                        "Sequential Logic Declarations": 240,
-                        "Function Parameters": 78,
-                        "Function/Method Declarations": 50,
-                        "Class/Entity Declarations": 9,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 34,
+                        "Control Flow Branches": 288,
+                        "Sequential Logic Declarations": 97,
+                        "Function Parameters": 43,
+                        "Function/Method Declarations": 30,
+                        "Class/Entity Declarations": 16,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 9,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 41,
-                        "State Mutations / Variable Reassignments": 38,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 4,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 12,
+                        "State Mutations / Variable Reassignments": 773,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 29,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 78,
-                        "Generic Type Abstractions": 22,
-                        "Collection Iterators / Comprehensions": 8,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 118,
-                        "Authorship Metadata": 10,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Metaprogramming & Reflection": 16,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 2,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 27,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 72,
+                        "Pointer Arithmetic & Addressing": 174,
+                        "Manual Memory Allocation": 5,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 19,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
-                        "Thread Synchronization Locks": 7,
-                        "Immutable Data Declarations": 21,
+                        "Bitwise Operations": 21,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 33,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 37,
+                        "Private / Encapsulated Scopes": 25,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 475,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 757,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 5,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 3,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -605644,15 +605761,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 43,
-                        "Design Camel Case": 16,
-                        "Design Snake Case": 24,
+                        "Core Var Decl": 122,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 121,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 3,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 1,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 47,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 18,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -605676,130 +605793,13 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 118,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "jakarta.servlet.Servlet",
-                        "jakarta.servlet.ServletContext",
-                        "java.time.Duration",
-                        "java.util.List",
-                        "java.util.Locale",
-                        "java.util.Map",
-                        "java.util.function.Consumer",
-                        "org.apache.commons.logging.Log",
-                        "org.apache.commons.logging.LogFactory",
-                        "org.jspecify.annotations.Nullable",
-                        "org.springframework.aot.hint.RuntimeHints",
-                        "org.springframework.aot.hint.RuntimeHintsRegistrar",
-                        "org.springframework.aot.hint.TypeReference",
-                        "org.springframework.beans.factory.BeanFactory",
-                        "org.springframework.beans.factory.ListableBeanFactory",
-                        "org.springframework.beans.factory.NoSuchBeanDefinitionException",
-                        "org.springframework.beans.factory.ObjectProvider",
-                        "org.springframework.boot.autoconfigure.AutoConfiguration",
-                        "org.springframework.boot.autoconfigure.AutoConfigureOrder",
-                        "org.springframework.boot.autoconfigure.EnableAutoConfiguration",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnBean",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnBooleanProperty",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnClass",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnMissingBean",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnMissingFilterBean",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnWebApplication",
-                        "org.springframework.boot.autoconfigure.condition.ConditionalOnWebApplication.Type",
-                        "org.springframework.boot.autoconfigure.task.TaskExecutionAutoConfiguration",
-                        "org.springframework.boot.autoconfigure.template.TemplateAvailabilityProviders",
-                        "org.springframework.boot.autoconfigure.web.ConditionalOnEnabledResourceChain",
-                        "org.springframework.boot.autoconfigure.web.WebProperties",
-                        "org.springframework.boot.autoconfigure.web.WebProperties.Resources",
-                        "org.springframework.boot.autoconfigure.web.WebProperties.Resources.Chain.Strategy",
-                        "org.springframework.boot.autoconfigure.web.WebResourcesRuntimeHints",
-                        "org.springframework.boot.autoconfigure.web.format.DateTimeFormatters",
-                        "org.springframework.boot.autoconfigure.web.format.WebConversionService",
-                        "org.springframework.boot.context.properties.EnableConfigurationProperties",
-                        "org.springframework.boot.context.properties.PropertyMapper",
-                        "org.springframework.boot.convert.ApplicationConversionService",
-                        "org.springframework.boot.http.converter.autoconfigure.ServerHttpMessageConvertersCustomizer",
-                        "org.springframework.boot.servlet.filter.OrderedFormContentFilter",
-                        "org.springframework.boot.servlet.filter.OrderedHiddenHttpMethodFilter",
-                        "org.springframework.boot.servlet.filter.OrderedRequestContextFilter",
-                        "org.springframework.boot.validation.autoconfigure.ValidatorAdapter",
-                        "org.springframework.boot.web.servlet.ServletRegistrationBean",
-                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Apiversion",
-                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Apiversion.Use",
-                        "org.springframework.boot.webmvc.autoconfigure.WebMvcProperties.Format",
-                        "org.springframework.context.ApplicationContext",
-                        "org.springframework.context.ResourceLoaderAware",
-                        "org.springframework.context.annotation.Bean",
-                        "org.springframework.context.annotation.Configuration",
-                        "org.springframework.context.annotation.Import",
-                        "org.springframework.context.annotation.ImportRuntimeHints",
-                        "org.springframework.core.Ordered",
-                        "org.springframework.core.annotation.Order",
-                        "org.springframework.core.io.Resource",
-                        "org.springframework.core.io.ResourceLoader",
-                        "org.springframework.core.task.AsyncTaskExecutor",
-                        "org.springframework.format.FormatterRegistry",
-                        "org.springframework.format.support.FormattingConversionService",
-                        "org.springframework.http.CacheControl",
-                        "org.springframework.http.MediaType",
-                        "org.springframework.http.converter.HttpMessageConverters.ServerBuilder",
-                        "org.springframework.lang.Contract",
-                        "org.springframework.util.AntPathMatcher",
-                        "org.springframework.util.Assert",
-                        "org.springframework.util.ClassUtils",
-                        "org.springframework.util.CollectionUtils",
-                        "org.springframework.validation.DefaultMessageCodesResolver",
-                        "org.springframework.validation.MessageCodesResolver",
-                        "org.springframework.validation.Validator",
-                        "org.springframework.web.accept.ApiVersionDeprecationHandler",
-                        "org.springframework.web.accept.ApiVersionParser",
-                        "org.springframework.web.accept.ApiVersionResolver",
-                        "org.springframework.web.accept.ApiVersionStrategy",
-                        "org.springframework.web.accept.ContentNegotiationManager",
-                        "org.springframework.web.bind.support.ConfigurableWebBindingInitializer",
-                        "org.springframework.web.context.ServletContextAware",
-                        "org.springframework.web.context.request.RequestContextListener",
-                        "org.springframework.web.context.support.ServletContextResource",
-                        "org.springframework.web.filter.FormContentFilter",
-                        "org.springframework.web.filter.HiddenHttpMethodFilter",
-                        "org.springframework.web.filter.RequestContextFilter",
-                        "org.springframework.web.servlet.DispatcherServlet",
-                        "org.springframework.web.servlet.FlashMapManager",
-                        "org.springframework.web.servlet.HandlerExceptionResolver",
-                        "org.springframework.web.servlet.LocaleResolver",
-                        "org.springframework.web.servlet.RequestToViewNameTranslator",
-                        "org.springframework.web.servlet.View",
-                        "org.springframework.web.servlet.ViewResolver",
-                        "org.springframework.web.servlet.config.annotation.ApiVersionConfigurer",
-                        "org.springframework.web.servlet.config.annotation.AsyncSupportConfigurer",
-                        "org.springframework.web.servlet.config.annotation.ContentNegotiationConfigurer",
-                        "org.springframework.web.servlet.config.annotation.DelegatingWebMvcConfiguration",
-                        "org.springframework.web.servlet.config.annotation.EnableWebMvc",
-                        "org.springframework.web.servlet.config.annotation.PathMatchConfigurer",
-                        "org.springframework.web.servlet.config.annotation.ResourceChainRegistration",
-                        "org.springframework.web.servlet.config.annotation.ResourceHandlerRegistration",
-                        "org.springframework.web.servlet.config.annotation.ResourceHandlerRegistry",
-                        "org.springframework.web.servlet.config.annotation.WebMvcConfigurationSupport",
-                        "org.springframework.web.servlet.config.annotation.WebMvcConfigurer",
-                        "org.springframework.web.servlet.handler.AbstractHandlerExceptionResolver",
-                        "org.springframework.web.servlet.handler.AbstractUrlHandlerMapping",
-                        "org.springframework.web.servlet.i18n.AcceptHeaderLocaleResolver",
-                        "org.springframework.web.servlet.i18n.FixedLocaleResolver",
-                        "org.springframework.web.servlet.mvc.method.annotation.ExceptionHandlerExceptionResolver",
-                        "org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerAdapter",
-                        "org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerMapping",
-                        "org.springframework.web.servlet.mvc.method.annotation.ResponseEntityExceptionHandler",
-                        "org.springframework.web.servlet.resource.EncodedResourceResolver",
-                        "org.springframework.web.servlet.resource.ResourceResolver",
-                        "org.springframework.web.servlet.resource.ResourceUrlProvider",
-                        "org.springframework.web.servlet.resource.VersionResourceResolver",
-                        "org.springframework.web.servlet.view.BeanNameViewResolver",
-                        "org.springframework.web.servlet.view.ContentNegotiatingViewResolver",
-                        "org.springframework.web.servlet.view.InternalResourceViewResolver",
-                        "org.springframework.web.util.UrlPathHelper"
+                        "ape/ape.h"
                     ]
                 }
             }
@@ -638074,7 +638074,7 @@
             }
         },
         "lua/pandoc": {
-            "Directory Group Magnitude": 1308.84,
+            "Directory Group Magnitude": 1305.84,
             "File Count": 26,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "92.3%",
@@ -638085,14 +638085,14 @@
                 "Error & Exception Exposure": "50.07%",
                 "Tech Debt Exposure": "27.87%",
                 "Testing Exposure": "5.19%",
-                "API Exposure": "1.65%",
+                "API Exposure": "1.6%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "72.81%",
                 "Commented Logic Exposure": "1.12%",
                 "Specification Exposure": "50.0%",
                 "Instability Exposure": "46.15%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "9.33%",
+                "Documentation Exposure": "8.41%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -639749,9 +639749,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4147.0,
-                        "Y": -50.23,
-                        "Z": -4888.15
+                        "X": -5023.54,
+                        "Y": -74.69,
+                        "Z": -4039.25
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -641965,9 +641965,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4499.68,
-                        "Y": -150.2,
-                        "Z": -3424.17
+                        "X": -4499.57,
+                        "Y": -150.19,
+                        "Z": -3424.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -641979,7 +641979,7 @@
                         "Total LOC": 69,
                         "Coding LOC": 59,
                         "Documentation LOC": 4,
-                        "Structural Magnitude": 47.68,
+                        "Structural Magnitude": 45.68,
                         "Control Flow Ratio": "28.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -641992,14 +641992,14 @@
                         "Error & Exception Exposure": "57.54%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.4%",
-                        "API Exposure": "1.03%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -642105,7 +642105,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 24,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -642989,9 +642989,9 @@
                         "Identity Proof": "Single Indicator (Ext: .lua)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5011.26,
-                        "Y": -123.44,
-                        "Z": -3846.59
+                        "X": -4134.58,
+                        "Y": -98.98,
+                        "Z": -4695.49
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -643003,7 +643003,7 @@
                         "Total LOC": 76,
                         "Coding LOC": 61,
                         "Documentation LOC": 10,
-                        "Structural Magnitude": 34.82,
+                        "Structural Magnitude": 33.82,
                         "Control Flow Ratio": "5.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -643016,14 +643016,14 @@
                         "Error & Exception Exposure": "10.45%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.32%",
-                        "API Exposure": "0.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.99%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -643129,7 +643129,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 18,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -648033,9 +648033,9 @@
                         "Identity Proof": "Single Indicator (Ext: .java)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1678.73,
+                        "X": 1678.51,
                         "Y": 197.84,
-                        "Z": -9022.95
+                        "Z": -9021.9
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -648545,9 +648545,9 @@
                         "Identity Proof": "Single Indicator (Ext: .java)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1930.52,
+                        "X": 1930.3,
                         "Y": 180.21,
-                        "Z": -9201.3
+                        "Z": -9200.26
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -649470,338 +649470,1840 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 840,
-                            "End Line": 844
+                            "Start Line": 840,
+                            "End Line": 844
+                        },
+                        {
+                            "Function Name": "setBuildDir",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 846,
+                            "End Line": 850
+                        },
+                        {
+                            "Function Name": "getProperty",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1135,
+                            "End Line": 1139
+                        },
+                        {
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+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 28,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 6,
+                        "Fatal Aborts & Exceptions": 8,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 27,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 115,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1099,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 40,
+                        "Design Camel Case": 20,
+                        "Design Snake Case": 15,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 6,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 68,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 132,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "com.google.common.base.Strings.isNullOrEmpty",
+                        "groovy.lang.Closure",
+                        "groovy.lang.MissingPropertyException",
+                        "java.io.File",
+                        "java.net.URI",
+                        "java.util.ArrayList",
+                        "java.util.Collections.singletonMap",
+                        "java.util.HashSet",
+                        "java.util.List",
+                        "java.util.Map",
+                        "java.util.Set",
+                        "java.util.TreeMap",
+                        "java.util.TreeSet",
+                        "java.util.concurrent.Callable",
+                        "java.util.stream.Collectors",
+                        "java.util.stream.Stream",
+                        "javax.inject.Inject",
+                        "org.gradle.api.Action",
+                        "org.gradle.api.AntBuilder",
+                        "org.gradle.api.CircularReferenceException",
+                        "org.gradle.api.InvalidUserCodeException",
+                        "org.gradle.api.InvalidUserDataException",
+                        "org.gradle.api.NamedDomainObjectContainer",
+                        "org.gradle.api.NamedDomainObjectFactory",
+                        "org.gradle.api.PathValidation",
+                        "org.gradle.api.Project",
+                        "org.gradle.api.ProjectConfigurationException",
+                        "org.gradle.api.ProjectEvaluationListener",
+                        "org.gradle.api.Task",
+                        "org.gradle.api.UnknownProjectException",
+                        "org.gradle.api.artifacts.ConfigurationContainer",
+                        "org.gradle.api.artifacts.dsl.ArtifactHandler",
+                        "org.gradle.api.artifacts.dsl.DependencyFactory",
+                        "org.gradle.api.artifacts.dsl.DependencyHandler",
+                        "org.gradle.api.artifacts.dsl.DependencyLockingHandler",
+                        "org.gradle.api.artifacts.dsl.RepositoryHandler",
+                        "org.gradle.api.component.SoftwareComponentContainer",
+                        "org.gradle.api.file.ConfigurableFileCollection",
+                        "org.gradle.api.file.ConfigurableFileTree",
+                        "org.gradle.api.file.CopySpec",
+                        "org.gradle.api.file.DeleteSpec",
+                        "org.gradle.api.file.FileTree",
+                        "org.gradle.api.file.ProjectLayout",
+                        "org.gradle.api.file.SyncSpec",
+                        "org.gradle.api.internal.CollectionCallbackActionDecorator",
+                        "org.gradle.api.internal.DynamicObjectAware",
+                        "org.gradle.api.internal.GradleInternal",
+                        "org.gradle.api.internal.ProcessOperations",
+                        "org.gradle.api.internal.artifacts.DependencyManagementServices",
+                        "org.gradle.api.internal.artifacts.DependencyResolutionServices",
+                        "org.gradle.api.internal.artifacts.configurations.RoleBasedConfigurationContainerInternal",
+                        "org.gradle.api.internal.collections.DomainObjectCollectionFactory",
+                        "org.gradle.api.internal.file.FileCollectionFactory",
+                        "org.gradle.api.internal.file.FileOperations",
+                        "org.gradle.api.internal.file.FileResolver",
+                        "org.gradle.api.internal.initialization.ClassLoaderScope",
+                        "org.gradle.api.internal.initialization.ScriptHandlerFactory",
+                        "org.gradle.api.internal.initialization.ScriptHandlerInternal",
+                        "org.gradle.api.internal.initialization.StandaloneDomainObjectContext",
+                        "org.gradle.api.internal.plugins.DefaultObjectConfigurationAction",
+                        "org.gradle.api.internal.plugins.ExtensionContainerInternal",
+                        "org.gradle.api.internal.plugins.PluginManagerInternal",
+                        "org.gradle.api.internal.project.taskfactory.TaskInstantiator",
+                        "org.gradle.api.internal.tasks.TaskContainerInternal",
+                        "org.gradle.api.internal.tasks.TaskDependencyFactory",
+                        "org.gradle.api.logging.Logger",
+                        "org.gradle.api.logging.Logging",
+                        "org.gradle.api.model.ObjectFactory",
+                        "org.gradle.api.plugins.ExtensionContainer",
+                        "org.gradle.api.plugins.ObjectConfigurationAction",
+                        "org.gradle.api.plugins.PluginContainer",
+                        "org.gradle.api.project.IsolatedProject",
+                        "org.gradle.api.provider.Property",
+                        "org.gradle.api.provider.Provider",
+                        "org.gradle.api.provider.ProviderFactory",
+                        "org.gradle.api.resources.ResourceHandler",
+                        "org.gradle.api.tasks.WorkResult",
+                        "org.gradle.configuration.ScriptPluginFactory",
+                        "org.gradle.configuration.internal.ListenerBuildOperationDecorator",
+                        "org.gradle.configuration.project.ProjectConfigurationActionContainer",
+                        "org.gradle.configuration.project.ProjectEvaluator",
+                        "org.gradle.features.internal.binding.ProjectFeatureApplicator",
+                        "org.gradle.features.internal.binding.ProjectFeatureDeclarations",
+                        "org.gradle.features.internal.binding.ProjectFeatureSupportInternal",
+                        "org.gradle.groovy.scripts.ScriptSource",
+                        "org.gradle.internal.Actions",
+                        "org.gradle.internal.Cast",
+                        "org.gradle.internal.Factories",
+                        "org.gradle.internal.Factory",
+                        "org.gradle.internal.deprecation.DeprecationLogger",
+                        "org.gradle.internal.event.ListenerBroadcast",
+                        "org.gradle.internal.extensibility.ExtensibleDynamicObject",
+                        "org.gradle.internal.extensibility.NoConventionMapping",
+                        "org.gradle.internal.instantiation.InstantiatorFactory",
+                        "org.gradle.internal.instantiation.generator.AsmBackedClassGenerator",
+                        "org.gradle.internal.logging.LoggingManagerInternal",
+                        "org.gradle.internal.logging.StandardOutputCapture",
+                        "org.gradle.internal.metaobject.BeanDynamicObject",
+                        "org.gradle.internal.metaobject.DynamicObject",
+                        "org.gradle.internal.model.ModelContainer",
+                        "org.gradle.internal.model.RuleBasedPluginListener",
+                        "org.gradle.internal.reflect.Instantiator",
+                        "org.gradle.internal.resource.TextUriResourceLoader",
+                        "org.gradle.internal.service.ServiceRegistry",
+                        "org.gradle.internal.service.scopes.ServiceRegistryFactory",
+                        "org.gradle.internal.typeconversion.TypeConverter",
+                        "org.gradle.listener.ClosureBackedMethodInvocationDispatch",
+                        "org.gradle.model.Model",
+                        "org.gradle.model.RuleSource",
+                        "org.gradle.model.dsl.internal.NonTransformedModelDslBacking",
+                        "org.gradle.model.dsl.internal.TransformedModelDslBacking",
+                        "org.gradle.model.internal.core.DefaultNodeInitializerRegistry",
+                        "org.gradle.model.internal.core.Hidden",
+                        "org.gradle.model.internal.core.ModelReference",
+                        "org.gradle.model.internal.core.ModelRegistrations",
+                        "org.gradle.model.internal.core.NamedEntityInstantiator",
+                        "org.gradle.model.internal.core.NodeInitializerRegistry",
+                        "org.gradle.model.internal.manage.binding.StructBindingsStore",
+                        "org.gradle.model.internal.manage.instance.ManagedProxyFactory",
+                        "org.gradle.model.internal.manage.schema.ModelSchemaStore",
+                        "org.gradle.model.internal.registry.ModelRegistry",
+                        "org.gradle.model.internal.type.ModelType",
+                        "org.gradle.normalization.InputNormalizationHandler",
+                        "org.gradle.normalization.internal.InputNormalizationHandlerInternal",
+                        "org.gradle.util.Configurable",
+                        "org.gradle.util.Path",
+                        "org.gradle.util.internal.ClosureBackedAction",
+                        "org.gradle.util.internal.ConfigureUtil",
+                        "org.gradle.util.internal.ConfigureUtil.configureUsing",
+                        "org.gradle.util.internal.GUtil.addMaps",
+                        "org.jspecify.annotations.NonNull",
+                        "org.jspecify.annotations.Nullable"
+                    ]
+                },
+                "groovy/gradle/DefaultTask.java": {
+                    "1. Artifact Identity": {
+                        "Filename": "DefaultTask.java",
+                        "Path": "groovy/gradle/DefaultTask.java",
+                        "Language": "Java",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Parent Entity": "org",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "java",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .java)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 2015.66,
+                        "Y": 232.31,
+                        "Z": -9584.49
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 330,
+                        "Coding LOC": 250,
+                        "Documentation LOC": 20,
+                        "Structural Magnitude": 218.5,
+                        "Control Flow Ratio": "16.2%",
+                        "Popularity Rank": 7,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.68
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "41.35%",
+                        "Error & Exception Exposure": "77.94%",
+                        "Tech Debt Exposure": "9.11%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "12.59%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.81%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "99.76%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "depthCompare",
-                            "Structural Impact": 1.6,
+                            "Function Name": "usesService",
+                            "Structural Impact": 4.4,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 593,
-                            "End Line": 596
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 270,
+                            "End Line": 273
                         },
                         {
-                            "Function Name": "compareTo",
-                            "Structural Impact": 1.6,
+                            "Function Name": "onlyIf",
+                            "Structural Impact": 3.7,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 598,
-                            "End Line": 601
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 93,
+                            "End Line": 96
                         },
                         {
-                            "Function Name": "absoluteProjectPath",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setOnlyIf",
+                            "Structural Impact": 3.7,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 617,
-                            "End Line": 620
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 103,
+                            "End Line": 106
                         },
                         {
-                            "Function Name": "identityPath",
-                            "Structural Impact": 1.6,
+                            "Function Name": "doFirst",
+                            "Structural Impact": 3.7,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 622,
-                            "End Line": 625
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 143,
+                            "End Line": 146
                         },
                         {
-                            "Function Name": "projectPath",
-                            "Structural Impact": 1.6,
+                            "Function Name": "doLast",
+                            "Structural Impact": 3.7,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 653,
-                            "End Line": 656
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 153,
+                            "End Line": 156
                         },
                         {
-                            "Function Name": "relativeProjectPath",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setActions",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 673,
-                            "End Line": 676
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 73,
+                            "End Line": 76
                         },
                         {
-                            "Function Name": "project",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setDependsOn",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 678,
-                            "End Line": 681
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 83,
+                            "End Line": 86
                         },
                         {
-                            "Function Name": "findProject",
-                            "Structural Impact": 1.6,
+                            "Function Name": "onlyIf",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 692,
-                            "End Line": 695
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 88,
+                            "End Line": 91
                         },
                         {
-                            "Function Name": "allprojects",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setOnlyIf",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 714,
-                            "End Line": 717
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 98,
+                            "End Line": 101
                         },
                         {
-                            "Function Name": "subprojects",
-                            "Structural Impact": 1.6,
+                            "Function Name": "doFirst",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 739,
-                            "End Line": 742
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 138,
+                            "End Line": 141
                         },
                         {
-                            "Function Name": "file",
-                            "Structural Impact": 1.6,
+                            "Function Name": "doLast",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 959,
-                            "End Line": 962
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 148,
+                            "End Line": 151
                         },
                         {
-                            "Function Name": "uri",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setMustRunAfter",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 969,
-                            "End Line": 972
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 220,
+                            "End Line": 223
                         },
                         {
-                            "Function Name": "files",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setFinalizedBy",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 974,
-                            "End Line": 977
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 235,
+                            "End Line": 238
                         },
                         {
-                            "Function Name": "fileTree",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setShouldRunAfter",
+                            "Structural Impact": 3.0,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 991,
-                            "End Line": 994
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 255,
+                            "End Line": 258
                         },
                         {
-                            "Function Name": "zipTree",
-                            "Structural Impact": 1.6,
+                            "Function Name": "getActions",
+                            "Structural Impact": 2.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1013,
-                            "End Line": 1016
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 68,
+                            "End Line": 71
                         },
                         {
-                            "Function Name": "tarTree",
-                            "Structural Impact": 1.6,
+                            "Function Name": "setProperty",
+                            "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1018,
-                            "End Line": 1021
+                            "Start Line": 178,
+                            "End Line": 181
                         },
                         {
-                            "Function Name": "relativePath",
+                            "Function Name": "setDidWork",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1033,
-                            "End Line": 1036
+                            "Start Line": 113,
+                            "End Line": 116
                         },
                         {
-                            "Function Name": "mkdir",
+                            "Function Name": "setEnabled",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1038,
-                            "End Line": 1041
+                            "Start Line": 123,
+                            "End Line": 126
                         },
                         {
-                            "Function Name": "delete",
+                            "Function Name": "dependsOn",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1043,
-                            "End Line": 1046
+                            "Start Line": 133,
+                            "End Line": 136
                         },
                         {
-                            "Function Name": "property",
+                            "Function Name": "compareTo",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1159,
-                            "End Line": 1162
+                            "Start Line": 158,
+                            "End Line": 161
                         },
                         {
-                            "Function Name": "findProperty",
+                            "Function Name": "property",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1164,
-                            "End Line": 1167
+                            "Start Line": 168,
+                            "End Line": 171
                         },
                         {
                             "Function Name": "hasProperty",
@@ -649810,1051 +651312,1993 @@
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1174,
-                            "End Line": 1177
+                            "Start Line": 173,
+                            "End Line": 176
                         },
                         {
-                            "Function Name": "copy",
+                            "Function Name": "setDescription",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1184,
-                            "End Line": 1187
+                            "Start Line": 189,
+                            "End Line": 192
                         },
                         {
-                            "Function Name": "copySpec",
+                            "Function Name": "setGroup",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1199,
-                            "End Line": 1202
+                            "Start Line": 200,
+                            "End Line": 203
                         },
                         {
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                         },
                         {
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                             "Control Flow Ratio": "0.0%",
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+                            "End Line": 243
                         },
                         {
-                            "Function Name": "dependencies",
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                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
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-                            "End Line": 1278
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+                            "End Line": 253
                         },
                         {
-                            "Function Name": "artifacts",
+                            "Function Name": "onlyIf",
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                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1280,
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+                            "Start Line": 285,
+                            "End Line": 288
                         },
                         {
-                            "Function Name": "buildscript",
+                            "Function Name": "setOnlyIf",
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                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1290,
-                            "End Line": 1293
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+                            "End Line": 293
                         },
                         {
-                            "Function Name": "task",
+                            "Function Name": "doFirst",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1301,
-                            "End Line": 1304
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-                        {
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1379,
-                            "End Line": 1381
+                            "Start Line": 310,
+                            "End Line": 313
                         },
                         {
-                            "Function Name": "addDeferredConfiguration",
+                            "Function Name": "doLast",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1444,
-                            "End Line": 1447
+                            "Start Line": 315,
+                            "End Line": 318
                         },
                         {
-                            "Function Name": "apply",
+                            "Function Name": "configure",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1454,
-                            "End Line": 1457
+                            "Start Line": 320,
+                            "End Line": 323
                         },
                         {
-                            "Function Name": "assertEagerContext",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "getAnt",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1523,
-                            "End Line": 1525
+                            "Start Line": 53,
+                            "End Line": 56
                         },
                         {
-                            "Function Name": "newDetachedResolver",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "getProject",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1532,
-                            "End Line": 1542
+                            "Start Line": 58,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "LocalDetachedResolver",
-                            "Structural Impact": 1.6,
+                            "Function Name": "getName",
+                            "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1547,
-                            "End Line": 1550
+                            "Start Line": 63,
+                            "End Line": 66
                         },
                         {
-                            "Function Name": "getRootProject",
+                            "Function Name": "getDependsOn",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 361,
-                            "End Line": 364
+                            "Start Line": 78,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "getGradle",
+                            "Function Name": "getDidWork",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 371,
-                            "End Line": 374
+                            "Start Line": 108,
+                            "End Line": 111
                         },
                         {
-                            "Function Name": "getBuildFile",
+                            "Function Name": "getEnabled",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 383,
-                            "End Line": 386
+                            "Start Line": 118,
+                            "End Line": 121
                         },
                         {
-                            "Function Name": "getBuildScriptSource",
+                            "Function Name": "getPath",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 394,
-                            "End Line": 397
+                            "Start Line": 128,
+                            "End Line": 131
                         },
                         {
-                            "Function Name": "getRootDir",
+                            "Function Name": "getLogger",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 399,
-                            "End Line": 402
+                            "Start Line": 163,
+                            "End Line": 166
                         },
                         {
-                            "Function Name": "getParent",
+                            "Function Name": "getDescription",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 404,
-                            "End Line": 408
+                            "Start Line": 183,
+                            "End Line": 187
                         },
                         {
-                            "Function Name": "getParentIdentifier",
+                            "Function Name": "getGroup",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 419,
-                            "End Line": 423
+                            "Start Line": 194,
+                            "End Line": 198
                         },
                         {
-                            "Function Name": "getAsDynamicObject",
+                            "Function Name": "getDestroyables",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 425,
-                            "End Line": 428
+                            "Start Line": 205,
+                            "End Line": 208
                         },
                         {
-                            "Function Name": "getInheritedScope",
+                            "Function Name": "getLocalState",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 430,
-                            "End Line": 433
+                            "Start Line": 210,
+                            "End Line": 213
                         },
                         {
-                            "Function Name": "getName",
+                            "Function Name": "getTemporaryDir",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 435,
-                            "End Line": 438
+                            "Start Line": 215,
+                            "End Line": 218
                         },
                         {
-                            "Function Name": "getDescription",
+                            "Function Name": "getMustRunAfter",
                             "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 440,
-                            "End Line": 444
+                            "Start Line": 230,
+                            "End Line": 233
                         },
                         {
-                            "Function Name": "getStatus",
+                            "Function Name": "getFinalizedBy",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 492,
-                            "End Line": 495
+                            "Start Line": 245,
+                            "End Line": 248
                         },
                         {
-                            "Function Name": "getChildProjects",
+                            "Function Name": "getShouldRunAfter",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 510,
-                            "End Line": 513
+                            "Start Line": 260,
+                            "End Line": 263
                         },
                         {
-                            "Function Name": "getChildProjects",
+                            "Function Name": "getTimeout",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 515,
-                            "End Line": 518
+                            "Start Line": 265,
+                            "End Line": 268
                         },
                         {
-                            "Function Name": "getDefaultTasks",
+                            "Function Name": "getState",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 520,
-                            "End Line": 523
+                            "Start Line": 275,
+                            "End Line": 278
                         },
                         {
-                            "Function Name": "getState",
+                            "Function Name": "getTaskDependencies",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 530,
-                            "End Line": 533
+                            "Start Line": 280,
+                            "End Line": 283
                         },
                         {
-                            "Function Name": "getLifecycleActionsState",
+                            "Function Name": "getLogging",
                             "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 564,
-                            "End Line": 568
+                            "Start Line": 295,
+                            "End Line": 298
                         },
                         {
-                            "Function Name": "getPath",
+                            "Function Name": "getInputs",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 570,
-                            "End Line": 573
+                            "Start Line": 300,
+                            "End Line": 303
                         },
                         {
-                            "Function Name": "getBuildTreePath",
+                            "Function Name": "getOutputs",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 575,
-                            "End Line": 578
+                            "Start Line": 305,
+                            "End Line": 308
                         },
                         {
-                            "Function Name": "getIdentityPath",
+                            "Function Name": "getExtensions",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 580,
-                            "End Line": 583
+                            "Start Line": 325,
+                            "End Line": 328
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 16,
+                        "Sequential Logic Declarations": 83,
+                        "Function Parameters": 54,
+                        "Function/Method Declarations": 55,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 56,
+                        "State Mutations / Variable Reassignments": 54,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 1,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 60,
+                        "Generic Type Abstractions": 17,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 22,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 3,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 6,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 222,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 2,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 22,
+                        "Direct Downstream (Dependency Blast Radius)": 7,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "groovy.lang.Closure",
+                        "groovy.lang.MissingPropertyException",
+                        "java.io.File",
+                        "java.time.Duration",
+                        "java.util.List",
+                        "java.util.Set",
+                        "org.gradle.api.internal.TaskInputsInternal",
+                        "org.gradle.api.internal.TaskOutputsInternal",
+                        "org.gradle.api.internal.tasks.TaskDependencyInternal",
+                        "org.gradle.api.internal.tasks.TaskStateInternal",
+                        "org.gradle.api.logging.Logger",
+                        "org.gradle.api.plugins.ExtensionContainer",
+                        "org.gradle.api.provider.Property",
+                        "org.gradle.api.provider.Provider",
+                        "org.gradle.api.services.BuildService",
+                        "org.gradle.api.specs.Spec",
+                        "org.gradle.api.tasks.TaskDependency",
+                        "org.gradle.api.tasks.TaskDestroyables",
+                        "org.gradle.api.tasks.TaskLocalState",
+                        "org.gradle.internal.extensibility.NoConventionMapping",
+                        "org.gradle.work.DisableCachingByDefault",
+                        "org.jspecify.annotations.Nullable"
+                    ]
+                }
+            }
+        },
+        "abap/abapGit": {
+            "Directory Group Magnitude": 1153.74,
+            "File Count": 8,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "7.77%",
+                "Error & Exception Exposure": "31.46%",
+                "Tech Debt Exposure": "25.93%",
+                "Testing Exposure": "41.18%",
+                "API Exposure": "0.57%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "16.72%",
+                "Commented Logic Exposure": "8.68%",
+                "Specification Exposure": "75.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "9.87%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "abap/abapGit/package.devc.xml": {
+                    "1. Artifact Identity": {
+                        "Filename": "package.devc.xml",
+                        "Path": "abap/abapGit/package.devc.xml",
+                        "Language": "Xml",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .xml)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5543.46,
+                        "Y": 137.98,
+                        "Z": -9183.57
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 11,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 10,
+                        "Structural Magnitude": 10.52,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zabapgit.prog.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zabapgit.prog.abap",
+                        "Path": "abap/abapGit/zabapgit.prog.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5619.22,
+                        "Y": 260.73,
+                        "Z": -8065.52
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 80,
+                        "Coding LOC": 27,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 15.54,
+                        "Control Flow Ratio": "75.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.06
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.95%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "59.27%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 3,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 5,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 3,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 6,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 12,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 3,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 3,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "zabapgit_authorizations_exit",
+                        "zabapgit_background_user_exit",
+                        "zabapgit_forms",
+                        "zabapgit_gui_pages_userexit",
+                        "zabapgit_password_dialog",
+                        "zabapgit_user_exit"
+                    ]
+                },
+                "abap/abapGit/zcl_abapgit_ajson.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_ajson.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_ajson.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5478.25,
+                        "Y": 205.12,
+                        "Z": -8549.89
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 1023,
+                        "Coding LOC": 741,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 253.52,
+                        "Control Flow Ratio": "43.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.267
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "12.64%",
+                        "Error & Exception Exposure": "46.65%",
+                        "Tech Debt Exposure": "99.47%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.67%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "28.04%",
+                        "Commented Logic Exposure": "5.16%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "zif_abapgit_ajson~setx",
+                            "Structural Impact": 23.3,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "68.4%",
+                            "Start Line": 716,
+                            "End Line": 785
                         },
                         {
-                            "Function Name": "getDepth",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_ajson~set",
+                            "Structural Impact": 17.5,
+                            "Lines of Code (LOC)": 90,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 585,
-                            "End Line": 588
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 624,
+                            "End Line": 713
                         },
                         {
-                            "Function Name": "hashCode",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "delete_subtree",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 192,
+                            "End Line": 222
+                        },
+                        {
+                            "Function Name": "create_from",
+                            "Structural Impact": 15.1,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 157,
+                            "End Line": 189
+                        },
+                        {
+                            "Function Name": "prove_path_exists",
+                            "Structural Impact": 14.1,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 272,
+                            "End Line": 311
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~array_to_string_table",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 10,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 612,
-                            "End Line": 615
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 321,
+                            "End Line": 357
                         },
                         {
-                            "Function Name": "getProjectPath",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_ajson~touch_array",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 627,
-                            "End Line": 630
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 941,
+                            "End Line": 995
                         },
                         {
-                            "Function Name": "getProjectIdentity",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_ajson~get_timestamp",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 632,
-                            "End Line": 636
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 501,
+                            "End Line": 520
                         },
                         {
-                            "Function Name": "getModel",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_ajson~get_timestampl",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 638,
-                            "End Line": 641
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 523,
+                            "End Line": 542
                         },
                         {
-                            "Function Name": "getPlugins",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_ajson~slice",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 643,
-                            "End Line": 646
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 886,
+                            "End Line": 928
                         },
                         {
-                            "Function Name": "getBuildPath",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "parse",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 253,
+                            "End Line": 269
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~get_boolean",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 648,
-                            "End Line": 651
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 423,
+                            "End Line": 435
                         },
                         {
-                            "Function Name": "isScript",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_ajson~push",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 582,
+                            "End Line": 621
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~get_date",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 438,
+                            "End Line": 454
+                        },
+                        {
+                            "Function Name": "create_empty",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 658,
-                            "End Line": 661
+                            "Start Line": 147,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "isRootScript",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "new",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 239,
+                            "End Line": 245
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~members",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 563,
+                            "End Line": 574
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~get",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 412,
+                            "End Line": 420
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~get_integer",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 457,
+                            "End Line": 465
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~get_node_type",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 468,
+                            "End Line": 476
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~get_number",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 479,
+                            "End Line": 487
+                        },
+                        {
+                            "Function Name": "zif_abapgit_ajson~get_string",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 490,
+                            "End Line": 498
+                        },
+                        {
+                            "Function Name": "get_item",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 663,
-                            "End Line": 666
+                            "Start Line": 225,
+                            "End Line": 236
                         },
                         {
-                            "Function Name": "isPluginContext",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~to_abap",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 668,
-                            "End Line": 671
+                            "Start Line": 998,
+                            "End Line": 1015
                         },
                         {
-                            "Function Name": "getAllprojects",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "constructor",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 140,
+                            "End Line": 144
+                        },
+                        {
+                            "Function Name": "read_only_watchdog",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 314,
+                            "End Line": 318
+                        },
+                        {
+                            "Function Name": "normalize_path",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 704,
-                            "End Line": 707
+                            "Start Line": 248,
+                            "End Line": 250
                         },
                         {
-                            "Function Name": "getSubprojects",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~delete",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 729,
-                            "End Line": 732
+                            "Start Line": 373,
+                            "End Line": 386
                         },
                         {
-                            "Function Name": "createAntBuilder",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~set_boolean",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 770,
-                            "End Line": 773
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+                            "End Line": 799
                         },
                         {
-                            "Function Name": "getProject",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~set_date",
+                            "Structural Impact": 1.6,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 778,
-                            "End Line": 781
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+                            "End Line": 814
                         },
                         {
-                            "Function Name": "getIsolated",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~set_null",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 783,
-                            "End Line": 786
+                            "Start Line": 829,
+                            "End Line": 839
                         },
                         {
-                            "Function Name": "evaluate",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "zif_abapgit_ajson~set_string",
+                            "Structural Impact": 1.6,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 788,
-                            "End Line": 792
+                            "Start Line": 842,
+                            "End Line": 853
                         },
                         {
-                            "Function Name": "evaluateUnchecked",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "zif_abapgit_ajson~set_timestamp",
+                            "Structural Impact": 1.6,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 794,
-                            "End Line": 798
+                            "Start Line": 856,
+                            "End Line": 868
                         },
                         {
-                            "Function Name": "getTasks",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~set_timestampl",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 810,
-                            "End Line": 813
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                         },
                         {
-                            "Function Name": "getProjectDir",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~set_integer",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
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                         },
                         {
-                            "Function Name": "getBuildDir",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "zif_abapgit_ajson~stringify",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 834,
-                            "End Line": 838
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                         },
                         {
-                            "Function Name": "getDisplayName",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 887,
-                            "End Line": 890
+                            "Start Line": 360,
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                         },
                         {
-                            "Function Name": "toString",
+                            "Function Name": "zif_abapgit_ajson~filter",
                             "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 892,
-                            "End Line": 895
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                         },
                         {
-                            "Function Name": "getResources",
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                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1028,
-                            "End Line": 1031
+                            "Start Line": 401,
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                         },
                         {
-                            "Function Name": "getProjectEvaluationBroadcaster",
+                            "Function Name": "zif_abapgit_ajson~keep_item_order",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1068,
-                            "End Line": 1071
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                         {
-                            "Function Name": "getLogger",
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                             "Control Flow Branches": 0,
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                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1105,
-                            "End Line": 1108
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                         },
                         {
-                            "Function Name": "getStandardOutputCapture",
+                            "Function Name": "zif_abapgit_ajson~to_abap_corresponding_only",
                             "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1110,
-                            "End Line": 1113
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+                            "End Line": 1022
                         },
                         {
-                            "Function Name": "copySpec",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~clone",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1209,
-                            "End Line": 1212
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                         },
                         {
-                            "Function Name": "getServices",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~exists",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1218,
-                            "End Line": 1221
+                            "Start Line": 389,
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                         },
                         {
-                            "Function Name": "createObjectConfigurationAction",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "zif_abapgit_ajson~freeze",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1350,
-                            "End Line": 1354
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                         },
                         {
-                            "Function Name": "getClassLoaderScope",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~is_empty",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1366,
-                            "End Line": 1369
+                            "Start Line": 545,
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                         },
                         {
-                            "Function Name": "getBaseClassLoaderScope",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_ajson~opts",
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                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1371,
-                            "End Line": 1374
-                        },
+                            "Start Line": 577,
+                            "End Line": 579
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 89,
+                        "Sequential Logic Declarations": 116,
+                        "Function Parameters": 26,
+                        "Function/Method Declarations": 47,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 26,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 27,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 8,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 2,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 47,
+                        "Manual Memory Allocation": 9,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 737,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 253,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 253,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 3,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 37,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zcl_abapgit_git_porcelain.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_git_porcelain.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_git_porcelain.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5855.09,
+                        "Y": 149.3,
+                        "Z": -9178.84
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 837,
+                        "Coding LOC": 642,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 249.54,
+                        "Control Flow Ratio": "51.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.209
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "10.29%",
+                        "Error & Exception Exposure": "56.53%",
+                        "Tech Debt Exposure": "8.45%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.69%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "55.4%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1419,
-                            "End Line": 1422
+                            "Function Name": "receive_pack_push",
+                            "Structural Impact": 37.2,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 12,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 644,
+                            "End Line": 739
                         },
                         {
-                            "Function Name": "fireDeferredConfiguration",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1449,
-                            "End Line": 1452
+                            "Function Name": "push",
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+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 8,
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+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 555,
+                            "End Line": 641
                         },
                         {
-                            "Function Name": "getOwner",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1527,
-                            "End Line": 1530
+                            "Function Name": "walk",
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+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 742,
+                            "End Line": 791
                         },
                         {
-                            "Function Name": "getRepositories",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1552,
-                            "End Line": 1555
+                            "Function Name": "walk_tree",
+                            "Structural Impact": 17.8,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 794,
+                            "End Line": 836
                         },
                         {
-                            "Function Name": "getDependencies",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1557,
-                            "End Line": 1560
+                            "Function Name": "create_tag",
+                            "Structural Impact": 14.7,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 324,
+                            "End Line": 349
                         },
                         {
-                            "Function Name": "getConfigurations",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1562,
-                            "End Line": 1565
+                            "Function Name": "find_folders",
+                            "Structural Impact": 14.1,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 435,
+                            "End Line": 473
                         },
                         {
-                            "Function Name": "newProjectEvaluationListenerBroadcast",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 327
+                            "Function Name": "build_trees",
+                            "Structural Impact": 11.4,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 197,
+                            "End Line": 251
                         },
                         {
-                            "Function Name": "getProjectEvaluator",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 376,
-                            "End Line": 377
+                            "Function Name": "delete_tag",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 2,
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+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 404,
+                            "End Line": 420
                         },
                         {
-                            "Function Name": "getBuildscript",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 379,
-                            "End Line": 381
+                            "Function Name": "delete_annotated_tag",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 352,
+                            "End Line": 376
                         },
                         {
-                            "Function Name": "getFileResolver",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 535,
-                            "End Line": 537
+                            "Function Name": "create_branch",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 296,
+                            "End Line": 309
                         },
                         {
-                            "Function Name": "getTaskDependencyFactory",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 539,
-                            "End Line": 541
+                            "Function Name": "pull",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 497,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "getArtifacts",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 547,
-                            "End Line": 549
+                            "Function Name": "full_tree",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 476,
+                            "End Line": 494
                         },
                         {
-                            "Function Name": "getRepositories",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "create_annotated_tag",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 40,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 551,
-                            "End Line": 553
+                            "Start Line": 254,
+                            "End Line": 293
                         },
                         {
-                            "Function Name": "getConfigurations",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "pull_by_branch",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 555,
-                            "End Line": 557
+                            "Start Line": 521,
+                            "End Line": 535
                         },
                         {
-                            "Function Name": "getCrossProjectModelAccess",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "pull_by_commit",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 590,
-                            "End Line": 591
+                            "Start Line": 538,
+                            "End Line": 552
                         },
                         {
-                            "Function Name": "getFileOperations",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "delete_branch",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 943,
-                            "End Line": 945
+                            "Start Line": 379,
+                            "End Line": 390
                         },
                         {
-                            "Function Name": "getProviders",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "create_lightweight_tag",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 947,
-                            "End Line": 949
+                            "Start Line": 312,
+                            "End Line": 321
                         },
                         {
-                            "Function Name": "getObjects",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "delete_lightweight_tag",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 951,
-                            "End Line": 953
+                            "Start Line": 393,
+                            "End Line": 401
                         },
                         {
-                            "Function Name": "getLayout",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "empty_packfile",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 955,
-                            "End Line": 957
-                        },
+                            "Start Line": 423,
+                            "End Line": 432
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 48,
+                        "Sequential Logic Declarations": 45,
+                        "Function Parameters": 41,
+                        "Function/Method Declarations": 19,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 43,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 14,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 2,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 115,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 2,
+                        "Resource Deallocation & Cleanup": 8,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 638,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 226,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 226,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 59,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zcl_abapgit_http_client.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_http_client.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_http_client.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 5304.66,
+                        "Y": 269.32,
+                        "Z": -8739.61
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 228,
+                        "Coding LOC": 168,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 50.46,
+                        "Control Flow Ratio": "52.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.166
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "8.82%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.44%",
+                        "API Exposure": "0.85%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "13.1%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "getDependencies",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1060,
-                            "End Line": 1062
+                            "Function Name": "check_http_200",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 49,
+                            "End Line": 85
                         },
                         {
-                            "Function Name": "getDependencyFactory",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1064,
-                            "End Line": 1066
+                            "Function Name": "send_receive",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 126,
+                            "End Line": 166
                         },
                         {
-                            "Function Name": "getLogging",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "check_smart_response",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1115,
-                            "End Line": 1117
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 88,
+                            "End Line": 108
                         },
                         {
-                            "Function Name": "getComponents",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "set_headers",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1119,
-                            "End Line": 1121
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 193,
+                            "End Line": 227
                         },
                         {
-                            "Function Name": "getProcessOperations",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "set_header",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1214,
-                            "End Line": 1216
+                            "Start Line": 186,
+                            "End Line": 190
                         },
                         {
-                            "Function Name": "getConfigurationActions",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "send_receive_close",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1342,
-                            "End Line": 1344
+                            "Start Line": 169,
+                            "End Line": 178
                         },
                         {
-                            "Function Name": "getModelRegistry",
+                            "Function Name": "close",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1346,
-                            "End Line": 1348
+                            "Start Line": 111,
+                            "End Line": 113
                         },
                         {
-                            "Function Name": "getPluginManager",
+                            "Function Name": "constructor",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1356,
-                            "End Line": 1358
-                        },
-                        {
-                            "Function Name": "getScriptPluginFactory",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1360,
-                            "End Line": 1361
-                        },
-                        {
-                            "Function Name": "getScriptHandlerFactory",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1363,
-                            "End Line": 1364
-                        },
-                        {
-                            "Function Name": "getDeferredProjectConfiguration",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1435,
-                            "End Line": 1436
-                        },
-                        {
-                            "Function Name": "getProjectConfigurator",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1438,
-                            "End Line": 1439
-                        },
-                        {
-                            "Function Name": "getListenerBuildOperationDecorator",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1441,
-                            "End Line": 1442
+                            "Start Line": 116,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "getNormalization",
+                            "Function Name": "get_cdata",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1486,
-                            "End Line": 1488
+                            "Start Line": 121,
+                            "End Line": 123
                         },
                         {
-                            "Function Name": "getDependencyLocking",
+                            "Function Name": "set_digest",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1495,
-                            "End Line": 1497
+                            "Start Line": 181,
+                            "End Line": 183
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 81,
-                        "Sequential Logic Declarations": 410,
-                        "Function Parameters": 219,
-                        "Function/Method Declarations": 222,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 36,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 18,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 23,
-                        "Exposed API / Public Exports": 204,
-                        "State Mutations / Variable Reassignments": 37,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 7,
-                        "Unit Test Assertions": 6,
-                        "Asynchronous/Concurrent Execution": 6,
-                        "UI / View Layer Components": 12,
-                        "Closures and Anonymous Functions": 2,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 262,
-                        "Generic Type Abstractions": 89,
-                        "Collection Iterators / Comprehensions": 2,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 3,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 132,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 28,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 4,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 6,
-                        "Fatal Aborts & Exceptions": 8,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 27,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 115,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1099,
+                        "Structural Space Indentations": 164,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -650871,15 +653315,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 40,
-                        "Design Camel Case": 20,
-                        "Design Snake Case": 15,
+                        "Core Var Decl": 48,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 46,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 6,
+                        "Design Long Vars": 2,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 68,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -650903,163 +653347,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 132,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "com.google.common.base.Strings.isNullOrEmpty",
-                        "groovy.lang.Closure",
-                        "groovy.lang.MissingPropertyException",
-                        "java.io.File",
-                        "java.net.URI",
-                        "java.util.ArrayList",
-                        "java.util.Collections.singletonMap",
-                        "java.util.HashSet",
-                        "java.util.List",
-                        "java.util.Map",
-                        "java.util.Set",
-                        "java.util.TreeMap",
-                        "java.util.TreeSet",
-                        "java.util.concurrent.Callable",
-                        "java.util.stream.Collectors",
-                        "java.util.stream.Stream",
-                        "javax.inject.Inject",
-                        "org.gradle.api.Action",
-                        "org.gradle.api.AntBuilder",
-                        "org.gradle.api.CircularReferenceException",
-                        "org.gradle.api.InvalidUserCodeException",
-                        "org.gradle.api.InvalidUserDataException",
-                        "org.gradle.api.NamedDomainObjectContainer",
-                        "org.gradle.api.NamedDomainObjectFactory",
-                        "org.gradle.api.PathValidation",
-                        "org.gradle.api.Project",
-                        "org.gradle.api.ProjectConfigurationException",
-                        "org.gradle.api.ProjectEvaluationListener",
-                        "org.gradle.api.Task",
-                        "org.gradle.api.UnknownProjectException",
-                        "org.gradle.api.artifacts.ConfigurationContainer",
-                        "org.gradle.api.artifacts.dsl.ArtifactHandler",
-                        "org.gradle.api.artifacts.dsl.DependencyFactory",
-                        "org.gradle.api.artifacts.dsl.DependencyHandler",
-                        "org.gradle.api.artifacts.dsl.DependencyLockingHandler",
-                        "org.gradle.api.artifacts.dsl.RepositoryHandler",
-                        "org.gradle.api.component.SoftwareComponentContainer",
-                        "org.gradle.api.file.ConfigurableFileCollection",
-                        "org.gradle.api.file.ConfigurableFileTree",
-                        "org.gradle.api.file.CopySpec",
-                        "org.gradle.api.file.DeleteSpec",
-                        "org.gradle.api.file.FileTree",
-                        "org.gradle.api.file.ProjectLayout",
-                        "org.gradle.api.file.SyncSpec",
-                        "org.gradle.api.internal.CollectionCallbackActionDecorator",
-                        "org.gradle.api.internal.DynamicObjectAware",
-                        "org.gradle.api.internal.GradleInternal",
-                        "org.gradle.api.internal.ProcessOperations",
-                        "org.gradle.api.internal.artifacts.DependencyManagementServices",
-                        "org.gradle.api.internal.artifacts.DependencyResolutionServices",
-                        "org.gradle.api.internal.artifacts.configurations.RoleBasedConfigurationContainerInternal",
-                        "org.gradle.api.internal.collections.DomainObjectCollectionFactory",
-                        "org.gradle.api.internal.file.FileCollectionFactory",
-                        "org.gradle.api.internal.file.FileOperations",
-                        "org.gradle.api.internal.file.FileResolver",
-                        "org.gradle.api.internal.initialization.ClassLoaderScope",
-                        "org.gradle.api.internal.initialization.ScriptHandlerFactory",
-                        "org.gradle.api.internal.initialization.ScriptHandlerInternal",
-                        "org.gradle.api.internal.initialization.StandaloneDomainObjectContext",
-                        "org.gradle.api.internal.plugins.DefaultObjectConfigurationAction",
-                        "org.gradle.api.internal.plugins.ExtensionContainerInternal",
-                        "org.gradle.api.internal.plugins.PluginManagerInternal",
-                        "org.gradle.api.internal.project.taskfactory.TaskInstantiator",
-                        "org.gradle.api.internal.tasks.TaskContainerInternal",
-                        "org.gradle.api.internal.tasks.TaskDependencyFactory",
-                        "org.gradle.api.logging.Logger",
-                        "org.gradle.api.logging.Logging",
-                        "org.gradle.api.model.ObjectFactory",
-                        "org.gradle.api.plugins.ExtensionContainer",
-                        "org.gradle.api.plugins.ObjectConfigurationAction",
-                        "org.gradle.api.plugins.PluginContainer",
-                        "org.gradle.api.project.IsolatedProject",
-                        "org.gradle.api.provider.Property",
-                        "org.gradle.api.provider.Provider",
-                        "org.gradle.api.provider.ProviderFactory",
-                        "org.gradle.api.resources.ResourceHandler",
-                        "org.gradle.api.tasks.WorkResult",
-                        "org.gradle.configuration.ScriptPluginFactory",
-                        "org.gradle.configuration.internal.ListenerBuildOperationDecorator",
-                        "org.gradle.configuration.project.ProjectConfigurationActionContainer",
-                        "org.gradle.configuration.project.ProjectEvaluator",
-                        "org.gradle.features.internal.binding.ProjectFeatureApplicator",
-                        "org.gradle.features.internal.binding.ProjectFeatureDeclarations",
-                        "org.gradle.features.internal.binding.ProjectFeatureSupportInternal",
-                        "org.gradle.groovy.scripts.ScriptSource",
-                        "org.gradle.internal.Actions",
-                        "org.gradle.internal.Cast",
-                        "org.gradle.internal.Factories",
-                        "org.gradle.internal.Factory",
-                        "org.gradle.internal.deprecation.DeprecationLogger",
-                        "org.gradle.internal.event.ListenerBroadcast",
-                        "org.gradle.internal.extensibility.ExtensibleDynamicObject",
-                        "org.gradle.internal.extensibility.NoConventionMapping",
-                        "org.gradle.internal.instantiation.InstantiatorFactory",
-                        "org.gradle.internal.instantiation.generator.AsmBackedClassGenerator",
-                        "org.gradle.internal.logging.LoggingManagerInternal",
-                        "org.gradle.internal.logging.StandardOutputCapture",
-                        "org.gradle.internal.metaobject.BeanDynamicObject",
-                        "org.gradle.internal.metaobject.DynamicObject",
-                        "org.gradle.internal.model.ModelContainer",
-                        "org.gradle.internal.model.RuleBasedPluginListener",
-                        "org.gradle.internal.reflect.Instantiator",
-                        "org.gradle.internal.resource.TextUriResourceLoader",
-                        "org.gradle.internal.service.ServiceRegistry",
-                        "org.gradle.internal.service.scopes.ServiceRegistryFactory",
-                        "org.gradle.internal.typeconversion.TypeConverter",
-                        "org.gradle.listener.ClosureBackedMethodInvocationDispatch",
-                        "org.gradle.model.Model",
-                        "org.gradle.model.RuleSource",
-                        "org.gradle.model.dsl.internal.NonTransformedModelDslBacking",
-                        "org.gradle.model.dsl.internal.TransformedModelDslBacking",
-                        "org.gradle.model.internal.core.DefaultNodeInitializerRegistry",
-                        "org.gradle.model.internal.core.Hidden",
-                        "org.gradle.model.internal.core.ModelReference",
-                        "org.gradle.model.internal.core.ModelRegistrations",
-                        "org.gradle.model.internal.core.NamedEntityInstantiator",
-                        "org.gradle.model.internal.core.NodeInitializerRegistry",
-                        "org.gradle.model.internal.manage.binding.StructBindingsStore",
-                        "org.gradle.model.internal.manage.instance.ManagedProxyFactory",
-                        "org.gradle.model.internal.manage.schema.ModelSchemaStore",
-                        "org.gradle.model.internal.registry.ModelRegistry",
-                        "org.gradle.model.internal.type.ModelType",
-                        "org.gradle.normalization.InputNormalizationHandler",
-                        "org.gradle.normalization.internal.InputNormalizationHandlerInternal",
-                        "org.gradle.util.Configurable",
-                        "org.gradle.util.Path",
-                        "org.gradle.util.internal.ClosureBackedAction",
-                        "org.gradle.util.internal.ConfigureUtil",
-                        "org.gradle.util.internal.ConfigureUtil.configureUsing",
-                        "org.gradle.util.internal.GUtil.addMaps",
-                        "org.jspecify.annotations.NonNull",
-                        "org.jspecify.annotations.Nullable"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "groovy/gradle/DefaultTask.java": {
+                "abap/abapGit/zcl_abapgit_objects.clas.abap": {
                     "1. Artifact Identity": {
-                        "Filename": "DefaultTask.java",
-                        "Path": "groovy/gradle/DefaultTask.java",
-                        "Language": "Java",
+                        "Filename": "zcl_abapgit_objects.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_objects.clas.abap",
+                        "Language": "Abap",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
-                        "Parent Entity": "org",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "java",
+                        "Folder Dominant Lang": "abap",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .java)"
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2015.88,
-                        "Y": 232.31,
-                        "Z": -9585.53
+                        "X": 5807.85,
+                        "Y": 186.55,
+                        "Z": -8852.28
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -651068,619 +653378,865 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 330,
-                        "Coding LOC": 250,
-                        "Documentation LOC": 20,
-                        "Structural Magnitude": 218.5,
-                        "Control Flow Ratio": "16.2%",
-                        "Popularity Rank": 7,
+                        "Total LOC": 1428,
+                        "Coding LOC": 1039,
+                        "Documentation LOC": 58,
+                        "Structural Magnitude": 487.88,
+                        "Control Flow Ratio": "61.8%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.68
+                        "Raw Cognitive Density": 0.197
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "41.35%",
-                        "Error & Exception Exposure": "77.94%",
-                        "Tech Debt Exposure": "9.11%",
+                        "Cognitive Load Exposure": "9.88%",
+                        "Error & Exception Exposure": "42.0%",
+                        "Tech Debt Exposure": "8.85%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "12.59%",
+                        "API Exposure": "0.64%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.81%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "24.42%",
+                        "Commented Logic Exposure": "5.04%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.76%",
+                        "Documentation Exposure": "12.2%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "usesService",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 270,
-                            "End Line": 273
-                        },
-                        {
-                            "Function Name": "onlyIf",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 93,
-                            "End Line": 96
+                            "Function Name": "deserialize",
+                            "Structural Impact": 53.0,
+                            "Lines of Code (LOC)": 211,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "72.0%",
+                            "Start Line": 588,
+                            "End Line": 798
                         },
                         {
-                            "Function Name": "setOnlyIf",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 103,
-                            "End Line": 106
+                            "Function Name": "delete",
+                            "Structural Impact": 49.1,
+                            "Lines of Code (LOC)": 100,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "85.0%",
+                            "Start Line": 469,
+                            "End Line": 568
                         },
                         {
-                            "Function Name": "doFirst",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 143,
-                            "End Line": 146
+                            "Function Name": "create_object",
+                            "Structural Impact": 40.6,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 395,
+                            "End Line": 466
                         },
                         {
-                            "Function Name": "doLast",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 153,
-                            "End Line": 156
+                            "Function Name": "update_original_system",
+                            "Structural Impact": 34.6,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "78.6%",
+                            "Start Line": 1359,
+                            "End Line": 1415
                         },
                         {
-                            "Function Name": "setActions",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 73,
-                            "End Line": 76
+                            "Function Name": "deserialize_step",
+                            "Structural Impact": 32.5,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 847,
+                            "End Line": 930
                         },
                         {
-                            "Function Name": "setDependsOn",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 83,
-                            "End Line": 86
+                            "Function Name": "serialize",
+                            "Structural Impact": 19.2,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1239,
+                            "End Line": 1303
                         },
                         {
-                            "Function Name": "onlyIf",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 88,
-                            "End Line": 91
+                            "Function Name": "jump",
+                            "Structural Impact": 15.8,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1165,
+                            "End Line": 1198
                         },
                         {
-                            "Function Name": "setOnlyIf",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 98,
-                            "End Line": 101
+                            "Function Name": "check_original_system",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 337,
+                            "End Line": 363
                         },
                         {
-                            "Function Name": "doFirst",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 138,
-                            "End Line": 141
+                            "Function Name": "exists",
+                            "Structural Impact": 13.5,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 964,
+                            "End Line": 990
                         },
                         {
-                            "Function Name": "doLast",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 148,
-                            "End Line": 151
+                            "Function Name": "deserialize_steps",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 933,
+                            "End Line": 961
                         },
                         {
-                            "Function Name": "setMustRunAfter",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 220,
-                            "End Line": 223
+                            "Function Name": "changed_by",
+                            "Structural Impact": 13.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 238,
+                            "End Line": 259
                         },
                         {
-                            "Function Name": "setFinalizedBy",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "deserialize_lxe",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 235,
-                            "End Line": 238
+                            "Start Line": 808,
+                            "End Line": 844
                         },
                         {
-                            "Function Name": "setShouldRunAfter",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
+                            "Function Name": "supported_list",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 51,
+                            "Control Flow Branches": 6,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 255,
-                            "End Line": 258
-                        },
-                        {
-                            "Function Name": "getActions",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 68,
-                            "End Line": 71
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 1306,
+                            "End Line": 1356
                         },
                         {
-                            "Function Name": "setProperty",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "is_type_supported",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 178,
-                            "End Line": 181
-                        },
-                        {
-                            "Function Name": "setDidWork",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 113,
-                            "End Line": 116
-                        },
-                        {
-                            "Function Name": "setEnabled",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 126
-                        },
-                        {
-                            "Function Name": "dependsOn",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 136
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 1110,
+                            "End Line": 1145
                         },
                         {
-                            "Function Name": "compareTo",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 161
+                            "Function Name": "check_objects_locked",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 311,
+                            "End Line": 334
                         },
                         {
-                            "Function Name": "property",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 168,
-                            "End Line": 171
+                            "Function Name": "collect_packages",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 373,
+                            "End Line": 392
                         },
                         {
-                            "Function Name": "hasProperty",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 173,
-                            "End Line": 176
+                            "Function Name": "is_active",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1042,
+                            "End Line": 1062
                         },
                         {
-                            "Function Name": "setDescription",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 192
+                            "Function Name": "check_duplicates",
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+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 280,
+                            "End Line": 308
                         },
                         {
-                            "Function Name": "setGroup",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 200,
-                            "End Line": 203
+                            "Function Name": "delete_object",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 571,
+                            "End Line": 585
                         },
                         {
-                            "Function Name": "mustRunAfter",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 225,
-                            "End Line": 228
+                            "Function Name": "is_prog_enho_include",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1065,
+                            "End Line": 1093
                         },
                         {
-                            "Function Name": "finalizedBy",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 240,
-                            "End Line": 243
+                            "Function Name": "is_supported",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1096,
+                            "End Line": 1107
                         },
                         {
-                            "Function Name": "shouldRunAfter",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 250,
-                            "End Line": 253
+                            "Function Name": "change_package_assignments",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 262,
+                            "End Line": 277
                         },
                         {
-                            "Function Name": "onlyIf",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 285,
-                            "End Line": 288
+                            "Function Name": "get_extra_from_filename",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1030,
+                            "End Line": 1039
                         },
                         {
-                            "Function Name": "setOnlyIf",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 290,
-                            "End Line": 293
+                            "Function Name": "update_package_trees",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1418,
+                            "End Line": 1427
                         },
                         {
-                            "Function Name": "doFirst",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 310,
-                            "End Line": 313
+                            "Function Name": "map_results_to_items",
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+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1201,
+                            "End Line": 1217
                         },
                         {
-                            "Function Name": "doLast",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 315,
-                            "End Line": 318
+                            "Function Name": "map_tadir_to_items",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1220,
+                            "End Line": 1236
                         },
                         {
-                            "Function Name": "configure",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "get_deserialize_steps",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 35,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 320,
-                            "End Line": 323
-                        },
-                        {
-                            "Function Name": "getAnt",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "getProject",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 58,
-                            "End Line": 61
+                            "Start Line": 993,
+                            "End Line": 1027
                         },
                         {
-                            "Function Name": "getName",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_type_supported_exit",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 63,
-                            "End Line": 66
+                            "Start Line": 1148,
+                            "End Line": 1162
                         },
                         {
-                            "Function Name": "getDependsOn",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "class_name",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 78,
-                            "End Line": 81
+                            "Start Line": 366,
+                            "End Line": 370
                         },
                         {
-                            "Function Name": "getDidWork",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "deserialize_checks",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 108,
-                            "End Line": 111
-                        },
+                            "Start Line": 801,
+                            "End Line": 805
+                        }
+                    ],
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+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 139,
+                        "Sequential Logic Declarations": 86,
+                        "Function Parameters": 68,
+                        "Function/Method Declarations": 30,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 46,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 8,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 33,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 14,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 2,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 195,
+                        "Manual Memory Allocation": 7,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1035,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 349,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 348,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 17,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zcl_abapgit_persistence_db.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_persistence_db.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_persistence_db.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6070.91,
+                        "Y": 99.09,
+                        "Z": -8310.04
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 283,
+                        "Coding LOC": 215,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 62.1,
+                        "Control Flow Ratio": "34.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.065
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "6.07%",
+                        "Error & Exception Exposure": "55.09%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.82%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "13.5%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "getEnabled",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 118,
-                            "End Line": 121
+                            "Function Name": "update",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 235,
+                            "End Line": 255
                         },
                         {
-                            "Function Name": "getPath",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 131
+                            "Function Name": "lock",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 179,
+                            "End Line": 201
                         },
                         {
-                            "Function Name": "getLogger",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 163,
-                            "End Line": 166
+                            "Function Name": "modify",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 204,
+                            "End Line": 220
                         },
                         {
-                            "Function Name": "getDescription",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 183,
-                            "End Line": 187
+                            "Function Name": "validate_entry_type",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 268,
+                            "End Line": 282
                         },
                         {
-                            "Function Name": "getGroup",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 194,
-                            "End Line": 198
+                            "Function Name": "get_update_function",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 142,
+                            "End Line": 151
                         },
                         {
-                            "Function Name": "getDestroyables",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 205,
-                            "End Line": 208
+                            "Function Name": "list_by_keys",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 160,
+                            "End Line": 168
                         },
                         {
-                            "Function Name": "getLocalState",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 210,
-                            "End Line": 213
+                            "Function Name": "read",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 223,
+                            "End Line": 232
                         },
                         {
-                            "Function Name": "getTemporaryDir",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 215,
-                            "End Line": 218
+                            "Function Name": "get_instance",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 132,
+                            "End Line": 139
                         },
                         {
-                            "Function Name": "getMustRunAfter",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "add",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 230,
-                            "End Line": 233
+                            "Start Line": 104,
+                            "End Line": 116
                         },
                         {
-                            "Function Name": "getFinalizedBy",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "delete",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 245,
-                            "End Line": 248
+                            "Start Line": 119,
+                            "End Line": 129
                         },
                         {
-                            "Function Name": "getShouldRunAfter",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "validate_and_unprettify_xml",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 260,
-                            "End Line": 263
+                            "Start Line": 258,
+                            "End Line": 265
                         },
                         {
-                            "Function Name": "getTimeout",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "list_by_type",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 265,
-                            "End Line": 268
+                            "Start Line": 171,
+                            "End Line": 176
                         },
                         {
-                            "Function Name": "getState",
-                            "Structural Impact": 1.2,
+                            "Function Name": "list",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 275,
-                            "End Line": 278
-                        },
+                            "Start Line": 154,
+                            "End Line": 157
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 11,
+                        "Sequential Logic Declarations": 21,
+                        "Function Parameters": 19,
+                        "Function/Method Declarations": 13,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 6,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 1,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 6,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 5,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 3,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 211,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 77,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 76,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "abap/abapGit/zcl_abapgit_xml_output.clas.abap": {
+                    "1. Artifact Identity": {
+                        "Filename": "zcl_abapgit_xml_output.clas.abap",
+                        "Path": "abap/abapGit/zcl_abapgit_xml_output.clas.abap",
+                        "Language": "Abap",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "abap",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6183.94,
+                        "Y": 55.62,
+                        "Z": -8988.36
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 134,
+                        "Coding LOC": 89,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 24.18,
+                        "Control Flow Ratio": "38.1%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.157
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "8.54%",
+                        "Error & Exception Exposure": "51.38%",
+                        "Tech Debt Exposure": "90.68%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "0.94%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "25.89%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "16.34%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "getTaskDependencies",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_xml_output~add",
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 280,
-                            "End Line": 283
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 47,
+                            "End Line": 82
                         },
                         {
-                            "Function Name": "getLogging",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "zif_abapgit_xml_output~render",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 31,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 295,
-                            "End Line": 298
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 97,
+                            "End Line": 127
                         },
                         {
-                            "Function Name": "getInputs",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "build_asx_node",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 300,
-                            "End Line": 303
+                            "Start Line": 25,
+                            "End Line": 44
                         },
                         {
-                            "Function Name": "getOutputs",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "zif_abapgit_xml_output~add_xml",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 305,
-                            "End Line": 308
+                            "Start Line": 85,
+                            "End Line": 94
                         },
                         {
-                            "Function Name": "getExtensions",
+                            "Function Name": "zif_abapgit_xml_output~set_raw",
                             "Structural Impact": 1.2,
                             "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 328
+                            "Start Line": 130,
+                            "End Line": 133
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 16,
-                        "Sequential Logic Declarations": 83,
-                        "Function Parameters": 54,
-                        "Function/Method Declarations": 55,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 13,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 5,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 56,
-                        "State Mutations / Variable Reassignments": 54,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 60,
-                        "Generic Type Abstractions": 17,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 22,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 13,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -651688,15 +654244,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 6,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 222,
+                        "Structural Space Indentations": 85,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -651704,7 +654260,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -651713,15 +654269,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 23,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 23,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -651745,40 +654301,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 22,
-                        "Direct Downstream (Dependency Blast Radius)": 7,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "groovy.lang.Closure",
-                        "groovy.lang.MissingPropertyException",
-                        "java.io.File",
-                        "java.time.Duration",
-                        "java.util.List",
-                        "java.util.Set",
-                        "org.gradle.api.internal.TaskInputsInternal",
-                        "org.gradle.api.internal.TaskOutputsInternal",
-                        "org.gradle.api.internal.tasks.TaskDependencyInternal",
-                        "org.gradle.api.internal.tasks.TaskStateInternal",
-                        "org.gradle.api.logging.Logger",
-                        "org.gradle.api.plugins.ExtensionContainer",
-                        "org.gradle.api.provider.Property",
-                        "org.gradle.api.provider.Provider",
-                        "org.gradle.api.services.BuildService",
-                        "org.gradle.api.specs.Spec",
-                        "org.gradle.api.tasks.TaskDependency",
-                        "org.gradle.api.tasks.TaskDestroyables",
-                        "org.gradle.api.tasks.TaskLocalState",
-                        "org.gradle.internal.extensibility.NoConventionMapping",
-                        "org.gradle.work.DisableCachingByDefault",
-                        "org.jspecify.annotations.Nullable"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
         "cobol/cobol-check": {
-            "Directory Group Magnitude": 1162.14,
+            "Directory Group Magnitude": 1113.34,
             "File Count": 44,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -651788,14 +654321,14 @@
                 "Error & Exception Exposure": "24.18%",
                 "Tech Debt Exposure": "40.14%",
                 "Testing Exposure": "2.28%",
-                "API Exposure": "1.15%",
+                "API Exposure": "0.13%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "27.36%",
                 "Commented Logic Exposure": "0.0%",
                 "Specification Exposure": "34.09%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "6.73%",
+                "Documentation Exposure": "0.61%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -651812,9 +654345,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7058.23,
+                        "X": -7056.87,
                         "Y": 208.97,
-                        "Z": -2974.06
+                        "Z": -2973.45
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -651826,7 +654359,7 @@
                         "Total LOC": 470,
                         "Coding LOC": 423,
                         "Documentation LOC": 23,
-                        "Structural Magnitude": 373.56,
+                        "Structural Magnitude": 357.56,
                         "Control Flow Ratio": "72.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -651839,14 +654372,14 @@
                         "Error & Exception Exposure": "81.81%",
                         "Tech Debt Exposure": "91.26%",
                         "Testing Exposure": "0.0%",
-                        "API Exposure": "9.21%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "40.96%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -652062,7 +654595,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 16,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 196,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -652170,9 +654703,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6637.85,
-                        "Y": 207.41,
-                        "Z": -2427.46
+                        "X": -6636.89,
+                        "Y": 207.38,
+                        "Z": -2427.55
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -652184,7 +654717,7 @@
                         "Total LOC": 368,
                         "Coding LOC": 331,
                         "Documentation LOC": 18,
-                        "Structural Magnitude": 12.78,
+                        "Structural Magnitude": 12.38,
                         "Control Flow Ratio": "79.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -652197,14 +654730,14 @@
                         "Error & Exception Exposure": "83.88%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "7.43%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "26.32%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -652219,7 +654752,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 8,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 226,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -652327,9 +654860,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5995.74,
-                        "Y": 191.68,
-                        "Z": -2998.28
+                        "X": -5995.09,
+                        "Y": 191.7,
+                        "Z": -2997.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -652341,7 +654874,7 @@
                         "Total LOC": 117,
                         "Coding LOC": 113,
                         "Documentation LOC": 2,
-                        "Structural Magnitude": 1.36,
+                        "Structural Magnitude": 0.96,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -652354,14 +654887,14 @@
                         "Error & Exception Exposure": "52.37%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "9.21%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "15.55%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "75.18%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [],
@@ -652376,7 +654909,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 8,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 2,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -652484,9 +655017,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8058.44,
-                        "Y": 290.05,
-                        "Z": -2516.32
+                        "X": -8056.61,
+                        "Y": 290.01,
+                        "Z": -2515.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -652641,9 +655174,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7219.39,
-                        "Y": 242.71,
-                        "Z": -1862.67
+                        "X": -7217.94,
+                        "Y": 242.67,
+                        "Z": -1862.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -652809,9 +655342,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6467.66,
-                        "Y": 132.57,
-                        "Z": -4168.02
+                        "X": -6466.59,
+                        "Y": 132.61,
+                        "Z": -4166.97
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -652997,9 +655530,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6777.11,
-                        "Y": 230.73,
-                        "Z": -2642.73
+                        "X": -6776.07,
+                        "Y": 230.71,
+                        "Z": -2642.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -653215,9 +655748,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6152.69,
-                        "Y": 89.37,
-                        "Z": -3916.52
+                        "X": -8126.88,
+                        "Y": 205.88,
+                        "Z": -3349.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -653413,9 +655946,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7002.36,
-                        "Y": 152.62,
-                        "Z": -3506.54
+                        "X": -7001.05,
+                        "Y": 152.66,
+                        "Z": -3505.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -653663,9 +656196,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7203.74,
-                        "Y": 240.22,
-                        "Z": -2621.63
+                        "X": -7202.25,
+                        "Y": 240.18,
+                        "Z": -2621.53
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -653851,9 +656384,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7556.08,
-                        "Y": 211.34,
-                        "Z": -3303.09
+                        "X": -7554.21,
+                        "Y": 211.32,
+                        "Z": -3302.39
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654039,9 +656572,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7346.64,
-                        "Y": 180.01,
-                        "Z": -3496.02
+                        "X": -7345.04,
+                        "Y": 180.03,
+                        "Z": -3494.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654267,9 +656800,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7296.34,
-                        "Y": 183.93,
-                        "Z": -2875.25
+                        "X": -7292.47,
+                        "Y": 183.68,
+                        "Z": -2876.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654281,7 +656814,7 @@
                         "Total LOC": 161,
                         "Coding LOC": 137,
                         "Documentation LOC": 5,
-                        "Structural Magnitude": 123.54,
+                        "Structural Magnitude": 93.54,
                         "Control Flow Ratio": "47.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -654294,14 +656827,14 @@
                         "Error & Exception Exposure": "77.26%",
                         "Tech Debt Exposure": "99.99%",
                         "Testing Exposure": "2.47%",
-                        "API Exposure": "13.5%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "99.61%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -654477,7 +657010,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 30,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 44,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -654585,9 +657118,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7685.79,
-                        "Y": 161.9,
-                        "Z": -4087.05
+                        "X": -7684.15,
+                        "Y": 161.92,
+                        "Z": -4086.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654753,9 +657286,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6568.45,
-                        "Y": 164.9,
-                        "Z": -3448.68
+                        "X": -6567.53,
+                        "Y": 164.94,
+                        "Z": -3447.79
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654951,9 +657484,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8148.62,
-                        "Y": 260.9,
-                        "Z": -3382.14
+                        "X": -6171.92,
+                        "Y": 144.5,
+                        "Z": -3946.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -654965,7 +657498,7 @@
                         "Total LOC": 21,
                         "Coding LOC": 16,
                         "Documentation LOC": 3,
-                        "Structural Magnitude": 6.92,
+                        "Structural Magnitude": 4.92,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -654978,14 +657511,14 @@
                         "Error & Exception Exposure": "62.58%",
                         "Tech Debt Exposure": "92.41%",
                         "Testing Exposure": "2.33%",
-                        "API Exposure": "5.59%",
+                        "API Exposure": "0.0%",
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                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "26.92%",
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                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
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-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
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-                        "Collection Iterators / Comprehensions": 0,
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-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
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-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
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-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
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-                        "Bitwise Operations": 0,
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-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 6,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
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-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
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-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-check/src_main_cobol_copy_COPY001.CBL": {
-                    "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY001.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY001.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7614.33,
-                        "Y": 174.99,
-                        "Z": -3811.89
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 9,
-                        "Coding LOC": 6,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 13.12,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
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-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 0,
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-                        "Class/Entity Declarations": 0,
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-                        "I/O and Network Boundaries": 0,
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-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
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-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 6,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
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-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
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-                        "Traditional Machine Learning (Stats/Trees)": 0,
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-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
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-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
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-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-check/src_main_cobol_copy_COPY002-padded.CBL": {
-                    "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY002-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY002-padded.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7902.96,
-                        "Y": 240.62,
-                        "Z": -3436.7
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 7,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
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-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
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-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
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-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Inline Assembly Blocks": 0,
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-                        "Structural Space Indentations": 4,
-                        "Hardware Bridge": 0,
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-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
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-                        "Local Inference & Tensor Math": 0,
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-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
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-                        "Design Snake Case": 0,
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-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
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-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "COPY003",
-                        "COPY004"
-                    ]
-                },
-                "cobol/cobol-check/src_main_cobol_copy_COPY002.CBL": {
-                    "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY002.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY002.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
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-                    },
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-                        "X": -6198.65,
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-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
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-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
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-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
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-                        "Instability Exposure": "50.0%",
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-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
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-                        "Embedded Credentials & Keys": 0,
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-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "COPY003",
-                        "COPY004"
-                    ]
-                },
-                "cobol/cobol-check/src_main_cobol_copy_COPY003.CBL": {
-                    "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY003.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY003.CBL",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6042.47,
-                        "Y": 152.28,
-                        "Z": -3293.03
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 4,
-                        "Coding LOC": 2,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 11.04,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 3,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -656744,10 +658015,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPY004.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_BADCOPY-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY004.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY004.CBL",
+                        "Filename": "src_main_cobol_copy_BADCOPY-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_BADCOPY-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -656757,9 +658028,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7776.49,
-                        "Y": 291.19,
-                        "Z": -2506.33
+                        "X": -6856.95,
+                        "Y": 221.48,
+                        "Z": -2226.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -656768,7 +658039,7 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4,
+                        "Total LOC": 5,
                         "Coding LOC": 2,
                         "Documentation LOC": 2,
                         "Structural Magnitude": 11.04,
@@ -656820,7 +658091,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -656901,10 +658172,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPY005-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_BADCOPY.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY005-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY005-padded.CBL",
+                        "Filename": "src_main_cobol_copy_BADCOPY.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_BADCOPY.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -656914,9 +658185,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7069.09,
-                        "Y": 127.67,
-                        "Z": -4275.42
+                        "X": -7838.88,
+                        "Y": 148.04,
+                        "Z": -3713.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -656925,7 +658196,7 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5,
+                        "Total LOC": 4,
                         "Coding LOC": 2,
                         "Documentation LOC": 2,
                         "Structural Magnitude": 11.04,
@@ -657051,19 +658322,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "COPY006"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPY005.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_BIPM012I.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY005.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY005.CBL",
+                        "Filename": "src_main_cobol_copy_BIPM012I.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_BIPM012I.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657073,9 +658342,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6325.28,
-                        "Y": 197.96,
-                        "Z": -2378.88
+                        "X": -7656.63,
+                        "Y": 151.71,
+                        "Z": -3371.5
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657084,10 +658353,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 4,
-                        "Coding LOC": 2,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 11.04,
+                        "Total LOC": 14,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 7,
+                        "Structural Magnitude": 13.64,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657136,7 +658405,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -657161,7 +658430,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -657210,19 +658479,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "COPY006"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPY006.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY001-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPY006.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY006.CBL",
+                        "Filename": "src_main_cobol_copy_COPY001-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY001-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657232,9 +658499,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6168.7,
-                        "Y": 139.45,
-                        "Z": -3153.37
+                        "X": -7075.97,
+                        "Y": 234.37,
+                        "Z": -2370.17
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657243,7 +658510,7 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
+                        "Total LOC": 9,
                         "Coding LOC": 6,
                         "Documentation LOC": 2,
                         "Structural Magnitude": 13.12,
@@ -657295,7 +658562,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -657369,20 +658636,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "COPY003",
-                        "COPY004"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYP001-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY001.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYP001-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP001-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPY001.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY001.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657392,9 +658656,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6331.09,
-                        "Y": 136.28,
-                        "Z": -3207.41
+                        "X": -7612.64,
+                        "Y": 175.0,
+                        "Z": -3810.88
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657403,10 +658667,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 13.64,
+                        "Total LOC": 9,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 13.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657417,7 +658681,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -657458,7 +658722,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -657480,7 +658744,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -657536,10 +658800,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYP001.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY002-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYP001.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP001.CBL",
+                        "Filename": "src_main_cobol_copy_COPY002-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY002-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657549,9 +658813,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7443.45,
-                        "Y": 274.87,
-                        "Z": -2449.29
+                        "X": -7901.1,
+                        "Y": 240.61,
+                        "Z": -3435.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657560,10 +658824,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 13.64,
+                        "Total LOC": 7,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 12.08,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657574,7 +658838,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -657612,10 +658876,10 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -657637,7 +658901,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 4,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -657686,17 +658950,20 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY003",
+                        "COPY004"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYP002-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY002.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYP002-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP002-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPY002.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY002.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657706,9 +658973,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7177.41,
-                        "Y": 161.73,
-                        "Z": -4030.79
+                        "X": -6197.77,
+                        "Y": 146.55,
+                        "Z": -3396.25
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657717,10 +658984,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 13.64,
+                        "Total LOC": 7,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 12.08,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657731,7 +658998,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -657769,10 +659036,10 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -657794,7 +659061,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 4,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -657843,17 +659110,20 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY003",
+                        "COPY004"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYP002.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY003.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYP002.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP002.CBL",
+                        "Filename": "src_main_cobol_copy_COPY003.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY003.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -657863,9 +659133,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6446.26,
-                        "Y": 174.45,
-                        "Z": -2459.88
+                        "X": -6041.63,
+                        "Y": 152.31,
+                        "Z": -3292.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -657874,10 +659144,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 8,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 13.64,
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.04,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -657888,7 +659158,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -657929,7 +659199,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 7,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -657951,7 +659221,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 7,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658007,10 +659277,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYR001-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY004.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYR001-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYR001-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPY004.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY004.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658020,9 +659290,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7415.71,
-                        "Y": 275.18,
-                        "Z": -2212.0
+                        "X": -7774.78,
+                        "Y": 291.15,
+                        "Z": -2506.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658031,19 +659301,19 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 6,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "100.0%",
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.04,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
@@ -658060,7 +659330,7 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
+                        "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
@@ -658108,7 +659378,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658164,10 +659434,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_COPYR001.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY005-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_COPYR001.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYR001.CBL",
+                        "Filename": "src_main_cobol_copy_COPY005-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY005-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658177,9 +659447,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7363.23,
-                        "Y": 138.08,
-                        "Z": -4100.82
+                        "X": -7067.73,
+                        "Y": 127.71,
+                        "Z": -4274.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658189,18 +659459,18 @@
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
                         "Total LOC": 5,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "100.0%",
+                        "Coding LOC": 2,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.04,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
@@ -658217,7 +659487,7 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
+                        "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
@@ -658240,7 +659510,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -658265,7 +659535,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 3,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658314,17 +659584,19 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY006"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EX002-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY005.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EX002-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX002-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPY005.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY005.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658334,9 +659606,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7784.37,
-                        "Y": 204.8,
-                        "Z": -2615.43
+                        "X": -6324.28,
+                        "Y": 197.95,
+                        "Z": -2378.66
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658345,10 +659617,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 6,
-                        "Documentation LOC": 8,
-                        "Structural Magnitude": 13.12,
+                        "Total LOC": 4,
+                        "Coding LOC": 2,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.04,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -658397,7 +659669,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -658422,7 +659694,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 6,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658471,17 +659743,19 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY006"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EX002.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPY006.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EX002.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX002.CBL",
+                        "Filename": "src_main_cobol_copy_COPY006.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPY006.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658491,9 +659765,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6876.0,
-                        "Y": 147.52,
-                        "Z": -4141.54
+                        "X": -6167.86,
+                        "Y": 139.47,
+                        "Z": -3152.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658502,9 +659776,9 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 15,
+                        "Total LOC": 8,
                         "Coding LOC": 6,
-                        "Documentation LOC": 8,
+                        "Documentation LOC": 2,
                         "Structural Magnitude": 13.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
@@ -658554,7 +659828,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -658628,17 +659902,20 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "COPY003",
+                        "COPY004"
+                    ]
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EX005-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYP001-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EX005-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX005-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPYP001-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP001-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658648,9 +659925,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6809.66,
-                        "Y": 132.63,
-                        "Z": -3819.02
+                        "X": -6330.24,
+                        "Y": 136.31,
+                        "Z": -3206.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658659,10 +659936,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 21,
-                        "Coding LOC": 9,
-                        "Documentation LOC": 11,
-                        "Structural Magnitude": 14.68,
+                        "Total LOC": 8,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 13.64,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -658673,7 +659950,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -658714,7 +659991,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -658736,7 +660013,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658792,10 +660069,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EX005.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYP001.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EX005.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX005.CBL",
+                        "Filename": "src_main_cobol_copy_COPYP001.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP001.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658805,9 +660082,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6862.83,
-                        "Y": 255.38,
-                        "Z": -2649.99
+                        "X": -7441.79,
+                        "Y": 274.83,
+                        "Z": -2449.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658816,10 +660093,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 20,
-                        "Coding LOC": 9,
-                        "Documentation LOC": 11,
-                        "Structural Magnitude": 14.68,
+                        "Total LOC": 8,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 13.64,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -658830,7 +660107,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -658871,7 +660148,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -658893,7 +660170,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -658949,10 +660226,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EXP01-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYP002-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EXP01-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXP01-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPYP002-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP002-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -658962,9 +660239,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7893.42,
-                        "Y": 208.0,
-                        "Z": -3135.61
+                        "X": -7175.98,
+                        "Y": 161.76,
+                        "Z": -4029.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -658987,7 +660264,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -659028,7 +660305,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -659106,10 +660383,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EXP01.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYP002.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EXP01.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXP01.CBL",
+                        "Filename": "src_main_cobol_copy_COPYP002.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYP002.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -659119,9 +660396,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6437.49,
-                        "Y": 107.9,
-                        "Z": -3726.92
+                        "X": -6445.31,
+                        "Y": 174.44,
+                        "Z": -2459.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659144,7 +660421,7 @@
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
@@ -659185,7 +660462,7 @@
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 7,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -659263,10 +660540,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EXR001-padded.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYR001-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EXR001-padded.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXR001-padded.CBL",
+                        "Filename": "src_main_cobol_copy_COPYR001-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYR001-padded.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -659276,9 +660553,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6196.02,
-                        "Y": 141.3,
-                        "Z": -2786.77
+                        "X": -7414.15,
+                        "Y": 275.14,
+                        "Z": -2211.88
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659420,10 +660697,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-check/src_main_cobol_copy_EXR001.CBL": {
+                "cobol/cobol-check/src_main_cobol_copy_COPYR001.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "src_main_cobol_copy_EXR001.CBL",
-                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXR001.CBL",
+                        "Filename": "src_main_cobol_copy_COPYR001.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_COPYR001.CBL",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -659433,9 +660710,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8040.67,
-                        "Y": 204.91,
-                        "Z": -3037.3
+                        "X": -7361.69,
+                        "Y": 138.1,
+                        "Z": -4099.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659576,47 +660853,23 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "abap/abapGit": {
-            "Directory Group Magnitude": 1153.74,
-            "File Count": 8,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "7.77%",
-                "Error & Exception Exposure": "31.46%",
-                "Tech Debt Exposure": "25.93%",
-                "Testing Exposure": "41.18%",
-                "API Exposure": "0.57%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "16.72%",
-                "Commented Logic Exposure": "8.68%",
-                "Specification Exposure": "75.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "9.87%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "abap/abapGit/package.devc.xml": {
+                },
+                "cobol/cobol-check/src_main_cobol_copy_EX002-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "package.devc.xml",
-                        "Path": "abap/abapGit/package.devc.xml",
-                        "Language": "Xml",
+                        "Filename": "src_main_cobol_copy_EX002-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX002-padded.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .xml)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5543.46,
-                        "Y": 137.98,
-                        "Z": -9183.57
+                        "X": -7782.58,
+                        "Y": 204.76,
+                        "Z": -2615.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659625,10 +660878,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 11,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 10,
-                        "Structural Magnitude": 10.52,
+                        "Total LOC": 15,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 8,
+                        "Structural Magnitude": 13.12,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -659702,7 +660955,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -659758,22 +661011,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zabapgit.prog.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EX002.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zabapgit.prog.abap",
-                        "Path": "abap/abapGit/zabapgit.prog.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EX002.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX002.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5619.22,
-                        "Y": 260.73,
-                        "Z": -8065.52
+                        "X": -6874.76,
+                        "Y": 147.55,
+                        "Z": -4140.43
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659782,26 +661035,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 80,
-                        "Coding LOC": 27,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 15.54,
-                        "Control Flow Ratio": "75.0%",
+                        "Total LOC": 15,
+                        "Coding LOC": 6,
+                        "Documentation LOC": 8,
+                        "Structural Magnitude": 13.12,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.06
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.95%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "59.27%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -659811,8 +661064,8 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
@@ -659822,19 +661075,19 @@
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 3,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 5,
+                        "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 6,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -659859,7 +661112,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -659876,9 +661129,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 3,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -659908,36 +661161,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "zabapgit_authorizations_exit",
-                        "zabapgit_background_user_exit",
-                        "zabapgit_forms",
-                        "zabapgit_gui_pages_userexit",
-                        "zabapgit_password_dialog",
-                        "zabapgit_user_exit"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_ajson.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EX005-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_ajson.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_ajson.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EX005-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX005-padded.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5478.25,
-                        "Y": 205.12,
-                        "Z": -8549.89
+                        "X": -6808.52,
+                        "Y": 132.67,
+                        "Z": -3817.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -659946,555 +661192,84 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1023,
-                        "Coding LOC": 741,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 253.52,
-                        "Control Flow Ratio": "43.4%",
+                        "Total LOC": 21,
+                        "Coding LOC": 9,
+                        "Documentation LOC": 11,
+                        "Structural Magnitude": 14.68,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.267
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.64%",
-                        "Error & Exception Exposure": "46.65%",
-                        "Tech Debt Exposure": "99.47%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.67%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "28.04%",
-                        "Commented Logic Exposure": "5.16%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "zif_abapgit_ajson~setx",
-                            "Structural Impact": 23.3,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.4%",
-                            "Start Line": 716,
-                            "End Line": 785
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~set",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 90,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 624,
-                            "End Line": 713
-                        },
-                        {
-                            "Function Name": "delete_subtree",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 192,
-                            "End Line": 222
-                        },
-                        {
-                            "Function Name": "create_from",
-                            "Structural Impact": 15.1,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 157,
-                            "End Line": 189
-                        },
-                        {
-                            "Function Name": "prove_path_exists",
-                            "Structural Impact": 14.1,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 272,
-                            "End Line": 311
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~array_to_string_table",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 321,
-                            "End Line": 357
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~touch_array",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 941,
-                            "End Line": 995
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_timestamp",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 501,
-                            "End Line": 520
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_timestampl",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 523,
-                            "End Line": 542
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~slice",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 886,
-                            "End Line": 928
-                        },
-                        {
-                            "Function Name": "parse",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 253,
-                            "End Line": 269
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_boolean",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 423,
-                            "End Line": 435
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~push",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 582,
-                            "End Line": 621
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_date",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 438,
-                            "End Line": 454
-                        },
-                        {
-                            "Function Name": "create_empty",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 147,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 239,
-                            "End Line": 245
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~members",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 563,
-                            "End Line": 574
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 412,
-                            "End Line": 420
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_integer",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 457,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_node_type",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 468,
-                            "End Line": 476
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_number",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 479,
-                            "End Line": 487
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~get_string",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 490,
-                            "End Line": 498
-                        },
-                        {
-                            "Function Name": "get_item",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 225,
-                            "End Line": 236
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~to_abap",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 998,
-                            "End Line": 1015
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-                        {
-                            "Function Name": "constructor",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 140,
-                            "End Line": 144
-                        },
-                        {
-                            "Function Name": "read_only_watchdog",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 314,
-                            "End Line": 318
-                        },
-                        {
-                            "Function Name": "normalize_path",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 248,
-                            "End Line": 250
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~delete",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 373,
-                            "End Line": 386
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-                        {
-                            "Function Name": "zif_abapgit_ajson~set_boolean",
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-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 788,
-                            "End Line": 799
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-                        {
-                            "Function Name": "zif_abapgit_ajson~set_date",
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-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 802,
-                            "End Line": 814
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-                        {
-                            "Function Name": "zif_abapgit_ajson~set_null",
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-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 829,
-                            "End Line": 839
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-                        {
-                            "Function Name": "zif_abapgit_ajson~set_string",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 842,
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-                        {
-                            "Function Name": "zif_abapgit_ajson~set_timestamp",
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-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 856,
-                            "End Line": 868
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-                        {
-                            "Function Name": "zif_abapgit_ajson~set_timestampl",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 871,
-                            "End Line": 883
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-                        {
-                            "Function Name": "zif_abapgit_ajson~set_integer",
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-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 817,
-                            "End Line": 826
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-                        {
-                            "Function Name": "zif_abapgit_ajson~stringify",
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-                            "Control Flow Branches": 0,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 931,
-                            "End Line": 938
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-                        {
-                            "Function Name": "zif_abapgit_ajson~clear",
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-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 360,
-                            "End Line": 365
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-                        {
-                            "Function Name": "zif_abapgit_ajson~filter",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 394,
-                            "End Line": 398
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~format_datetime",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 401,
-                            "End Line": 404
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-                        {
-                            "Function Name": "zif_abapgit_ajson~keep_item_order",
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-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 550,
-                            "End Line": 553
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~map",
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-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 556,
-                            "End Line": 560
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~to_abap_corresponding_only",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1018,
-                            "End Line": 1022
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~clone",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 368,
-                            "End Line": 370
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~exists",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 389,
-                            "End Line": 391
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~freeze",
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-                            "Lines of Code (LOC)": 3,
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-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 407,
-                            "End Line": 409
-                        },
-                        {
-                            "Function Name": "zif_abapgit_ajson~is_empty",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 545,
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-                        {
-                            "Function Name": "zif_abapgit_ajson~opts",
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 577,
-                            "End Line": 579
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 89,
-                        "Sequential Logic Declarations": 116,
-                        "Function Parameters": 26,
-                        "Function/Method Declarations": 47,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 26,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 27,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 2,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 2,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 47,
-                        "Manual Memory Allocation": 9,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 2,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 737,
+                        "Structural Space Indentations": 9,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -660511,15 +661286,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 253,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 253,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 3,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 37,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -660550,22 +661325,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_git_porcelain.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EX005.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_git_porcelain.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_git_porcelain.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EX005.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EX005.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5855.09,
-                        "Y": 149.3,
-                        "Z": -9178.84
+                        "X": -6861.62,
+                        "Y": 255.35,
+                        "Z": -2649.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -660574,259 +661349,68 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 837,
-                        "Coding LOC": 642,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 249.54,
-                        "Control Flow Ratio": "51.6%",
+                        "Total LOC": 20,
+                        "Coding LOC": 9,
+                        "Documentation LOC": 11,
+                        "Structural Magnitude": 14.68,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.209
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "10.29%",
-                        "Error & Exception Exposure": "56.53%",
-                        "Tech Debt Exposure": "8.45%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.69%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "55.4%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "receive_pack_push",
-                            "Structural Impact": 37.2,
-                            "Lines of Code (LOC)": 96,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 12,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 644,
-                            "End Line": 739
-                        },
-                        {
-                            "Function Name": "push",
-                            "Structural Impact": 29.8,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 555,
-                            "End Line": 641
-                        },
-                        {
-                            "Function Name": "walk",
-                            "Structural Impact": 18.4,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 742,
-                            "End Line": 791
-                        },
-                        {
-                            "Function Name": "walk_tree",
-                            "Structural Impact": 17.8,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 794,
-                            "End Line": 836
-                        },
-                        {
-                            "Function Name": "create_tag",
-                            "Structural Impact": 14.7,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 324,
-                            "End Line": 349
-                        },
-                        {
-                            "Function Name": "find_folders",
-                            "Structural Impact": 14.1,
-                            "Lines of Code (LOC)": 39,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 435,
-                            "End Line": 473
-                        },
-                        {
-                            "Function Name": "build_trees",
-                            "Structural Impact": 11.4,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 197,
-                            "End Line": 251
-                        },
-                        {
-                            "Function Name": "delete_tag",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 404,
-                            "End Line": 420
-                        },
-                        {
-                            "Function Name": "delete_annotated_tag",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 352,
-                            "End Line": 376
-                        },
-                        {
-                            "Function Name": "create_branch",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 296,
-                            "End Line": 309
-                        },
-                        {
-                            "Function Name": "pull",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 497,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "full_tree",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 476,
-                            "End Line": 494
-                        },
-                        {
-                            "Function Name": "create_annotated_tag",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
-                            "End Line": 293
-                        },
-                        {
-                            "Function Name": "pull_by_branch",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 521,
-                            "End Line": 535
-                        },
-                        {
-                            "Function Name": "pull_by_commit",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 538,
-                            "End Line": 552
-                        },
-                        {
-                            "Function Name": "delete_branch",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 379,
-                            "End Line": 390
-                        },
-                        {
-                            "Function Name": "create_lightweight_tag",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 312,
-                            "End Line": 321
-                        },
-                        {
-                            "Function Name": "delete_lightweight_tag",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 393,
-                            "End Line": 401
-                        },
-                        {
-                            "Function Name": "empty_packfile",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 423,
-                            "End Line": 432
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 48,
-                        "Sequential Logic Declarations": 45,
-                        "Function Parameters": 41,
-                        "Function/Method Declarations": 19,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 8,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 43,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 14,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 2,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 115,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -660836,13 +661420,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
-                        "Resource Deallocation & Cleanup": 8,
-                        "Private / Encapsulated Scopes": 2,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 638,
+                        "Structural Space Indentations": 9,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -660859,13 +661443,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 226,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 226,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 59,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -660898,22 +661482,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_http_client.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EXP01-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_http_client.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_http_client.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EXP01-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXP01-padded.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5304.66,
-                        "Y": 269.32,
-                        "Z": -8739.61
+                        "X": -7891.54,
+                        "Y": 207.97,
+                        "Z": -3135.02
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -660922,146 +661506,45 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 228,
-                        "Coding LOC": 168,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 50.46,
-                        "Control Flow Ratio": "52.6%",
+                        "Total LOC": 8,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 13.64,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.166
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.82%",
+                        "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.44%",
-                        "API Exposure": "0.85%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.1%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "check_http_200",
-                            "Structural Impact": 21.6,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 49,
-                            "End Line": 85
-                        },
-                        {
-                            "Function Name": "send_receive",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 126,
-                            "End Line": 166
-                        },
-                        {
-                            "Function Name": "check_smart_response",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 88,
-                            "End Line": 108
-                        },
-                        {
-                            "Function Name": "set_headers",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 193,
-                            "End Line": 227
-                        },
-                        {
-                            "Function Name": "set_header",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 186,
-                            "End Line": 190
-                        },
-                        {
-                            "Function Name": "send_receive_close",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 169,
-                            "End Line": 178
-                        },
-                        {
-                            "Function Name": "close",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 111,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "constructor",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 116,
-                            "End Line": 118
-                        },
-                        {
-                            "Function Name": "get_cdata",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 121,
-                            "End Line": 123
-                        },
-                        {
-                            "Function Name": "set_digest",
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-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 181,
-                            "End Line": 183
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 18,
-                        "Function Parameters": 12,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 3,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -661069,7 +661552,7 @@
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -661084,7 +661567,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 4,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -661096,11 +661579,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 164,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -661117,13 +661600,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 48,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 46,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 2,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -661156,22 +661639,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_objects.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EXP01.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_objects.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_objects.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EXP01.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXP01.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5807.85,
-                        "Y": 186.55,
-                        "Z": -8852.28
+                        "X": -6436.51,
+                        "Y": 107.94,
+                        "Z": -3725.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -661180,385 +661663,84 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1428,
-                        "Coding LOC": 1039,
-                        "Documentation LOC": 58,
-                        "Structural Magnitude": 487.88,
-                        "Control Flow Ratio": "61.8%",
+                        "Total LOC": 8,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 13.64,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.197
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.88%",
-                        "Error & Exception Exposure": "42.0%",
-                        "Tech Debt Exposure": "8.85%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.64%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "24.42%",
-                        "Commented Logic Exposure": "5.04%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.2%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "deserialize",
-                            "Structural Impact": 53.0,
-                            "Lines of Code (LOC)": 211,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "72.0%",
-                            "Start Line": 588,
-                            "End Line": 798
-                        },
-                        {
-                            "Function Name": "delete",
-                            "Structural Impact": 49.1,
-                            "Lines of Code (LOC)": 100,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "85.0%",
-                            "Start Line": 469,
-                            "End Line": 568
-                        },
-                        {
-                            "Function Name": "create_object",
-                            "Structural Impact": 40.6,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "86.7%",
-                            "Start Line": 395,
-                            "End Line": 466
-                        },
-                        {
-                            "Function Name": "update_original_system",
-                            "Structural Impact": 34.6,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "78.6%",
-                            "Start Line": 1359,
-                            "End Line": 1415
-                        },
-                        {
-                            "Function Name": "deserialize_step",
-                            "Structural Impact": 32.5,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 847,
-                            "End Line": 930
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-                        {
-                            "Function Name": "serialize",
-                            "Structural Impact": 19.2,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1239,
-                            "End Line": 1303
-                        },
-                        {
-                            "Function Name": "jump",
-                            "Structural Impact": 15.8,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1165,
-                            "End Line": 1198
-                        },
-                        {
-                            "Function Name": "check_original_system",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 337,
-                            "End Line": 363
-                        },
-                        {
-                            "Function Name": "exists",
-                            "Structural Impact": 13.5,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 964,
-                            "End Line": 990
-                        },
-                        {
-                            "Function Name": "deserialize_steps",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 933,
-                            "End Line": 961
-                        },
-                        {
-                            "Function Name": "changed_by",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 238,
-                            "End Line": 259
-                        },
-                        {
-                            "Function Name": "deserialize_lxe",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 808,
-                            "End Line": 844
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-                        {
-                            "Function Name": "supported_list",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 51,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 1306,
-                            "End Line": 1356
-                        },
-                        {
-                            "Function Name": "is_type_supported",
-                            "Structural Impact": 12.2,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 1110,
-                            "End Line": 1145
-                        },
-                        {
-                            "Function Name": "check_objects_locked",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 311,
-                            "End Line": 334
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-                        {
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-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 373,
-                            "End Line": 392
-                        },
-                        {
-                            "Function Name": "is_active",
-                            "Structural Impact": 9.7,
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-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1042,
-                            "End Line": 1062
-                        },
-                        {
-                            "Function Name": "check_duplicates",
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-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 280,
-                            "End Line": 308
-                        },
-                        {
-                            "Function Name": "delete_object",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 571,
-                            "End Line": 585
-                        },
-                        {
-                            "Function Name": "is_prog_enho_include",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1065,
-                            "End Line": 1093
-                        },
-                        {
-                            "Function Name": "is_supported",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1096,
-                            "End Line": 1107
-                        },
-                        {
-                            "Function Name": "change_package_assignments",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 262,
-                            "End Line": 277
-                        },
-                        {
-                            "Function Name": "get_extra_from_filename",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1030,
-                            "End Line": 1039
-                        },
-                        {
-                            "Function Name": "update_package_trees",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1418,
-                            "End Line": 1427
-                        },
-                        {
-                            "Function Name": "map_results_to_items",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1201,
-                            "End Line": 1217
-                        },
-                        {
-                            "Function Name": "map_tadir_to_items",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1220,
-                            "End Line": 1236
-                        },
-                        {
-                            "Function Name": "get_deserialize_steps",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 993,
-                            "End Line": 1027
-                        },
-                        {
-                            "Function Name": "is_type_supported_exit",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1148,
-                            "End Line": 1162
-                        },
-                        {
-                            "Function Name": "class_name",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 366,
-                            "End Line": 370
-                        },
-                        {
-                            "Function Name": "deserialize_checks",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 801,
-                            "End Line": 805
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 139,
-                        "Sequential Logic Declarations": 86,
-                        "Function Parameters": 68,
-                        "Function/Method Declarations": 30,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 46,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 33,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 14,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 2,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 195,
-                        "Manual Memory Allocation": 7,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 2,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1035,
+                        "Structural Space Indentations": 7,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -661575,13 +661757,13 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 349,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 348,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
-                        "Design Long Vars": 17,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
@@ -661614,22 +661796,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_persistence_db.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EXR001-padded.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_persistence_db.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_persistence_db.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EXR001-padded.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXR001-padded.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6070.91,
-                        "Y": 99.09,
-                        "Z": -8310.04
+                        "X": -6195.13,
+                        "Y": 141.3,
+                        "Z": -2786.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -661638,184 +661820,53 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 283,
-                        "Coding LOC": 215,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 62.1,
-                        "Control Flow Ratio": "34.4%",
+                        "Total LOC": 6,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 12.08,
+                        "Control Flow Ratio": "100.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.065
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.07%",
-                        "Error & Exception Exposure": "55.09%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.82%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.5%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "update",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 235,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "lock",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 179,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "modify",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 204,
-                            "End Line": 220
-                        },
-                        {
-                            "Function Name": "validate_entry_type",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 268,
-                            "End Line": 282
-                        },
-                        {
-                            "Function Name": "get_update_function",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 142,
-                            "End Line": 151
-                        },
-                        {
-                            "Function Name": "list_by_keys",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 160,
-                            "End Line": 168
-                        },
-                        {
-                            "Function Name": "read",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 223,
-                            "End Line": 232
-                        },
-                        {
-                            "Function Name": "get_instance",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 132,
-                            "End Line": 139
-                        },
-                        {
-                            "Function Name": "add",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 104,
-                            "End Line": 116
-                        },
-                        {
-                            "Function Name": "delete",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 119,
-                            "End Line": 129
-                        },
-                        {
-                            "Function Name": "validate_and_unprettify_xml",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 258,
-                            "End Line": 265
-                        },
-                        {
-                            "Function Name": "list_by_type",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 171,
-                            "End Line": 176
-                        },
-                        {
-                            "Function Name": "list",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 157
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 11,
-                        "Sequential Logic Declarations": 21,
-                        "Function Parameters": 19,
-                        "Function/Method Declarations": 13,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 1,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 6,
-                        "Exposed API / Public Exports": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 1,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -661830,23 +661881,23 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 5,
-                        "Manual Memory Allocation": 1,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
-                        "Immutable Data Declarations": 3,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 211,
+                        "Structural Space Indentations": 3,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -661863,11 +661914,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 77,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 76,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -661902,22 +661953,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "abap/abapGit/zcl_abapgit_xml_output.clas.abap": {
+                "cobol/cobol-check/src_main_cobol_copy_EXR001.CBL": {
                     "1. Artifact Identity": {
-                        "Filename": "zcl_abapgit_xml_output.clas.abap",
-                        "Path": "abap/abapGit/zcl_abapgit_xml_output.clas.abap",
-                        "Language": "Abap",
+                        "Filename": "src_main_cobol_copy_EXR001.CBL",
+                        "Path": "cobol/cobol-check/src_main_cobol_copy_EXR001.CBL",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "abap",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .abap)"
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6183.94,
-                        "Y": 55.62,
-                        "Z": -8988.36
+                        "X": -8038.8,
+                        "Y": 204.88,
+                        "Z": -3036.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -661926,97 +661977,46 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 134,
-                        "Coding LOC": 89,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 24.18,
-                        "Control Flow Ratio": "38.1%",
+                        "Total LOC": 5,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 12.08,
+                        "Control Flow Ratio": "100.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.157
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.54%",
-                        "Error & Exception Exposure": "51.38%",
-                        "Tech Debt Exposure": "90.68%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "0.94%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "25.89%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.34%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "zif_abapgit_xml_output~add",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 47,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "zif_abapgit_xml_output~render",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 97,
-                            "End Line": 127
-                        },
-                        {
-                            "Function Name": "build_asx_node",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "zif_abapgit_xml_output~add_xml",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 85,
-                            "End Line": 94
-                        },
-                        {
-                            "Function Name": "zif_abapgit_xml_output~set_raw",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 130,
-                            "End Line": 133
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 13,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 2,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 3,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -662038,7 +662038,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 13,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -662050,11 +662050,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 85,
+                        "Structural Space Indentations": 3,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -662071,15 +662071,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 23,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 23,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -666432,9 +666432,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2807.32,
+                        "X": -10463.43,
                         "Y": 159.56,
-                        "Z": 11274.25
+                        "Z": -2431.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -666650,9 +666650,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2535.38,
+                        "X": -10191.48,
                         "Y": 99.32,
-                        "Z": 10744.91
+                        "Z": -2960.73
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -667635,9 +667635,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -2148.71,
+                        "X": -9804.81,
                         "Y": -69.1,
-                        "Z": 10484.4
+                        "Z": -3221.24
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -667803,9 +667803,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -3034.6,
+                        "X": -10690.7,
                         "Y": 106.69,
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@@ -678950,9 +678950,9 @@
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                         "Identity Proof": "Single Indicator (Ext: .php)"
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-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
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-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_main.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "05-bootsector-functions-strings_boot_sect_main.asm",
-                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_main.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5640.69,
-                        "Y": 184.4,
-                        "Z": 1808.06
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 35,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 5,
-                        "Structural Magnitude": 15.36,
-                        "Control Flow Ratio": "72.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.16
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.63%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 3,
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-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
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-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
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-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
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-                        "Resource Deallocation & Cleanup": 0,
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-                        "Structural Space Indentations": 2,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
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-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
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-                        "Dynamic Code Execution (Eval/Exec)": 0,
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-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
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-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "boot_sect_print.asm",
-                        "boot_sect_print_hex.asm"
-                    ]
-                },
-                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "05-bootsector-functions-strings_boot_sect_print.asm",
-                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6224.98,
-                        "Y": 89.87,
-                        "Z": 1848.75
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
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-                        "Total LOC": 38,
-                        "Coding LOC": 22,
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-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.12
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.45%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "97.07%",
-                        "Testing Exposure": "2.52%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "start",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 8,
-                            "End Line": 19
-                        },
-                        {
-                            "Function Name": "print_nl",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 27,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "done",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 21,
-                            "End Line": 23
-                        },
-                        {
-                            "Function Name": "print",
-                            "Structural Impact": 1.1,
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-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 2
-                        }
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-                    "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Structural Space Indentations": 18,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
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-                        "Serialization Parsing": 0,
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-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
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-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
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-                        "Vectorized Math & Tensor Operations": 0,
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-                        "Non-Standard Unicode / Homoglyphs": 0,
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-                        "Sec Extension Mismatch": 0,
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-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
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-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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-                    "8. Dependency Network": {
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-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
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-                    "1. Artifact Identity": {
-                        "Filename": "05-bootsector-functions-strings_boot_sect_print_hex.asm",
-                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print_hex.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6393.24,
-                        "Y": -52.23,
-                        "Z": 2003.85
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
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-                        "File Drift (Z-Score)": 0.0,
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-                        "Total LOC": 47,
-                        "Coding LOC": 26,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 26.42,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.18
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.28%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.68%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "23.15%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "step2",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 24,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "hex_loop",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 12,
-                            "End Line": 22
-                        },
-                        {
-                            "Function Name": "end",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 36,
-                            "End Line": 43
-                        },
-                        {
-                            "Function Name": "print_hex",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3,
-                            "End Line": 6
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 9,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 16,
-                        "Function/Method Declarations": 4,
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-                        "Defensive Programming Constructs": 0,
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-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/06-bootsector-segmentation_boot_sect_segmentation.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "06-bootsector-segmentation_boot_sect_segmentation.asm",
-                        "Path": "assembly/os_tutorial_x86/06-bootsector-segmentation_boot_sect_segmentation.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5732.95,
-                        "Y": 27.61,
-                        "Z": 2743.1
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 28,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 15.36,
-                        "Control Flow Ratio": "35.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.1
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.91%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 4,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 4,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_disk.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "07-bootsector-disk_boot_sect_disk.asm",
-                        "Path": "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_disk.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -5913.64,
-                        "Y": 115.02,
-                        "Z": 1866.38
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 47,
-                        "Coding LOC": 29,
-                        "Documentation LOC": 9,
-                        "Structural Magnitude": 26.78,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.2
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.97%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.68%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "disk_error",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 30,
-                            "End Line": 36
-                        },
-                        {
-                            "Function Name": "disk_load",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 2,
-                            "End Line": 27
-                        },
-                        {
-                            "Function Name": "sectors_error",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 38,
-                            "End Line": 40
-                        },
-                        {
-                            "Function Name": "disk_loop",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 42,
-                            "End Line": 46
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 14,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 1,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 23,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_main.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "07-bootsector-disk_boot_sect_main.asm",
-                        "Path": "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_main.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6523.83,
-                        "Y": -118.14,
-                        "Z": 2448.68
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 33,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 5,
-                        "Structural Magnitude": 15.38,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.12
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.45%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 3,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 11,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "../05-bootsector-functions-strings/boot_sect_print.asm",
-                        "../05-bootsector-functions-strings/boot_sect_print_hex.asm",
-                        "boot_sect_disk.asm"
-                    ]
-                },
-                "assembly/os_tutorial_x86/08-32bit-print_32bit-print.asm": {
-                    "1. Artifact Identity": {
-                        "Filename": "08-32bit-print_32bit-print.asm",
-                        "Path": "assembly/os_tutorial_x86/08-32bit-print_32bit-print.asm",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .asm)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6086.96,
-                        "Y": 132.24,
-                        "Z": 1599.18
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 27,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 9.86,
-                        "Control Flow Ratio": "33.3%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.06
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.95%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.43%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "print_string_pm_loop",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 11,
-                            "End Line": 22
-                        },
-                        {
-                            "Function Name": "print_string_pm_done",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 24,
-                            "End Line": 26
-                        },
-                        {
-                            "Function Name": "print_string_pm",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 9
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 3,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "assembly/os_tutorial_x86/09-32bit-gdt_32bit-gdt.asm": {
+                "assembly/os_tutorial_x86/03-bootsector-memory_boot_sect_memory.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "09-32bit-gdt_32bit-gdt.asm",
-                        "Path": "assembly/os_tutorial_x86/09-32bit-gdt_32bit-gdt.asm",
+                        "Filename": "03-bootsector-memory_boot_sect_memory.asm",
+                        "Path": "assembly/os_tutorial_x86/03-bootsector-memory_boot_sect_memory.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -708901,9 +707170,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6492.12,
-                        "Y": 3.96,
-                        "Z": 1519.63
+                        "X": -6158.71,
+                        "Y": -33.05,
+                        "Z": 2282.19
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -708912,50 +707181,39 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 36,
-                        "Coding LOC": 23,
-                        "Documentation LOC": 7,
-                        "Structural Magnitude": 1.96,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 52,
+                        "Coding LOC": 24,
+                        "Documentation LOC": 19,
+                        "Structural Magnitude": 192.76,
+                        "Control Flow Ratio": "26.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.08
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "6.42%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.32%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "21.94%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "gdt_end",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 35
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 11,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -708963,7 +707221,7 @@
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -708981,10 +707239,10 @@
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 8,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -708994,13 +707252,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 16,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709056,10 +707314,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/10-32bit-enter_32bit-main.asm": {
+                "assembly/os_tutorial_x86/03-bootsector-memory_boot_sect_memory_org.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "10-32bit-enter_32bit-main.asm",
-                        "Path": "assembly/os_tutorial_x86/10-32bit-enter_32bit-main.asm",
+                        "Filename": "03-bootsector-memory_boot_sect_memory_org.asm",
+                        "Path": "assembly/os_tutorial_x86/03-bootsector-memory_boot_sect_memory_org.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -709069,9 +707327,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6009.01,
-                        "Y": -83.58,
-                        "Z": 3028.57
+                        "X": -5909.95,
+                        "Y": -2.33,
+                        "Z": 2302.07
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709080,22 +707338,22 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 28,
-                        "Coding LOC": 20,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 3.9,
-                        "Control Flow Ratio": "60.0%",
+                        "Total LOC": 48,
+                        "Coding LOC": 25,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 193.28,
+                        "Control Flow Ratio": "26.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.12
+                        "Raw Cognitive Density": 0.08
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.45%",
+                        "Cognitive Load Exposure": "6.42%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.35%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
@@ -709106,29 +707364,18 @@
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "BEGIN_PM",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 17,
-                            "End Line": 27
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 11,
+                        "Function Parameters": 12,
                         "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -709143,16 +707390,16 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 8,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 4,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -709168,7 +707415,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709193,7 +707440,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -709217,34 +707464,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "../05-bootsector-functions-strings/boot_sect_print.asm",
-                        "../08-32bit-print/32bit-print.asm",
-                        "../09-32bit-gdt/32bit-gdt.asm",
-                        "32bit-switch.asm"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/10-32bit-enter_32bit-switch.asm": {
+                "assembly/os_tutorial_x86/04-bootsector-stack_boot_sect_stack.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "10-32bit-enter_32bit-switch.asm",
-                        "Path": "assembly/os_tutorial_x86/10-32bit-enter_32bit-switch.asm",
+                        "Filename": "04-bootsector-stack_boot_sect_stack.asm",
+                        "Path": "assembly/os_tutorial_x86/04-bootsector-stack_boot_sect_stack.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6727.0,
-                        "Y": -110.98,
-                        "Z": 2261.32
+                        "X": -5350.2,
+                        "Y": 52.41,
+                        "Z": 2356.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709253,63 +707495,42 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 23,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 6.28,
-                        "Control Flow Ratio": "16.7%",
+                        "Total LOC": 43,
+                        "Coding LOC": 24,
+                        "Documentation LOC": 7,
+                        "Structural Magnitude": 15.48,
+                        "Control Flow Ratio": "34.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.16
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
-                        "Error & Exception Exposure": "71.97%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.38%",
+                        "Cognitive Load Exposure": "8.63%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "init_pm",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 11,
-                            "End Line": 22
-                        },
-                        {
-                            "Function Name": "switch_to_pm",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2,
-                            "End Line": 10
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 15,
+                        "Function Parameters": 13,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
@@ -709332,7 +707553,7 @@
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 6,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 3,
@@ -709343,7 +707564,7 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
@@ -709351,7 +707572,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 15,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709376,7 +707597,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -709407,10 +707628,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/13-kernel-barebones_bootsect.asm": {
+                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_main.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "13-kernel-barebones_bootsect.asm",
-                        "Path": "assembly/os_tutorial_x86/13-kernel-barebones_bootsect.asm",
+                        "Filename": "05-bootsector-functions-strings_boot_sect_main.asm",
+                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_main.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -709420,9 +707641,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5534.22,
-                        "Y": 151.5,
-                        "Z": 1993.99
+                        "X": -5640.69,
+                        "Y": 184.4,
+                        "Z": 1808.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709431,65 +707652,44 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 51,
-                        "Coding LOC": 39,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 18.18,
-                        "Control Flow Ratio": "62.5%",
+                        "Total LOC": 35,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 15.36,
+                        "Control Flow Ratio": "72.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.3
+                        "Raw Cognitive Density": 0.16
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.19%",
+                        "Cognitive Load Exposure": "8.63%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.55%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "load_kernel",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 24,
-                            "End Line": 33
-                        },
-                        {
-                            "Function Name": "BEGIN_PM",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 36,
-                            "End Line": 50
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -709504,7 +707704,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 6,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -709513,7 +707713,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 5,
+                        "Pointer Arithmetic & Addressing": 1,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -709523,13 +707723,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 21,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709554,7 +707754,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -709578,36 +707778,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "../05-bootsector-functions-strings/boot_sect_print.asm",
-                        "../05-bootsector-functions-strings/boot_sect_print_hex.asm",
-                        "../07-bootsector-disk/boot_sect_disk.asm",
-                        "../08-32bit-print/32bit-print.asm",
-                        "../09-32bit-gdt/32bit-gdt.asm",
-                        "../10-32bit-enter/32bit-switch.asm"
+                        "boot_sect_print.asm",
+                        "boot_sect_print_hex.asm"
                     ]
                 },
-                "assembly/os_tutorial_x86/13-kernel-barebones_kernel_entry.asm": {
+                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "13-kernel-barebones_kernel_entry.asm",
-                        "Path": "assembly/os_tutorial_x86/13-kernel-barebones_kernel_entry.asm",
+                        "Filename": "05-bootsector-functions-strings_boot_sect_print.asm",
+                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5231.22,
-                        "Y": 133.2,
-                        "Z": 2125.46
+                        "X": -6224.98,
+                        "Y": 89.87,
+                        "Z": 1848.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709616,39 +707812,80 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "100.0%",
+                        "Total LOC": 38,
+                        "Coding LOC": 22,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 16.34,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.12
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "7.45%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Tech Debt Exposure": "97.07%",
+                        "Testing Exposure": "2.52%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "start",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 8,
+                            "End Line": 19
+                        },
+                        {
+                            "Function Name": "print_nl",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 27,
+                            "End Line": 37
+                        },
+                        {
+                            "Function Name": "done",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 21,
+                            "End Line": 23
+                        },
+                        {
+                            "Function Name": "print",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 2
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -709674,10 +707911,10 @@
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 3,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 1,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -709693,7 +707930,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 18,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709718,7 +707955,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -709749,10 +707986,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_32bit_print.asm": {
+                "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print_hex.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_32bit_print.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_32bit_print.asm",
+                        "Filename": "05-bootsector-functions-strings_boot_sect_print_hex.asm",
+                        "Path": "assembly/os_tutorial_x86/05-bootsector-functions-strings_boot_sect_print_hex.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -709762,9 +707999,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5332.94,
-                        "Y": 39.16,
-                        "Z": 2671.77
+                        "X": -6393.24,
+                        "Y": -52.23,
+                        "Z": 2003.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709773,26 +708010,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 27,
-                        "Coding LOC": 18,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 9.86,
-                        "Control Flow Ratio": "33.3%",
+                        "Total LOC": 47,
+                        "Coding LOC": 26,
+                        "Documentation LOC": 12,
+                        "Structural Magnitude": 26.42,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.06
+                        "Raw Cognitive Density": 0.18
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.95%",
+                        "Cognitive Load Exposure": "9.28%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.43%",
+                        "Testing Exposure": "2.68%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "23.15%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -709801,42 +708038,52 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "print_string_pm_loop",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "step2",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 24,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "hex_loop",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 11,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 12,
                             "End Line": 22
                         },
                         {
-                            "Function Name": "print_string_pm_done",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 24,
-                            "End Line": 26
+                            "Function Name": "end",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 36,
+                            "End Line": 43
                         },
                         {
-                            "Function Name": "print_string_pm",
+                            "Function Name": "print_hex",
                             "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 9
+                            "Start Line": 3,
+                            "End Line": 6
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 9,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 16,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -709844,7 +708091,7 @@
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -709865,7 +708112,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 3,
+                        "Pointer Arithmetic & Addressing": 1,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -709873,15 +708120,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 2,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 21,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -709937,10 +708184,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_bootsect.asm": {
+                "assembly/os_tutorial_x86/06-bootsector-segmentation_boot_sect_segmentation.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_bootsect.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_bootsect.asm",
+                        "Filename": "06-bootsector-segmentation_boot_sect_segmentation.asm",
+                        "Path": "assembly/os_tutorial_x86/06-bootsector-segmentation_boot_sect_segmentation.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -709950,9 +708197,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6076.81,
-                        "Y": -15.74,
-                        "Z": 2579.0
+                        "X": -5732.95,
+                        "Y": 27.61,
+                        "Z": 2743.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -709961,65 +708208,44 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 52,
-                        "Coding LOC": 39,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 18.18,
-                        "Control Flow Ratio": "62.5%",
+                        "Total LOC": 28,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 15.36,
+                        "Control Flow Ratio": "35.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.3
+                        "Raw Cognitive Density": 0.1
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.19%",
+                        "Cognitive Load Exposure": "6.91%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "81.76%",
-                        "Testing Exposure": "2.55%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "load_kernel",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 25,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "BEGIN_PM",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 37,
-                            "End Line": 51
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
+                        "Control Flow Branches": 5,
                         "Sequential Logic Declarations": 9,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 2,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -710034,16 +708260,16 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 6,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 4,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 5,
+                        "Pointer Arithmetic & Addressing": 4,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -710053,13 +708279,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 21,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -710084,7 +708310,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -710108,24 +708334,17 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "boot/32bit_print.asm",
-                        "boot/disk.asm",
-                        "boot/gdt.asm",
-                        "boot/print.asm",
-                        "boot/print_hex.asm",
-                        "boot/switch_pm.asm"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_disk.asm": {
+                "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_disk.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_disk.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_disk.asm",
+                        "Filename": "07-bootsector-disk_boot_sect_disk.asm",
+                        "Path": "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_disk.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -710135,9 +708354,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5631.47,
-                        "Y": 11.72,
-                        "Z": 2650.18
+                        "X": -5913.64,
+                        "Y": 115.02,
+                        "Z": 1866.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -710320,10 +708539,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_gdt.asm": {
+                "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_main.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_gdt.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_gdt.asm",
+                        "Filename": "07-bootsector-disk_boot_sect_main.asm",
+                        "Path": "assembly/os_tutorial_x86/07-bootsector-disk_boot_sect_main.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -710333,9 +708552,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5067.93,
-                        "Y": 163.0,
-                        "Z": 2235.72
+                        "X": -6523.83,
+                        "Y": -118.14,
+                        "Z": 2448.68
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -710344,50 +708563,39 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 36,
-                        "Coding LOC": 23,
-                        "Documentation LOC": 7,
-                        "Structural Magnitude": 1.96,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 33,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 15.38,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.12
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "7.45%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.32%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "gdt_end",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 35
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -710407,7 +708615,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -710416,7 +708624,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -710426,13 +708634,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 16,
+                        "Structural Space Indentations": 11,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -710481,29 +708689,33 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 3,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "../05-bootsector-functions-strings/boot_sect_print.asm",
+                        "../05-bootsector-functions-strings/boot_sect_print_hex.asm",
+                        "boot_sect_disk.asm"
+                    ]
                 },
-                "assembly/os_tutorial_x86/14-checkpoint_boot_kernel_entry.asm": {
+                "assembly/os_tutorial_x86/08-32bit-print_32bit-print.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "14-checkpoint_boot_kernel_entry.asm",
-                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_kernel_entry.asm",
+                        "Filename": "08-32bit-print_32bit-print.asm",
+                        "Path": "assembly/os_tutorial_x86/08-32bit-print_32bit-print.asm",
                         "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6314.88,
-                        "Y": -123.4,
-                        "Z": 2750.4
+                        "X": -6086.96,
+                        "Y": 132.24,
+                        "Z": 1599.18
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -710512,39 +708724,70 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 5,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 12.08,
-                        "Control Flow Ratio": "100.0%",
+                        "Total LOC": 27,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 9.86,
+                        "Control Flow Ratio": "33.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.04
+                        "Raw Cognitive Density": 0.06
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.52%",
+                        "Cognitive Load Exposure": "5.95%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.43%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "print_string_pm_loop",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 11,
+                            "End Line": 22
+                        },
+                        {
+                            "Function Name": "print_string_pm_done",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 24,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "print_string_pm",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 9
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -710573,7 +708816,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -710583,13 +708826,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -710614,7 +708857,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -710644,60 +708887,35 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "cobol/gnucobol": {
-            "Directory Group Magnitude": 649.07,
-            "File Count": 10,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "90.0%",
-                "Static: Literature & Documentation": "10.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "13.95%",
-                "Error & Exception Exposure": "34.57%",
-                "Tech Debt Exposure": "9.24%",
-                "Testing Exposure": "2.09%",
-                "API Exposure": "3.98%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "33.66%",
-                "Commented Logic Exposure": "2.99%",
-                "Specification Exposure": "40.0%",
-                "Instability Exposure": "45.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "23.22%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "cobol/gnucobol/COPYING": {
+                },
+                "assembly/os_tutorial_x86/09-32bit-gdt_32bit-gdt.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "COPYING",
-                        "Path": "cobol/gnucobol/COPYING",
-                        "Language": "Plaintext",
+                        "Filename": "09-32bit-gdt_32bit-gdt.asm",
+                        "Path": "assembly/os_tutorial_x86/09-32bit-gdt_32bit-gdt.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (COPYING)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 648.8,
-                        "Y": -139.14,
-                        "Z": 6773.39
+                        "X": -6492.12,
+                        "Y": 3.96,
+                        "Z": 1519.63
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 675,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 553,
-                        "Structural Magnitude": 13.5,
+                        "Total LOC": 36,
+                        "Coding LOC": 23,
+                        "Documentation LOC": 7,
+                        "Structural Magnitude": 1.96,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -710706,27 +708924,38 @@
                         "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "gdt_end",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 35
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -710765,13 +708994,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 16,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -710827,22 +709056,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/CBL_OC_DUMP.cob": {
+                "assembly/os_tutorial_x86/10-32bit-enter_32bit-main.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "CBL_OC_DUMP.cob",
-                        "Path": "cobol/gnucobol/CBL_OC_DUMP.cob",
-                        "Language": "Cobol",
+                        "Filename": "10-32bit-enter_32bit-main.asm",
+                        "Path": "assembly/os_tutorial_x86/10-32bit-enter_32bit-main.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1218.82,
-                        "Y": -168.91,
-                        "Z": 6427.18
+                        "X": -6009.01,
+                        "Y": -83.58,
+                        "Z": 3028.57
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -710851,80 +709080,70 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 262,
-                        "Coding LOC": 199,
-                        "Documentation LOC": 41,
-                        "Structural Magnitude": 124.08,
-                        "Control Flow Ratio": "43.9%",
+                        "Total LOC": 28,
+                        "Coding LOC": 20,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 3.9,
+                        "Control Flow Ratio": "60.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.894
+                        "Raw Cognitive Density": 0.12
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "64.06%",
-                        "Error & Exception Exposure": "68.88%",
-                        "Tech Debt Exposure": "22.38%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "7.46%",
+                        "Cognitive Load Exposure": "7.45%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.35%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "9.01%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "43.88%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "MAIN00",
-                            "Structural Impact": 52.0,
-                            "Lines of Code (LOC)": 159,
-                            "Control Flow Branches": 43,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "48.3%",
-                            "Start Line": 101,
-                            "End Line": 259
-                        },
-                        {
-                            "Function Name": "MAIN",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "BEGIN_PM",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 100,
-                            "End Line": 100
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 17,
+                            "End Line": 27
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 43,
-                        "Sequential Logic Declarations": 55,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 19,
-                        "Type/Safety Bypasses": 1,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
-                        "State Mutations / Variable Reassignments": 60,
-                        "Commented-out Code (Dead Logic)": 2,
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                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 9,
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                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -710937,9 +709156,9 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 37,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
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@@ -710949,11 +709168,11 @@
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                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
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                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -710966,15 +709185,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
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                         "Design Long Vars": 0,
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-                        "Orphaned Logic": 2,
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                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -710998,29 +709217,34 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
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                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "../05-bootsector-functions-strings/boot_sect_print.asm",
+                        "../08-32bit-print/32bit-print.asm",
+                        "../09-32bit-gdt/32bit-gdt.asm",
+                        "32bit-switch.asm"
+                    ]
                 },
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+                "assembly/os_tutorial_x86/10-32bit-enter_32bit-switch.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "numeric-display.cob",
-                        "Path": "cobol/gnucobol/numeric-display.cob",
-                        "Language": "Cobol",
+                        "Filename": "10-32bit-enter_32bit-switch.asm",
+                        "Path": "assembly/os_tutorial_x86/10-32bit-enter_32bit-switch.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
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-                        "X": 1456.19,
-                        "Y": -241.1,
-                        "Z": 7181.45
+                        "X": -6727.0,
+                        "Y": -110.98,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711029,53 +709253,74 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 167,
-                        "Coding LOC": 150,
-                        "Documentation LOC": 16,
-                        "Structural Magnitude": 18.0,
-                        "Control Flow Ratio": "0.0%",
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+                        "Coding LOC": 19,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 6.28,
+                        "Control Flow Ratio": "16.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.04
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                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "60.43%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "71.97%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.38%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "7.86%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "init_pm",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 11,
+                            "End Line": 22
+                        },
+                        {
+                            "Function Name": "switch_to_pm",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2,
+                            "End Line": 10
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
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-                        "Sequential Logic Declarations": 77,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 1,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
+                        "Type/Safety Bypasses": 1,
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                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 1,
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                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
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@@ -711090,15 +709335,15 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
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                         "Manual Memory Allocation": 0,
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                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 72,
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@@ -711106,7 +709351,7 @@
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                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 150,
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@@ -711131,7 +709376,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
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-                        "Orphaned Logic": 0,
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@@ -711162,22 +709407,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/numeric-dump.cob": {
+                "assembly/os_tutorial_x86/13-kernel-barebones_bootsect.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "numeric-dump.cob",
-                        "Path": "cobol/gnucobol/numeric-dump.cob",
-                        "Language": "Cobol",
+                        "Filename": "13-kernel-barebones_bootsect.asm",
+                        "Path": "assembly/os_tutorial_x86/13-kernel-barebones_bootsect.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1104.07,
-                        "Y": -214.65,
-                        "Z": 6635.33
+                        "X": -5534.22,
+                        "Y": 151.5,
+                        "Z": 1993.99
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711186,59 +709431,80 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 456,
-                        "Coding LOC": 438,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 311.76,
-                        "Control Flow Ratio": "0.0%",
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+                        "Coding LOC": 39,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 18.18,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.3
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                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "13.78%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "17.57%",
+                        "Cognitive Load Exposure": "14.19%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.55%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.49%",
-                        "Commented Logic Exposure": "5.72%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "100.0%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "load_kernel",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 24,
+                            "End Line": 33
+                        },
+                        {
+                            "Function Name": "BEGIN_PM",
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+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 36,
+                            "End Line": 50
+                        }
+                    ],
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-                        "Function Parameters": 108,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 108,
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+                        "Function/Method Declarations": 2,
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-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 216,
-                        "State Mutations / Variable Reassignments": 72,
-                        "Commented-out Code (Dead Logic)": 1,
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                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
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                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -711247,27 +709513,27 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 5,
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                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
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                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
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                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 438,
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                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 108,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
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                         "Regex Execution": 0,
@@ -711288,7 +709554,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
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@@ -711312,29 +709578,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
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                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "../05-bootsector-functions-strings/boot_sect_print.asm",
+                        "../05-bootsector-functions-strings/boot_sect_print_hex.asm",
+                        "../07-bootsector-disk/boot_sect_disk.asm",
+                        "../08-32bit-print/32bit-print.asm",
+                        "../09-32bit-gdt/32bit-gdt.asm",
+                        "../10-32bit-enter/32bit-switch.asm"
+                    ]
                 },
-                "cobol/gnucobol/screenio.cpy": {
+                "assembly/os_tutorial_x86/13-kernel-barebones_kernel_entry.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "screenio.cpy",
-                        "Path": "cobol/gnucobol/screenio.cpy",
-                        "Language": "Cobol",
+                        "Filename": "13-kernel-barebones_kernel_entry.asm",
+                        "Path": "assembly/os_tutorial_x86/13-kernel-barebones_kernel_entry.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 965.24,
-                        "Y": -232.86,
-                        "Z": 7450.53
+                        "X": -5231.22,
+                        "Y": 133.2,
+                        "Z": 2125.46
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711343,26 +709616,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 197,
-                        "Coding LOC": 152,
-                        "Documentation LOC": 39,
-                        "Structural Magnitude": 1.15,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 5,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 12.08,
+                        "Control Flow Ratio": "100.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "56.63%",
+                        "Cognitive Load Exposure": "5.52%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "25.27%",
-                        "Commented Logic Exposure": "7.29%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -711372,7 +709645,7 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
+                        "Control Flow Branches": 2,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
@@ -711380,10 +709653,10 @@
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 5,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -711404,7 +709677,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 2,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -711420,7 +709693,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 152,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -711476,22 +709749,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/sqlca.cpy": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_32bit_print.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "sqlca.cpy",
-                        "Path": "cobol/gnucobol/sqlca.cpy",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_32bit_print.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_32bit_print.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1741.27,
-                        "Y": -229.88,
-                        "Z": 7038.38
+                        "X": -5332.94,
+                        "Y": 39.16,
+                        "Z": 2671.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711500,39 +709773,70 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 25,
-                        "Coding LOC": 24,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 0.77,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 20,
+                        "Total LOC": 27,
+                        "Coding LOC": 18,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 9.86,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.06
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.95%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.43%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "print_string_pm_loop",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 11,
+                            "End Line": 22
+                        },
+                        {
+                            "Function Name": "print_string_pm_done",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 24,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "print_string_pm",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 9
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
@@ -711551,7 +709855,7 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -711561,23 +709865,23 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 3,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
+                        "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 2,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 24,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -711602,7 +709906,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -711627,28 +709931,28 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 20,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/sqlda.cpy": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_bootsect.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "sqlda.cpy",
-                        "Path": "cobol/gnucobol/sqlda.cpy",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_bootsect.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_bootsect.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 919.21,
-                        "Y": -181.42,
-                        "Z": 6154.68
+                        "X": -6076.81,
+                        "Y": -15.74,
+                        "Z": 2579.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711657,44 +709961,65 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 58,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 0.8,
-                        "Control Flow Ratio": "100.0%",
+                        "Total LOC": 52,
+                        "Coding LOC": 39,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 18.18,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.037
+                        "Raw Cognitive Density": 0.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "4.64%",
+                        "Cognitive Load Exposure": "14.19%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.55%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "load_kernel",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 25,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "BEGIN_PM",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 37,
+                            "End Line": 51
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
+                        "I/O and Network Boundaries": 2,
                         "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
@@ -711709,7 +710034,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -711718,7 +710043,7 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 5,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
@@ -711728,13 +710053,13 @@
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 1,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 54,
+                        "Structural Space Indentations": 21,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -711759,7 +710084,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -711783,29 +710108,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 6,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "boot/32bit_print.asm",
+                        "boot/disk.asm",
+                        "boot/gdt.asm",
+                        "boot/print.asm",
+                        "boot/print_hex.asm",
+                        "boot/switch_pm.asm"
+                    ]
                 },
-                "cobol/gnucobol/tutorial.cob": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_disk.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "tutorial.cob",
-                        "Path": "cobol/gnucobol/tutorial.cob",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_disk.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_disk.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 854.95,
-                        "Y": -175.92,
-                        "Z": 6908.28
+                        "X": -5631.47,
+                        "Y": 11.72,
+                        "Z": 2650.18
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -711814,149 +710146,129 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 261,
-                        "Coding LOC": 194,
-                        "Documentation LOC": 34,
-                        "Structural Magnitude": 177.18,
-                        "Control Flow Ratio": "56.6%",
+                        "Total LOC": 47,
+                        "Coding LOC": 29,
+                        "Documentation LOC": 9,
+                        "Structural Magnitude": 26.78,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.972
+                        "Raw Cognitive Density": 0.2
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "70.82%",
-                        "Error & Exception Exposure": "95.96%",
-                        "Tech Debt Exposure": "70.07%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "9.96%",
+                        "Cognitive Load Exposure": "9.97%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "81.76%",
+                        "Testing Exposure": "2.68%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "56.94%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "read-all-records",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 204,
-                            "End Line": 227
-                        },
-                        {
-                            "Function Name": "rewrite-first-record",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 231,
-                            "End Line": 255
-                        },
-                        {
-                            "Function Name": "display-file-status",
-                            "Structural Impact": 4.3,
+                            "Function Name": "disk_error",
+                            "Structural Impact": 12.3,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 192,
-                            "End Line": 198
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 30,
+                            "End Line": 36
                         },
                         {
-                            "Function Name": "set-fcd",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 156,
-                            "End Line": 175
+                            "Function Name": "disk_load",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 2,
+                            "End Line": 27
                         },
                         {
-                            "Function Name": "set-keydefinitions",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 177,
-                            "End Line": 186
+                            "Function Name": "sectors_error",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 38,
+                            "End Line": 40
                         },
                         {
-                            "Function Name": "call-file-handler",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "disk_loop",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 188,
-                            "End Line": 190
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 42,
+                            "End Line": 46
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 43,
-                        "Sequential Logic Declarations": 33,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 9,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 10,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 14,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 36,
-                        "Exposed API / Public Exports": 15,
-                        "State Mutations / Variable Reassignments": 121,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 1,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 9,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 17,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 194,
+                        "Structural Space Indentations": 23,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -711969,15 +710281,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -712001,31 +710313,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "xfhfcd3"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/xfhfcd.cpy": {
+                "assembly/os_tutorial_x86/14-checkpoint_boot_gdt.asm": {
                     "1. Artifact Identity": {
-                        "Filename": "xfhfcd.cpy",
-                        "Path": "cobol/gnucobol/xfhfcd.cpy",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_gdt.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_gdt.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 577.55,
-                        "Y": -173.34,
-                        "Z": 7103.72
+                        "X": -5067.93,
+                        "Y": 163.0,
+                        "Z": 2235.72
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -712034,10 +710344,10 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2,
-                        "Coding LOC": 1,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 0.53,
+                        "Total LOC": 36,
+                        "Coding LOC": 23,
+                        "Documentation LOC": 7,
+                        "Structural Magnitude": 1.96,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -712049,24 +710359,35 @@
                         "Cognitive Load Exposure": "0.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
+                        "Testing Exposure": "2.32%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
                         "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "gdt_end",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 35
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
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                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
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                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
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                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -712105,13 +710426,13 @@
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                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
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                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1,
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                         "Hardware Bridge": 0,
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                         "Auth Middleware": 0,
@@ -712160,31 +710481,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
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                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "xfhfcd3"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "cobol/gnucobol/xfhfcd3.cpy": {
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                     "1. Artifact Identity": {
-                        "Filename": "xfhfcd3.cpy",
-                        "Path": "cobol/gnucobol/xfhfcd3.cpy",
-                        "Language": "Cobol",
+                        "Filename": "14-checkpoint_boot_kernel_entry.asm",
+                        "Path": "assembly/os_tutorial_x86/14-checkpoint_boot_kernel_entry.asm",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                        "Identity Proof": "Single Indicator (Ext: .asm)"
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-                        "Y": -191.04,
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-                        "Coding LOC": 249,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 1.3,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 2,
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+                        "Structural Magnitude": 12.08,
+                        "Control Flow Ratio": "100.0%",
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                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
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-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "49.97%",
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+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.3%",
-                        "API Exposure": "4.8%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "12.81%",
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                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "31.39%",
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                     "7. Structural Signatures (Net Mitigated Signals)": {
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                         "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
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                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 18,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 3,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
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                         "Commented-out Code (Dead Logic)": 0,
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                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
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                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 15,
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                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
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                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 10,
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                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
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                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 15,
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@@ -712270,7 +710589,7 @@
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                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
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                         "Hardware Bridge": 0,
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@@ -712320,9 +710639,9 @@
                     },
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                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
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                         "Identity Proof": "Metadata Anchor (COPYING)"
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                         "Y": 43.06,
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                         "Identity Proof": "Single Indicator (Ext: .sh)"
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                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
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                         "Identity Proof": "Single Indicator (Ext: .sh)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720154,9 +718473,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720364,9 +718683,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720582,9 +718901,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720780,9 +719099,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -720958,9 +719277,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721126,9 +719445,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721294,9 +719613,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sh)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721462,9 +719781,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
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                         "Y": 7.26,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721672,9 +719991,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -721870,9 +720189,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -722155,9 +720474,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -722437,9 +720756,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -722670,9 +720989,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -722925,9 +721244,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -723656,9 +721975,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -723854,9 +722173,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
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                         "Y": -116.4,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -724094,9 +722413,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sol)"
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                     "2. Topological Coordinates": {
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                         "Y": -170.65,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732417,7 +730736,7 @@
             }
         },
         "cobol/zopeneditor-sample": {
-            "Directory Group Magnitude": 533.44,
+            "Directory Group Magnitude": 532.44,
             "File Count": 8,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -732427,14 +730746,14 @@
                 "Error & Exception Exposure": "30.98%",
                 "Tech Debt Exposure": "24.31%",
                 "Testing Exposure": "12.04%",
-                "API Exposure": "0.62%",
+                "API Exposure": "0.34%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "28.88%",
                 "Commented Logic Exposure": "0.0%",
                 "Specification Exposure": "25.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "2.98%",
+                "Documentation Exposure": "1.49%",
                 "Hardcoded Payload Artifacts": "0.0%"
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             "Files": {
@@ -732451,9 +730770,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
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                     "2. Topological Coordinates": {
-                        "X": 8056.83,
-                        "Y": 72.16,
-                        "Z": 6142.95
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732608,9 +730927,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
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                     "2. Topological Coordinates": {
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                         "Y": 77.7,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732765,9 +731084,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
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                     "2. Topological Coordinates": {
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                         "Y": 130.26,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732922,9 +731241,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                         "Y": 128.97,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -732936,7 +731255,7 @@
                         "Total LOC": 505,
                         "Coding LOC": 417,
                         "Documentation LOC": 52,
-                        "Structural Magnitude": 340.74,
+                        "Structural Magnitude": 339.74,
                         "Control Flow Ratio": "79.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -732949,14 +731268,14 @@
                         "Error & Exception Exposure": "89.1%",
                         "Tech Debt Exposure": "99.37%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "2.23%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
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                     "5. Function Analysis": [
@@ -733172,7 +731491,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 50,
-                        "Exposed API / Public Exports": 1,
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                         "State Mutations / Variable Reassignments": 193,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -733283,9 +731602,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
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                     "2. Topological Coordinates": {
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                         "Y": 148.97,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -733504,9 +731823,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -733661,9 +731980,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -733820,9 +732139,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
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                     "2. Topological Coordinates": {
-                        "X": 7323.77,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -738860,7 +737179,7 @@
             }
         },
         "dockerfile/moby/builder/remotecontext/internal/tarsum": {
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             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -738870,7 +737189,7 @@
                 "Error & Exception Exposure": "70.14%",
                 "Tech Debt Exposure": "48.46%",
                 "Testing Exposure": "2.44%",
-                "API Exposure": "4.03%",
+                "API Exposure": "3.69%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "79.84%",
                 "Commented Logic Exposure": "1.57%",
@@ -739667,9 +737986,9 @@
                         "Identity Proof": "Single Indicator (Ext: .go)"
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                     "2. Topological Coordinates": {
-                        "X": -6764.77,
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                     "3. Architectural Profile": {
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@@ -739681,7 +738000,7 @@
                         "Total LOC": 167,
                         "Coding LOC": 120,
                         "Documentation LOC": 24,
-                        "Structural Magnitude": 135.8,
+                        "Structural Magnitude": 129.8,
                         "Control Flow Ratio": "40.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -739694,7 +738013,7 @@
                         "Error & Exception Exposure": "96.2%",
                         "Tech Debt Exposure": "93.75%",
                         "Testing Exposure": "2.47%",
-                        "API Exposure": "5.05%",
+                        "API Exposure": "3.33%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "7.86%",
@@ -739807,7 +738126,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 17,
+                        "Exposed API / Public Exports": 11,
                         "State Mutations / Variable Reassignments": 80,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 13,
@@ -755370,1845 +753689,85 @@
                         "Raw Cognitive Density": 0.112
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.23%",
-                        "Error & Exception Exposure": "75.29%",
-                        "Tech Debt Exposure": "99.98%",
-                        "Testing Exposure": "2.42%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "16.8%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 66
-                        },
-                        {
-                            "Function Name": "0000-MAIN",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 68,
-                            "End Line": 70
-                        },
-                        {
-                            "Function Name": "SPECIAL-NAMES",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 22,
-                            "End Line": 25
-                        },
-                        {
-                            "Function Name": "1000-INICIO",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 72,
-                            "End Line": 74
-                        },
-                        {
-                            "Function Name": "4000-FINAL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 76,
-                            "End Line": 78
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 1,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 49,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/CICS-Cobol/CBL0903v01AccesoDinamico.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBL0903v01AccesoDinamico.cbl",
-                        "Path": "cobol/CICS-Cobol/CBL0903v01AccesoDinamico.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 2051.38,
-                        "Y": 233.32,
-                        "Z": -4470.0
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 80,
-                        "Coding LOC": 52,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 10.84,
-                        "Control Flow Ratio": "16.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.054
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.82%",
-                        "Error & Exception Exposure": "73.11%",
-                        "Tech Debt Exposure": "99.97%",
-                        "Testing Exposure": "2.42%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 23,
-                            "End Line": 67
-                        },
-                        {
-                            "Function Name": "0000-MAIN",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 69,
-                            "End Line": 71
-                        },
-                        {
-                            "Function Name": "SPECIAL-NAMES",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 19,
-                            "End Line": 22
-                        },
-                        {
-                            "Function Name": "4000-FINAL",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 76,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "1000-INICIO",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 73,
-                            "End Line": 74
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 52,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/CICS-Cobol/CBL1001v01ManejoCICS.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBL1001v01ManejoCICS.cbl",
-                        "Path": "cobol/CICS-Cobol/CBL1001v01ManejoCICS.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1726.99,
-                        "Y": 256.36,
-                        "Z": -4520.09
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 67,
-                        "Coding LOC": 41,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 21.12,
-                        "Control Flow Ratio": "37.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.333
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.89%",
-                        "Error & Exception Exposure": "78.34%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.52%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "50.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "0000-PRINCIPAL",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 33,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "2000-PROCESO",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 43,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "SPECIAL-NAMES",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14,
-                            "End Line": 32
-                        },
-                        {
-                            "Function Name": "2200-CONCATENA-DATOS",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 52,
-                            "End Line": 58
-                        },
-                        {
-                            "Function Name": "1000-INICIO",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 39,
-                            "End Line": 40
-                        },
-                        {
-                            "Function Name": "WX-SALUDO",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 41,
-                            "End Line": 41
-                        },
-                        {
-                            "Function Name": "2100-PEDIR-DATOS",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 48,
-                            "End Line": 50
-                        },
-                        {
-                            "Function Name": "2300-ENVIA-DATOS",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 61,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "3000-FINAL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 66
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 9,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 3,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 41,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 9,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "cobol/cobol-programming-course": {
-            "Directory Group Magnitude": 461.14,
-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "55.38%",
-                "Error & Exception Exposure": "78.12%",
-                "Tech Debt Exposure": "97.59%",
-                "Testing Exposure": "24.58%",
-                "API Exposure": "1.15%",
-                "Concurrency Exposure": "0.0%",
-                "State Flux Exposure": "99.16%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "10.27%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "cobol/cobol-programming-course/CBL0106.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBL0106.cbl",
-                        "Path": "cobol/cobol-programming-course/CBL0106.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1558.88,
-                        "Y": 47.06,
-                        "Z": -8274.97
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 196,
-                        "Coding LOC": 161,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 84.12,
-                        "Control Flow Ratio": "69.2%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.696
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "44.59%",
-                        "Error & Exception Exposure": "79.56%",
-                        "Tech Debt Exposure": "98.24%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "READ-NEXT-RECORD",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 141,
-                            "End Line": 149
-                        },
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 109,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 13,
-                            "End Line": 121
-                        },
-                        {
-                            "Function Name": "WRITE-OVERLIMIT",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 177,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "IS-OVERLIMIT",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 163,
-                            "End Line": 170
-                        },
-                        {
-                            "Function Name": "IS-STATE-VIRGINIA",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 172,
-                            "End Line": 175
-                        },
-                        {
-                            "Function Name": "CLOSE-STOP",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 151,
-                            "End Line": 156
-                        },
-                        {
-                            "Function Name": "READ-RECORD",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 158,
-                            "End Line": 161
-                        },
-                        {
-                            "Function Name": "WRITE-HEADERS",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 139
-                        },
-                        {
-                            "Function Name": "WRITE-RECORD",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 194
-                        },
-                        {
-                            "Function Name": "OPEN-FILES",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 125
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 18,
-                        "Sequential Logic Declarations": 8,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 26,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 47,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 161,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-programming-course/CBL0106C.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBL0106C.cbl",
-                        "Path": "cobol/cobol-programming-course/CBL0106C.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1358.77,
-                        "Y": 24.82,
-                        "Z": -9038.67
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 205,
-                        "Coding LOC": 167,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 89.64,
-                        "Control Flow Ratio": "66.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.719
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "46.86%",
-                        "Error & Exception Exposure": "79.37%",
-                        "Tech Debt Exposure": "97.78%",
-                        "Testing Exposure": "2.41%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "0.0%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "READ-NEXT-RECORD",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 142,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "IS-OVERLIMIT",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 164,
-                            "End Line": 179
-                        },
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 110,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 13,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "WRITE-OVERLIMIT",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 186,
-                            "End Line": 196
-                        },
-                        {
-                            "Function Name": "IS-STATE-VIRGINIA",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 181,
-                            "End Line": 184
-                        },
-                        {
-                            "Function Name": "CLOSE-STOP",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 152,
-                            "End Line": 157
-                        },
-                        {
-                            "Function Name": "READ-RECORD",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 159,
-                            "End Line": 162
-                        },
-                        {
-                            "Function Name": "WRITE-HEADERS",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 140
-                        },
-                        {
-                            "Function Name": "WRITE-RECORD",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 198,
-                            "End Line": 203
-                        },
-                        {
-                            "Function Name": "OPEN-FILES",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 124,
-                            "End Line": 126
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 10,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 26,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 50,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 167,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 4,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-programming-course/CBLDB21.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBLDB21.cbl",
-                        "Path": "cobol/cobol-programming-course/CBLDB21.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 789.85,
-                        "Y": 93.43,
-                        "Z": -8751.71
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 145,
-                        "Coding LOC": 107,
-                        "Documentation LOC": 30,
-                        "Structural Magnitude": 53.44,
-                        "Control Flow Ratio": "62.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.85
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "59.91%",
-                        "Error & Exception Exposure": "67.01%",
-                        "Tech Debt Exposure": "98.91%",
-                        "Testing Exposure": "2.45%",
-                        "API Exposure": "2.78%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.7%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.76%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "LIST-ALL",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 101,
-                            "End Line": 119
-                        },
-                        {
-                            "Function Name": "SQL-ERROR-HANDLING",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 132,
-                            "End Line": 144
-                        },
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 14,
-                            "End Line": 86
-                        },
-                        {
-                            "Function Name": "PROG-START",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 92,
-                            "End Line": 94
-                        },
-                        {
-                            "Function Name": "PRINT-AND-GET1",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 120,
-                            "End Line": 122
-                        },
-                        {
-                            "Function Name": "PRINT-A-LINE",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "PROG-END",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 95,
-                            "End Line": 97
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 15,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 18,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 7,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 107,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 8,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-programming-course/CBLDB22.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBLDB22.cbl",
-                        "Path": "cobol/cobol-programming-course/CBLDB22.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1274.92,
-                        "Y": 99.49,
-                        "Z": -8917.56
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 202,
-                        "Coding LOC": 157,
-                        "Documentation LOC": 39,
-                        "Structural Magnitude": 94.04,
-                        "Control Flow Ratio": "76.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.051
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.92%",
-                        "Error & Exception Exposure": "71.41%",
-                        "Tech Debt Exposure": "98.5%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.61%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.75%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "24.14%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "GET-ALL",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 132,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "GET-SPECIFIC",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 156,
-                            "End Line": 174
-                        },
-                        {
-                            "Function Name": "SQL-ERROR-HANDLING",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 189,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "PROCESS-INPUT",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 124,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 97,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 13,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "PROG-START",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 111,
-                            "End Line": 117
-                        },
-                        {
-                            "Function Name": "PRINT-ALL",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 152,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "PRINT-SPECIFIC",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 176,
-                            "End Line": 178
-                        },
-                        {
-                            "Function Name": "PRINT-A-LINE",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 180,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "PROG-END",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 119,
-                            "End Line": 120
-                        },
-                        {
-                            "Function Name": "REPOUT",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 121,
-                            "End Line": 122
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 39,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 11,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 27,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 33,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 12,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 5,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 157,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 13,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 9,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "cobol/cobol-programming-course/CBLDB23.cbl": {
-                    "1. Artifact Identity": {
-                        "Filename": "CBLDB23.cbl",
-                        "Path": "cobol/cobol-programming-course/CBLDB23.cbl",
-                        "Language": "Cobol",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "cobol",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .cbl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1054.49,
-                        "Y": 159.02,
-                        "Z": -8485.29
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 189,
-                        "Coding LOC": 156,
-                        "Documentation LOC": 27,
-                        "Structural Magnitude": 91.92,
-                        "Control Flow Ratio": "76.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.032
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "75.55%",
-                        "Error & Exception Exposure": "70.1%",
-                        "Tech Debt Exposure": "98.57%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.64%",
+                        "Cognitive Load Exposure": "7.23%",
+                        "Error & Exception Exposure": "75.29%",
+                        "Tech Debt Exposure": "99.98%",
+                        "Testing Exposure": "2.42%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.61%",
+                        "State Flux Exposure": "16.8%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.01%",
+                        "Documentation Exposure": "0.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "GET-ALL",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 125,
-                            "End Line": 143
-                        },
-                        {
-                            "Function Name": "GET-SPECIFIC",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 147,
-                            "End Line": 165
-                        },
-                        {
-                            "Function Name": "SQL-ERROR-HANDLING",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 176,
-                            "End Line": 188
-                        },
-                        {
-                            "Function Name": "PROCESS-INPUT",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 118,
-                            "End Line": 124
-                        },
                         {
                             "Function Name": "FILE-CONTROL",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 14,
-                            "End Line": 105
-                        },
-                        {
-                            "Function Name": "PROG-START",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 107,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "PRINT-ALL",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 144,
-                            "End Line": 146
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 66
                         },
                         {
-                            "Function Name": "PRINT-SPECIFIC",
-                            "Structural Impact": 2.1,
+                            "Function Name": "0000-MAIN",
+                            "Structural Impact": 3.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 166,
-                            "End Line": 168
+                            "Start Line": 68,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "PRINT-A-LINE",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "SPECIAL-NAMES",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 169,
-                            "End Line": 174
+                            "Start Line": 22,
+                            "End Line": 25
                         },
                         {
-                            "Function Name": "PROG-END",
+                            "Function Name": "1000-INICIO",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 115
+                            "Start Line": 72,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "REPOUT",
+                            "Function Name": "4000-FINAL",
                             "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 116,
-                            "End Line": 117
+                            "Start Line": 76,
+                            "End Line": 78
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 39,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 11,
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 5,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 27,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 31,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -757220,9 +753779,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 12,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -757234,23 +753793,23 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 5,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 156,
+                        "Structural Space Indentations": 49,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 13,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -757263,15 +753822,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 9,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 10,
+                        "Orphaned Logic": 5,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -757302,10 +753861,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-programming-course/DEPTPAY.CBL": {
+                "cobol/CICS-Cobol/CBL0903v01AccesoDinamico.cbl": {
                     "1. Artifact Identity": {
-                        "Filename": "DEPTPAY.CBL",
-                        "Path": "cobol/cobol-programming-course/DEPTPAY.CBL",
+                        "Filename": "CBL0903v01AccesoDinamico.cbl",
+                        "Path": "cobol/CICS-Cobol/CBL0903v01AccesoDinamico.cbl",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -757315,9 +753874,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1134.82,
-                        "Y": 144.73,
-                        "Z": -8414.06
+                        "X": 2051.38,
+                        "Y": 233.32,
+                        "Z": -4470.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -757326,25 +753885,25 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 37,
-                        "Coding LOC": 33,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 10.46,
-                        "Control Flow Ratio": "13.3%",
+                        "Total LOC": 80,
+                        "Coding LOC": 52,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 10.84,
+                        "Control Flow Ratio": "16.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.32
+                        "Raw Cognitive Density": 0.054
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "15.19%",
-                        "Error & Exception Exposure": "83.6%",
-                        "Tech Debt Exposure": "92.41%",
-                        "Testing Exposure": "2.34%",
+                        "Cognitive Load Exposure": "5.82%",
+                        "Error & Exception Exposure": "73.11%",
+                        "Tech Debt Exposure": "99.97%",
+                        "Testing Exposure": "2.42%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.08%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
@@ -757354,39 +753913,69 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "AVERAGE-SALARY",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 23,
+                            "End Line": 67
+                        },
+                        {
+                            "Function Name": "0000-MAIN",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 69,
+                            "End Line": 71
+                        },
+                        {
+                            "Function Name": "SPECIAL-NAMES",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 19,
-                            "End Line": 27
+                            "End Line": 22
                         },
                         {
-                            "Function Name": "DISPLAY-DETAILS",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "4000-FINAL",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 29,
-                            "End Line": 35
+                            "Start Line": 76,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "1000-INICIO",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 73,
+                            "End Line": 74
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 13,
+                        "Sequential Logic Declarations": 10,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 2,
+                        "Function/Method Declarations": 5,
                         "Class/Entity Declarations": 1,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 7,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -757412,7 +754001,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -757424,7 +754013,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 33,
+                        "Structural Space Indentations": 52,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -757449,7 +754038,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 5,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -757480,10 +754069,10 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "cobol/cobol-programming-course/EMPPAY.CBL": {
+                "cobol/CICS-Cobol/CBL1001v01ManejoCICS.cbl": {
                     "1. Artifact Identity": {
-                        "Filename": "EMPPAY.CBL",
-                        "Path": "cobol/cobol-programming-course/EMPPAY.CBL",
+                        "Filename": "CBL1001v01ManejoCICS.cbl",
+                        "Path": "cobol/CICS-Cobol/CBL1001v01ManejoCICS.cbl",
                         "Language": "Cobol",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -757493,9 +754082,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1713.67,
-                        "Y": -10.87,
-                        "Z": -9201.06
+                        "X": 1726.99,
+                        "Y": 256.36,
+                        "Z": -4520.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -757504,25 +754093,25 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 55,
-                        "Coding LOC": 51,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 37.52,
-                        "Control Flow Ratio": "45.5%",
+                        "Total LOC": 67,
+                        "Coding LOC": 41,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 21.12,
+                        "Control Flow Ratio": "37.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.946
+                        "Raw Cognitive Density": 0.333
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "68.66%",
-                        "Error & Exception Exposure": "95.8%",
-                        "Tech Debt Exposure": "98.74%",
-                        "Testing Exposure": "2.45%",
+                        "Cognitive Load Exposure": "15.89%",
+                        "Error & Exception Exposure": "78.34%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.52%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "50.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
@@ -757532,59 +754121,109 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "PAYMENT-WEEKLY",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 4,
+                            "Function Name": "0000-PRINCIPAL",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 30,
-                            "End Line": 39
+                            "Start Line": 33,
+                            "End Line": 37
                         },
                         {
-                            "Function Name": "PAYMENT-MONTHLY",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
+                            "Function Name": "2000-PROCESO",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 40,
-                            "End Line": 47
+                            "Start Line": 43,
+                            "End Line": 46
                         },
                         {
-                            "Function Name": "SHOW-OUTPUT",
+                            "Function Name": "SPECIAL-NAMES",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14,
+                            "End Line": 32
+                        },
+                        {
+                            "Function Name": "2200-CONCATENA-DATOS",
                             "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 52,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "1000-INICIO",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 39,
+                            "End Line": 40
+                        },
+                        {
+                            "Function Name": "WX-SALUDO",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 41,
+                            "End Line": 41
+                        },
+                        {
+                            "Function Name": "2100-PEDIR-DATOS",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 48,
-                            "End Line": 55
+                            "End Line": 50
                         },
                         {
-                            "Function Name": "INITIALIZATION",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "2300-ENVIA-DATOS",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 29
+                            "Start Line": 61,
+                            "End Line": 63
+                        },
+                        {
+                            "Function Name": "3000-FINAL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 65,
+                            "End Line": 66
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 10,
-                        "Sequential Logic Declarations": 12,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 10,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 4,
+                        "Function/Method Declarations": 9,
                         "Class/Entity Declarations": 1,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 25,
+                        "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -757598,7 +754237,7 @@
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -757610,7 +754249,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 7,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -757622,13 +754261,13 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 51,
+                        "Structural Space Indentations": 41,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
+                        "Serialization Parsing": 1,
                         "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
@@ -757647,7 +754286,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
+                        "Orphaned Logic": 9,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -760178,6 +756817,1686 @@
                 }
             }
         },
+        "cobol/cobol-programming-course": {
+            "Directory Group Magnitude": 458.14,
+            "File Count": 7,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "55.38%",
+                "Error & Exception Exposure": "78.12%",
+                "Tech Debt Exposure": "97.59%",
+                "Testing Exposure": "24.58%",
+                "API Exposure": "0.0%",
+                "Concurrency Exposure": "0.0%",
+                "State Flux Exposure": "99.16%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "0.0%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "cobol/cobol-programming-course/CBL0106.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBL0106.cbl",
+                        "Path": "cobol/cobol-programming-course/CBL0106.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1558.8,
+                        "Y": 47.06,
+                        "Z": -8274.95
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 196,
+                        "Coding LOC": 161,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 84.12,
+                        "Control Flow Ratio": "69.2%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.696
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "44.59%",
+                        "Error & Exception Exposure": "79.56%",
+                        "Tech Debt Exposure": "98.24%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "READ-NEXT-RECORD",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 141,
+                            "End Line": 149
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 109,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 13,
+                            "End Line": 121
+                        },
+                        {
+                            "Function Name": "WRITE-OVERLIMIT",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 177,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "IS-OVERLIMIT",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 163,
+                            "End Line": 170
+                        },
+                        {
+                            "Function Name": "IS-STATE-VIRGINIA",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 172,
+                            "End Line": 175
+                        },
+                        {
+                            "Function Name": "CLOSE-STOP",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 151,
+                            "End Line": 156
+                        },
+                        {
+                            "Function Name": "READ-RECORD",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 158,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "WRITE-HEADERS",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 127,
+                            "End Line": 139
+                        },
+                        {
+                            "Function Name": "WRITE-RECORD",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 189,
+                            "End Line": 194
+                        },
+                        {
+                            "Function Name": "OPEN-FILES",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 123,
+                            "End Line": 125
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 18,
+                        "Sequential Logic Declarations": 8,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 26,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 47,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 161,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 4,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 3,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/CBL0106C.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBL0106C.cbl",
+                        "Path": "cobol/cobol-programming-course/CBL0106C.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1358.74,
+                        "Y": 24.84,
+                        "Z": -9038.45
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 205,
+                        "Coding LOC": 167,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 89.64,
+                        "Control Flow Ratio": "66.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.719
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "46.86%",
+                        "Error & Exception Exposure": "79.37%",
+                        "Tech Debt Exposure": "97.78%",
+                        "Testing Exposure": "2.41%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "READ-NEXT-RECORD",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 142,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "IS-OVERLIMIT",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 164,
+                            "End Line": 179
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 110,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 13,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "WRITE-OVERLIMIT",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 186,
+                            "End Line": 196
+                        },
+                        {
+                            "Function Name": "IS-STATE-VIRGINIA",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 181,
+                            "End Line": 184
+                        },
+                        {
+                            "Function Name": "CLOSE-STOP",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 152,
+                            "End Line": 157
+                        },
+                        {
+                            "Function Name": "READ-RECORD",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 159,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "WRITE-HEADERS",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 128,
+                            "End Line": 140
+                        },
+                        {
+                            "Function Name": "WRITE-RECORD",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 198,
+                            "End Line": 203
+                        },
+                        {
+                            "Function Name": "OPEN-FILES",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 124,
+                            "End Line": 126
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 26,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 50,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 167,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 4,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 3,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 1,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/CBLDB21.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBLDB21.cbl",
+                        "Path": "cobol/cobol-programming-course/CBLDB21.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 790.12,
+                        "Y": 93.39,
+                        "Z": -8751.55
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 145,
+                        "Coding LOC": 107,
+                        "Documentation LOC": 30,
+                        "Structural Magnitude": 52.44,
+                        "Control Flow Ratio": "62.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.85
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "59.91%",
+                        "Error & Exception Exposure": "67.01%",
+                        "Tech Debt Exposure": "98.91%",
+                        "Testing Exposure": "2.45%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "98.7%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "LIST-ALL",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 101,
+                            "End Line": 119
+                        },
+                        {
+                            "Function Name": "SQL-ERROR-HANDLING",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 132,
+                            "End Line": 144
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 14,
+                            "End Line": 86
+                        },
+                        {
+                            "Function Name": "PROG-START",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 92,
+                            "End Line": 94
+                        },
+                        {
+                            "Function Name": "PRINT-AND-GET1",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 120,
+                            "End Line": 122
+                        },
+                        {
+                            "Function Name": "PRINT-A-LINE",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 123,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "PROG-END",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 95,
+                            "End Line": 97
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 15,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 18,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 7,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 3,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 107,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 8,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 7,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/CBLDB22.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBLDB22.cbl",
+                        "Path": "cobol/cobol-programming-course/CBLDB22.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1274.9,
+                        "Y": 99.49,
+                        "Z": -8917.45
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 202,
+                        "Coding LOC": 157,
+                        "Documentation LOC": 39,
+                        "Structural Magnitude": 93.04,
+                        "Control Flow Ratio": "76.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.051
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "76.92%",
+                        "Error & Exception Exposure": "71.41%",
+                        "Tech Debt Exposure": "98.5%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.75%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "GET-ALL",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 132,
+                            "End Line": 150
+                        },
+                        {
+                            "Function Name": "GET-SPECIFIC",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 156,
+                            "End Line": 174
+                        },
+                        {
+                            "Function Name": "SQL-ERROR-HANDLING",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 189,
+                            "End Line": 201
+                        },
+                        {
+                            "Function Name": "PROCESS-INPUT",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 124,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 13,
+                            "End Line": 109
+                        },
+                        {
+                            "Function Name": "PROG-START",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 111,
+                            "End Line": 117
+                        },
+                        {
+                            "Function Name": "PRINT-ALL",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 152,
+                            "End Line": 154
+                        },
+                        {
+                            "Function Name": "PRINT-SPECIFIC",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 176,
+                            "End Line": 178
+                        },
+                        {
+                            "Function Name": "PRINT-A-LINE",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 180,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "PROG-END",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 119,
+                            "End Line": 120
+                        },
+                        {
+                            "Function Name": "REPOUT",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 121,
+                            "End Line": 122
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 39,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 11,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 27,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 33,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 12,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 157,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 13,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 9,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 9,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/CBLDB23.cbl": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBLDB23.cbl",
+                        "Path": "cobol/cobol-programming-course/CBLDB23.cbl",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1054.64,
+                        "Y": 158.98,
+                        "Z": -8485.33
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 189,
+                        "Coding LOC": 156,
+                        "Documentation LOC": 27,
+                        "Structural Magnitude": 90.92,
+                        "Control Flow Ratio": "76.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.032
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "75.55%",
+                        "Error & Exception Exposure": "70.1%",
+                        "Tech Debt Exposure": "98.57%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.61%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "GET-ALL",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 125,
+                            "End Line": 143
+                        },
+                        {
+                            "Function Name": "GET-SPECIFIC",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 147,
+                            "End Line": 165
+                        },
+                        {
+                            "Function Name": "SQL-ERROR-HANDLING",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 176,
+                            "End Line": 188
+                        },
+                        {
+                            "Function Name": "PROCESS-INPUT",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 118,
+                            "End Line": 124
+                        },
+                        {
+                            "Function Name": "FILE-CONTROL",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 14,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "PROG-START",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 107,
+                            "End Line": 113
+                        },
+                        {
+                            "Function Name": "PRINT-ALL",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 144,
+                            "End Line": 146
+                        },
+                        {
+                            "Function Name": "PRINT-SPECIFIC",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 166,
+                            "End Line": 168
+                        },
+                        {
+                            "Function Name": "PRINT-A-LINE",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 169,
+                            "End Line": 174
+                        },
+                        {
+                            "Function Name": "PROG-END",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 114,
+                            "End Line": 115
+                        },
+                        {
+                            "Function Name": "REPOUT",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 116,
+                            "End Line": 117
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 39,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 11,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 27,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 31,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 12,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 5,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 156,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 13,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 9,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 9,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 10,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/DEPTPAY.CBL": {
+                    "1. Artifact Identity": {
+                        "Filename": "DEPTPAY.CBL",
+                        "Path": "cobol/cobol-programming-course/DEPTPAY.CBL",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 1134.83,
+                        "Y": 144.72,
+                        "Z": -8414.05
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 37,
+                        "Coding LOC": 33,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 10.46,
+                        "Control Flow Ratio": "13.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.32
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "15.19%",
+                        "Error & Exception Exposure": "83.6%",
+                        "Tech Debt Exposure": "92.41%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "96.08%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "AVERAGE-SALARY",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 19,
+                            "End Line": 27
+                        },
+                        {
+                            "Function Name": "DISPLAY-DETAILS",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 29,
+                            "End Line": 35
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 13,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 7,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
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+                        "Acknowledged Tech Debt (FIXMEs)": 0,
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+                        "Server-Side Rendering Contexts": 0,
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+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 8,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
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+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
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+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 33,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
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+                        "Design Camel Case": 0,
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+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
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+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/cobol-programming-course/EMPPAY.CBL": {
+                    "1. Artifact Identity": {
+                        "Filename": "EMPPAY.CBL",
+                        "Path": "cobol/cobol-programming-course/EMPPAY.CBL",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cbl)"
+                    },
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+                        "X": 1713.57,
+                        "Y": -10.85,
+                        "Z": -9200.9
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
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+                        "Coding LOC": 51,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 37.52,
+                        "Control Flow Ratio": "45.5%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.946
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "68.66%",
+                        "Error & Exception Exposure": "95.8%",
+                        "Tech Debt Exposure": "98.74%",
+                        "Testing Exposure": "2.45%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
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+                            "Function Name": "PAYMENT-WEEKLY",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 30,
+                            "End Line": 39
+                        },
+                        {
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+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 40,
+                            "End Line": 47
+                        },
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+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 48,
+                            "End Line": 55
+                        },
+                        {
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+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 25,
+                            "End Line": 29
+                        }
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+                        "Function/Method Declarations": 4,
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+                        "Sec Tainted Injection": 0,
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+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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                         "Identity Proof": "Single Indicator (Ext: .groovy)"
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                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                     "3. Architectural Profile": {
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                         "Identity Proof": "Single Indicator (Ext: .ps1)"
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                     "2. Topological Coordinates": {
-                        "X": 7368.85,
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                     "3. Architectural Profile": {
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@@ -773076,29 +771395,1551 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
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+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "powershell/nvda/unitTests.ps1": {
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+                        "Filename": "unitTests.ps1",
+                        "Path": "powershell/nvda/unitTests.ps1",
+                        "Language": "Powershell",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Tabs",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "powershell",
+                        "Lock Tier": 2,
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+                    "3. Architectural Profile": {
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+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
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+                        "Error & Exception Exposure": "82.39%",
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+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "91.68%",
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+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
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+                        "Authorship Metadata": 0,
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+                        "AI Orchestration Frameworks": 0,
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+                        "Design Camel Case": 0,
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+                        "Global Environment Mutation": 0,
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+                        "Sec Extension Mismatch": 0,
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+                        "Prompt Injection": 0,
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+                        "Invisible Unicode Payload Smuggling": 0,
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+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
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+                    "9. Extracted Dependencies": []
+                }
+            }
+        },
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+            "File Count": 10,
+            "Ecosystem Fingerprint (Archetypes)": {
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+                "Static: Literature & Documentation": "10.0%"
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+                "Tech Debt Exposure": "9.24%",
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+                "Hardcoded Payload Artifacts": "0.0%"
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+                        "Filename": "COPYING",
+                        "Path": "cobol/gnucobol/COPYING",
+                        "Language": "Plaintext",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Neutral / No Indentation",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (COPYING)"
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+                    "2. Topological Coordinates": {
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+                        "Y": -139.79,
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+                        "Repository Fingerprint": {},
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+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
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+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                    },
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+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
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+                        "Acknowledged Tech Debt (FIXMEs)": 0,
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+                        "Server-Side Rendering Contexts": 0,
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+                        "Pointer Arithmetic & Addressing": 0,
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+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
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+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/CBL_OC_DUMP.cob": {
+                    "1. Artifact Identity": {
+                        "Filename": "CBL_OC_DUMP.cob",
+                        "Path": "cobol/gnucobol/CBL_OC_DUMP.cob",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7691.94,
+                        "Y": -206.2,
+                        "Z": 1221.54
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 262,
+                        "Coding LOC": 199,
+                        "Documentation LOC": 41,
+                        "Structural Magnitude": 118.08,
+                        "Control Flow Ratio": "43.9%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.894
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "64.06%",
+                        "Error & Exception Exposure": "68.88%",
+                        "Tech Debt Exposure": "22.38%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "2.49%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "9.01%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "20.72%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "MAIN00",
+                            "Structural Impact": 52.0,
+                            "Lines of Code (LOC)": 159,
+                            "Control Flow Branches": 43,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "48.3%",
+                            "Start Line": 101,
+                            "End Line": 259
+                        },
+                        {
+                            "Function Name": "MAIN",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 100,
+                            "End Line": 100
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
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+                        "Sequential Logic Declarations": 55,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 1,
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+                        "State Mutations / Variable Reassignments": 60,
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+                        "Ad-hoc Print / Debug Statements": 37,
+                        "Explicit Type Casts": 3,
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+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 199,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 4,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 3,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/numeric-display.cob": {
+                    "1. Artifact Identity": {
+                        "Filename": "numeric-display.cob",
+                        "Path": "cobol/gnucobol/numeric-display.cob",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7169.57,
+                        "Y": -240.24,
+                        "Z": 1330.5
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 167,
+                        "Coding LOC": 150,
+                        "Documentation LOC": 16,
+                        "Structural Magnitude": 18.0,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "60.43%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "7.86%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 77,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
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+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 72,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 150,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
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+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
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+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
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+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
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+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/numeric-dump.cob": {
+                    "1. Artifact Identity": {
+                        "Filename": "numeric-dump.cob",
+                        "Path": "cobol/gnucobol/numeric-dump.cob",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7480.85,
+                        "Y": -180.68,
+                        "Z": 391.48
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 456,
+                        "Coding LOC": 438,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 95.76,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "13.78%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "98.49%",
+                        "Commented Logic Exposure": "5.72%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 108,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 108,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 72,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
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+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 438,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 108,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
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+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
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+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
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+                        "Design Short Vars": 0,
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+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/screenio.cpy": {
+                    "1. Artifact Identity": {
+                        "Filename": "screenio.cpy",
+                        "Path": "cobol/gnucobol/screenio.cpy",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7103.95,
+                        "Y": -202.82,
+                        "Z": 832.35
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 197,
+                        "Coding LOC": 152,
+                        "Documentation LOC": 39,
+                        "Structural Magnitude": 1.15,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "56.63%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "25.27%",
+                        "Commented Logic Exposure": "7.29%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
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+                        "I/O and Network Boundaries": 1,
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+                        "State Mutations / Variable Reassignments": 5,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
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+                        "UI / View Layer Components": 0,
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+                        "Decorators and Annotations": 0,
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+                        "Collection Iterators / Comprehensions": 0,
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+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
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+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
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+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 152,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
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+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
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+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
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+                        "Design Short Vars": 0,
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+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
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+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/sqlca.cpy": {
+                    "1. Artifact Identity": {
+                        "Filename": "sqlca.cpy",
+                        "Path": "cobol/gnucobol/sqlca.cpy",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -6886.93,
+                        "Y": -229.14,
+                        "Z": 1190.74
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 25,
+                        "Coding LOC": 24,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 0.77,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 20,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
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+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 24,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 20,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/sqlda.cpy": {
+                    "1. Artifact Identity": {
+                        "Filename": "sqlda.cpy",
+                        "Path": "cobol/gnucobol/sqlda.cpy",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7698.73,
+                        "Y": -182.27,
+                        "Z": 316.04
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 58,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 0.8,
+                        "Control Flow Ratio": "100.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.037
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "4.64%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 2,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 2,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 54,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": []
+                },
+                "cobol/gnucobol/tutorial.cob": {
+                    "1. Artifact Identity": {
+                        "Filename": "tutorial.cob",
+                        "Path": "cobol/gnucobol/tutorial.cob",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cob)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7505.56,
+                        "Y": -173.37,
+                        "Z": 824.43
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 261,
+                        "Coding LOC": 194,
+                        "Documentation LOC": 34,
+                        "Structural Magnitude": 162.18,
+                        "Control Flow Ratio": "56.6%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.972
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "70.82%",
+                        "Error & Exception Exposure": "95.96%",
+                        "Tech Debt Exposure": "70.07%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "read-all-records",
+                            "Structural Impact": 14.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 204,
+                            "End Line": 227
+                        },
+                        {
+                            "Function Name": "rewrite-first-record",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 231,
+                            "End Line": 255
+                        },
+                        {
+                            "Function Name": "display-file-status",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 192,
+                            "End Line": 198
+                        },
+                        {
+                            "Function Name": "set-fcd",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 156,
+                            "End Line": 175
+                        },
+                        {
+                            "Function Name": "set-keydefinitions",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 177,
+                            "End Line": 186
+                        },
+                        {
+                            "Function Name": "call-file-handler",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 188,
+                            "End Line": 190
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 43,
+                        "Sequential Logic Declarations": 33,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 9,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 36,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 121,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 9,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 17,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 194,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 1,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 4,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 6,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "xfhfcd3"
+                    ]
                 },
-                "powershell/nvda/unitTests.ps1": {
+                "cobol/gnucobol/xfhfcd.cpy": {
                     "1. Artifact Identity": {
-                        "Filename": "unitTests.ps1",
-                        "Path": "powershell/nvda/unitTests.ps1",
-                        "Language": "Powershell",
+                        "Filename": "xfhfcd.cpy",
+                        "Path": "cobol/gnucobol/xfhfcd.cpy",
+                        "Language": "Cobol",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "powershell",
+                        "Folder Dominant Lang": "cobol",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .ps1)"
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6957.94,
-                        "Y": 223.43,
-                        "Z": 4059.08
+                        "X": -8036.96,
+                        "Y": -173.59,
+                        "Z": 1255.76
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773107,25 +772948,25 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 9,
-                        "Coding LOC": 8,
+                        "Total LOC": 2,
+                        "Coding LOC": 1,
                         "Documentation LOC": 0,
-                        "Structural Magnitude": 20.16,
-                        "Control Flow Ratio": "66.7%",
+                        "Structural Magnitude": 0.53,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.28
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.24%",
-                        "Error & Exception Exposure": "82.39%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
+                        "Testing Exposure": "2.3%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "91.68%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
@@ -773136,30 +772977,30 @@
                     "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 2,
-                        "Sequential Logic Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 6,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
-                        "Global State Dependencies": 2,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -773174,7 +773015,7 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -773183,8 +773024,8 @@
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 1,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -773226,18 +773067,177 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
+                    "9. Extracted Dependencies": [
+                        "xfhfcd3"
+                    ]
+                },
+                "cobol/gnucobol/xfhfcd3.cpy": {
+                    "1. Artifact Identity": {
+                        "Filename": "xfhfcd3.cpy",
+                        "Path": "cobol/gnucobol/xfhfcd3.cpy",
+                        "Language": "Cobol",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "cobol",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .cpy)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7645.06,
+                        "Y": -220.46,
+                        "Z": 1597.66
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 322,
+                        "Coding LOC": 249,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 1.15,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 2,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "49.97%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "12.81%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "0.0%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 18,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 3,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 15,
+                        "Module Dependencies (Imports)": 0,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 10,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 15,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 249,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                    },
                     "9. Extracted Dependencies": []
                 }
             }
@@ -773277,9 +773277,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
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                         "Y": 170.29,
-                        "Z": 210.63
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773445,9 +773445,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773613,9 +773613,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
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                         "Y": 260.28,
-                        "Z": -506.1
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773781,9 +773781,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
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                         "Y": 260.15,
-                        "Z": 577.86
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -773949,9 +773949,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
-                        "X": -5880.96,
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                         "Y": 221.96,
-                        "Z": 297.25
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -774197,9 +774197,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6812.03,
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                         "Y": 207.95,
-                        "Z": 753.57
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                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -774365,9 +774365,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5876.24,
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                         "Y": 306.88,
-                        "Z": -318.49
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -774533,9 +774533,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6416.7,
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                         "Y": 279.83,
-                        "Z": -246.7
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -774781,9 +774781,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
-                        "X": -6699.29,
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                         "Y": 218.53,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -775079,9 +775079,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
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                         "Y": 192.87,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -775277,9 +775277,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6948.71,
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                         "Y": 236.52,
-                        "Z": 187.08
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -775565,9 +775565,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
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                         "Y": 284.23,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -775753,9 +775753,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
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                         "Y": 205.05,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -776071,9 +776071,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
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                         "Y": 220.44,
-                        "Z": 848.24
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -776239,9 +776239,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
-                        "X": -7027.92,
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                         "Y": 229.59,
-                        "Z": -71.71
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -776409,9 +776409,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6711.26,
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                         "Y": 268.58,
-                        "Z": -491.07
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -776597,9 +776597,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
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                     "2. Topological Coordinates": {
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                         "Y": 274.52,
-                        "Z": -413.93
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -776754,9 +776754,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6608.49,
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                         "Y": 218.34,
-                        "Z": 759.37
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -776942,9 +776942,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5788.88,
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                         "Y": 245.35,
-                        "Z": -15.88
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -777112,9 +777112,9 @@
                         "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7054.2,
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                         "Y": 196.48,
-                        "Z": 532.81
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -780161,7 +780161,7 @@
             }
         },
         "assembly/nasm_testsuite": {
-            "Directory Group Magnitude": 378.76,
+            "Directory Group Magnitude": 375.76,
             "File Count": 18,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
@@ -780171,14 +780171,14 @@
                 "Error & Exception Exposure": "16.63%",
                 "Tech Debt Exposure": "4.41%",
                 "Testing Exposure": "2.33%",
-                "API Exposure": "2.19%",
+                "API Exposure": "2.1%",
                 "Concurrency Exposure": "0.0%",
                 "State Flux Exposure": "14.6%",
                 "Commented Logic Exposure": "0.0%",
                 "Specification Exposure": "27.78%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "14.07%",
+                "Documentation Exposure": "11.85%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
@@ -780195,9 +780195,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
-                        "X": -9019.64,
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                         "Y": -226.5,
-                        "Z": -3690.83
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -780393,9 +780393,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
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                         "Y": -196.59,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -780561,9 +780561,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
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                         "Y": -42.47,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -780739,9 +780739,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
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                         "Y": -106.15,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -780896,9 +780896,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
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                         "Y": -83.53,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -781053,9 +781053,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
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                         "Y": -158.81,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -781210,9 +781210,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
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                         "Y": -111.97,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -781367,9 +781367,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
-                        "X": -8375.38,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -781524,9 +781524,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
-                        "X": -8269.55,
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                         "Y": -118.54,
-                        "Z": -3135.06
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -781681,9 +781681,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
-                        "X": -8496.44,
-                        "Y": -149.81,
-                        "Z": -3149.46
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+                        "Y": -115.26,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -781695,7 +781695,7 @@
                         "Total LOC": 97,
                         "Coding LOC": 52,
                         "Documentation LOC": 32,
-                        "Structural Magnitude": 18.64,
+                        "Structural Magnitude": 16.64,
                         "Control Flow Ratio": "17.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -781708,14 +781708,14 @@
                         "Error & Exception Exposure": "67.92%",
                         "Tech Debt Exposure": "79.35%",
                         "Testing Exposure": "2.41%",
-                        "API Exposure": "9.58%",
+                        "API Exposure": "8.49%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "16.37%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "72.67%",
+                        "Documentation Exposure": "46.67%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -781751,7 +781751,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 8,
+                        "Exposed API / Public Exports": 6,
                         "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -781859,9 +781859,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
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                     "2. Topological Coordinates": {
-                        "X": -9339.67,
-                        "Y": -170.79,
-                        "Z": -2824.33
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+                        "Y": -170.76,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -781873,7 +781873,7 @@
                         "Total LOC": 87,
                         "Coding LOC": 41,
                         "Documentation LOC": 32,
-                        "Structural Magnitude": 19.02,
+                        "Structural Magnitude": 18.02,
                         "Control Flow Ratio": "21.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
@@ -781886,14 +781886,14 @@
                         "Error & Exception Exposure": "71.97%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "2.41%",
-                        "API Exposure": "9.29%",
+                        "API Exposure": "8.69%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "50.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "62.04%",
+                        "Documentation Exposure": "48.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
@@ -781919,7 +781919,7 @@
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 7,
+                        "Exposed API / Public Exports": 6,
                         "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -782027,9 +782027,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9022.27,
-                        "Y": -58.64,
-                        "Z": -2491.24
+                        "X": -8454.72,
+                        "Y": -147.81,
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                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -782184,9 +782184,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8663.15,
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                         "Y": -65.88,
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                     "3. Architectural Profile": {
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@@ -782341,9 +782341,9 @@
                         "Identity Proof": "Single Indicator (Ext: .asm)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8681.39,
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